From 8fa978e5834bb0a58968ef25b8c7c1fe963b8592 Mon Sep 17 00:00:00 2001 From: Anabra Date: Sun, 3 Mar 2019 19:24:41 +0100 Subject: [PATCH 01/15] Added presentations for STCS-2019 and EUTypes-2019 --- .../{ => abstract}/tex/abstract.tex | 0 .../{ => abstract}/tex/bib_database.bib | 0 .../{ => abstract}/tex/bibliography.tex | 0 .../eutypes-2019/{ => abstract}/tex/main.pdf | Bin 96052 -> 95889 bytes .../eutypes-2019/{ => abstract}/tex/main.tex | 0 .../eutypes-2019/{ => abstract}/tex/style.sty | 0 .../presentation/img/background.jpg | Bin 0 -> 17251 bytes .../img/compact_blank_titlepage.jpg | Bin 0 -> 25376 bytes .../presentation/img/exact_length_ct.png | Bin 0 -> 26027 bytes .../presentation/img/exact_length_rt.png | Bin 0 -> 27716 bytes .../eutypes-2019/presentation/img/hpt-boq.png | Bin 0 -> 33866 bytes .../presentation/img/length_ct.png | Bin 0 -> 24484 bytes .../presentation/img/length_rt.png | Bin 0 -> 31202 bytes .../presentation/img/reverse_ct.png | Bin 0 -> 23529 bytes 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z(VTB&>+@f%P76X!TTkBuN6*y^E*&%qLhyaJsVLBmcP;9I_ZtNtkBIF4FG)VZP1UST z{Z|lt1$5&Vc6sB~s2u+MG<^H(p*g35TlGNP^y0AO7hHE%Jsl5M zTFe{Hd#59%=5H3diyZZH!t0-wwJnla#fm=v8+M6kYlsM== zzgZTgY;!k~YMU=P0Q=typ!;F*T#`0!c9&vG`6OAcf1mZbGp?O`NpIpIkSvfd79yRrt?x`f${@LX*82FE5)A&9O+b MQc9B5;$H*)8!EgI!T Nat) + - other applications: + - Map -> Set + - type class dictionaries + - Vector type index (EUTypes) + + - 11-12 + + - what else do we need? + - CBy (extended HPT, example) (*) + - LVA (standard) + - producer grouping (graph example) (*) + - transformations + + - 14-15 + +Results: + - only interpreted results + - pipeline setup + - diagrams + + - 18 - 19 + +Conclusions: + - the optimizer works well: + - #stores, #fetches, #funcalls and #cases significantly reduced + - code structure closer to imperative style + + - DDE is: + - a bit costly + - kinda specific, but can work wonders + - can trigger other transformations + + - 20 + + +Q&A: + - Why do we need Lambda? (closure conversion + lambda lifting) + cc: find free variables + ll: convert lambdas to top level functions + + - eval inlining ~?~ STG + eval/apply -> GRIN with indirect calls (funptr) + static analysis + - analysis cost: compiled abstract interpretation + + +no stores & no fetches --> in ideal case, everything can be put into registers (in worst onto the stack) + + +Notes: + - upto example (with head?) + - LLVM code example + - opt list + - max 25 slides \ No newline at end of file diff --git a/papers/eutypes-2019/presentation/template.tex b/papers/eutypes-2019/presentation/template.tex new file mode 100644 index 00000000..44f7e350 --- /dev/null +++ b/papers/eutypes-2019/presentation/template.tex @@ -0,0 +1,59 @@ +\documentclass[bigger]{beamer} +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage{graphicx} + +\usebackgroundtemplate% +{% + \includegraphics[width=\paperwidth,height=\paperheight]{background.jpg}% +} + +\setbeamercolor{title}{fg=white} +\setbeamercolor{author}{fg=white} +\setbeamercolor{institute}{fg=white} +\setbeamercolor{date}{fg=white} +\setbeamercolor{frametitle}{fg=white} + +\title{\bf Sample title} +\author{Anonymous} +\institute{Eötvös Loránd University (ELTE), \\ Budapest, Hungary} +\date{2018.} + +\begin{document} + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\frame{\vspace{15mm}\titlepage} +} + +\begin{frame}{Introduction} +\begin{itemize} +\item 1 +\item 2 +\item 3 +\end{itemize} +\end{frame} + +% this slide need not be used in the presentation, but must be +% present when you archieve your talk + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\begin{frame}{} + +\bigskip\bigskip\bigskip + +{\bf\Huge\color{white} THANK YOU} + +\bigskip + +{\bf\Huge\color{white} FOR YOUR} + +\bigskip + +{\bf\Huge\color{white} ATTENTION!} + +\end{frame} +} + +\end{document} diff --git a/papers/eutypes-2019/presentation/tex/main.pdf 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literal 0 HcmV?d00001 diff --git a/papers/eutypes-2019/presentation/tex/main.tex b/papers/eutypes-2019/presentation/tex/main.tex new file mode 100644 index 00000000..c769e4e2 --- /dev/null +++ b/papers/eutypes-2019/presentation/tex/main.tex @@ -0,0 +1,717 @@ + + +\documentclass[bigger]{beamer} + +\usepackage{style} + + +\title[GRIN] %optional +{GRIN: Dead data elimination} + +\subtitle{in the context of dependently typed languages} + +\author[P. Podlovics, Cs. Hruska ] % (optional, for multiple authors) +{Péter Podlovics, Csaba Hruska} + +\institute[ELTE] % (optional) +{ + Eötvös Loránd University (ELTE), \\ Budapest, Hungary +} + +\date{EUTypes-2019} % (optional) + + + +\begin{document} + +{ + \usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% + \frame{\vspace{15mm}\titlepage} +} + +\begin{frame} + \frametitle{Overview} + \tableofcontents +\end{frame} + + +\section{Introduction} + +\begin{frame}[fragile] + \frametitle{Why functional?} + + \begin{vfitemize} + \item Declarativeness + \begin{itemize} + \item[pro:] can program on a higher abstraction level + \end{itemize} + \item Composability\\ + \begin{itemize} + \item[pro:] can easily piece together smaller programs + \item[con:] results in a lot of function calls + \end{itemize} + \item Functions are first class citizens + \begin{itemize} + \item[pro:] higher order functions + \item[con:] unknown function calls + \end{itemize} + \end{vfitemize} + +\end{frame} + + +\begin{frame} +\frametitle{Graph Reduction Intermediate Notation} + +\begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.4} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + \begin{tikzpicture}[ node distance = 1.5cm and 1.5cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [draw=black] (haskell) {Haskell}; + \node [draw=black] (idris) [left =of haskell] {Idris}; + \node [draw=black] (agda) [right =of haskell] {Agda}; + \node [draw=black] (grin) [below =of haskell] {GRIN}; + \node [draw=black] (mc) [below =of grin] {Machine Code}; + + \path[-{Stealth[scale=1.5]}] + (idris) edge [] (grin) + (haskell) edge [] (grin) + (agda) edge [] (grin) + (grin) edge [] (mc); + + + \end{tikzpicture} + \end{adjustbox} + \label{grin-backend} +\end{figure} +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Front end code} + +\begin{minipage}{0.35\textwidth} + + \begin{haskellcode} + main = sum (upto 0 10) + + upto n m + | n > m = [] + | otherwise = n : upto (n+1) m + + sum [] = 0 + sum (x:xs) = x + sum xs + \end{haskellcode} +\end{minipage} +\hfill +\pause +\begin{minipage}{0.4\textwidth} + \vspace{2cm} + \begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.4} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + \begin{tikzpicture}[ node distance = 1.3cm and 1cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [shape=ellipse,draw=black] (main) {main}; + \node [shape=ellipse,draw=black] (eval) [below =of main] {eval}; + \node [shape=ellipse,draw=black] (sum) [below left =of eval] {sum}; + \node [shape=ellipse,draw=black] (upto) [below right =of eval] {upto}; + + \path[-{Stealth[scale=1.5]}] + (main) edge [] (eval) + (eval) edge [bend left] (sum) + (eval) edge [bend right] (upto) + (sum) edge [bend left] (eval) + (upto) edge [bend right] (eval); + + + \end{tikzpicture} + \end{adjustbox} + \label{control-flow-lazy} + \end{figure} +\end{minipage} +\end{frame} + + +\begin{frame}[fragile] +\frametitle{GRIN code} + +\begin{minipage}{0.4\textwidth} + + \begin{haskellcode} + grinMain = + t1 <- store (CInt 1) + t2 <- store (CInt 10) + t3 <- store (Fupto t1 t2) + t4 <- store (Fsum t3) + (CInt r) <- eval t4 + _prim_int_print r + \end{haskellcode} +\end{minipage} +\hfill +\begin{minipage}{0.48\textwidth} + \vspace{1cm} + \begin{haskellcode} + eval p = + v <- fetch p + case v of + (CInt n) -> pure v + (CNil) -> pure v + (CCons y ys) -> pure v + (Fupto a b) -> + zs <- upto a b + update p zs + pure zs + (Fsum c) -> + s <- sum c + update p s + pure s + \end{haskellcode} +\end{minipage} + + +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Transformation machinery} + + \begin{vfitemize} + + \item Inline calls to \mintinline{haskell}{eval} + \item Run dataflow analyses: + \begin{itemize} + \item Heap points-to analysis + \item Sharing analysis + \end{itemize} + \item Run transformations until we reach a fixed-point: + \begin{itemize} + \item Sparse Case Optimization + \item Common Subexpression Elimination + \item Generalized Unboxing + \item etc \dots + \end{itemize} + + \end{vfitemize} + + +\end{frame} + + +\section{Extensions} + +\begin{frame}[fragile] +\frametitle{Extending Heap points-to} + + \vspace{1cm} + \begin{minipage}{\textwidth} + \begin{figure} + \includegraphics[scale=0.3]{hpt-boq.png} + \end{figure} + \end{minipage} + \vfill + \pause + \begin{minipage}{\textwidth} + \begin{figure} + $BAS \in \{ \text{Int64}, \text{Float}, \text{Bool}, \text{String}, \text{Char} \}$ + \end{figure} + \end{minipage} + \vfill + \pause + \begin{center} + \begin{minipage}{0.8\textwidth} + % real type would be: a -> State# s -> (# State# s, MutVar# s a #) + \begin{haskellcode} + indexArray# :: Array# a -> Int# -> (# a #) + newMutVar# :: a -> s -> (# s, MutVar# s a #) + \end{haskellcode} + \end{minipage} + \end{center} + +\end{frame} + + +\begin{frame}[fragile] +\frametitle{LLVM back end} + + \hspace{-4cm} + \begin{minipage}[t]{0.30\textwidth} + \begin{minted}[fontsize=\scriptsize]{haskell} + grinMain = + t1 <- store (CInt 1) + t2 <- store (CInt 10) + t3 <- store (Fupto t1 t2) + t4 <- store (Fsum t3) + (CInt r') <- eval t4 + _prim_int_print r' + + upto m n = + (CInt m') <- eval m + (CInt n') <- eval n + b' <- _prim_int_gt m' n' + case b' of + #True -> pure (CNil) + + sum l = ... + + eval p = ... + \end{minted} + \end{minipage} + \hspace{1.8cm} + \pause + \begin{minipage}[t]{0.30\textwidth} + \begin{minted}[fontsize=\scriptsize]{haskell} + grinMain = + n1 <- sum 0 1 10 + _prim_int_print n1 + + sum s lo hi = + b <- _prim_int_gt lo hi + if b then + pure s + else + lo' <- _prim_int_add lo 1 + s' <- _prim_int_add s lo + sum s' lo' hi + + \end{minted} + \end{minipage} + \hspace{0.5cm} + \pause + \begin{minipage}[t]{0.30\textwidth} + \begin{minted}[fontsize=\scriptsize]{asm} + grinMain: + # BB#0: + movabsq $55, %rdi + jmp _prim_int_print + \end{minted} + \end{minipage} + +\end{frame} +%$ + +\section{Dead Data Elimination} + +\begin{frame}[fragile] +\frametitle{Dead data elimination I.} + +\begin{center} + \begin{minipage}{0.30\textwidth} + \begin{haskellcode} + length : List a -> Nat + length Nil = Z + length (Cons x xs) + = S (length xs) + \end{haskellcode} + \end{minipage} + \hspace{1cm} + $\xRightarrow{\text{DDE}}$ + \hfill + \begin{minipage}{0.5\textwidth} + \begin{haskellcode} + length p = + xs <- fetch p + case xs of + (Cons ys) -> + l1 <- length ys + l2 <- _prim_int_add l1 1 + pure l2 + (Nil) -> + pure 0 + \end{haskellcode} + \end{minipage} +\end{center} + +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Dead data elimination II.} + +\begin{center} + \begin{minipage}{0.85\textwidth} + \begin{haskellcode} + data Bin : Nat -> Type where + N : Bin 0 + O : {n : Nat} -> Bin n -> Bin (2*n + 0) + I : {n : Nat} -> Bin n -> Bin (2*n + 1) + \end{haskellcode} + \vspace{0.5cm} + \pause + \begin{haskellcode} + binToNat : Bin n -> Nat + binToNat N = 0 + binToNat (O {n} _) = 2*n + binToNat (I {n} _) = 2*n + 1 + \end{haskellcode} + \end{minipage} +\end{center} + +\end{frame} + + +\begin{frame} +\frametitle{Applications} + + \begin{vfitemize} + \item Map $\rightarrow$ Set + \item Type class dictionaries + \item Type erasure for dependently typed languages + \end{vfitemize} + +\end{frame} + +\begin{frame} +\frametitle{What do we need?} + + \begin{vfitemize} + \item Producers \& consumers + \item Detect dead fields + \item Connect consumers to producer + \item Remove or transform dead fields + \end{vfitemize} + +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Created-by} + +\begin{center} + \begin{minipage}{0.50\textwidth} + \begin{haskellcode} + null xs = + y <- case xs of + (CNil) -> + a <- pure (CTrue) + pure a + (CCons z zs) -> + b <- pure (CFalse) + pure b + pure y + \end{haskellcode} + \end{minipage} + \hfill + \begin{minipage}{0.475\textwidth} + \begin{tcolorbox}[tab2,tabularx={l|r}] + Var & Producers \\ + \hline\hline + \pilcode{xs} & $CNil[\dots], CCons[\dots]$ \\\hline + \pilcode{a} & $CTrue[\pilcode{a}]$ \\\hline + \pilcode{b} & $CFalse[\pilcode{b}]$ \\\hline + \pilcode{y} & $CTrue[\pilcode{a}], CFalse[\pilcode{b}]$ \\ + \end{tcolorbox} + \end{minipage} +\end{center} + +\end{frame} + + +\begin{frame} +\frametitle{Producers and consumers} + +\begin{figure}[h] +\centering +\begin{adjustbox}{scale = 1.3} + \begin{tikzpicture}[ node distance = 1cm and 2cm, on grid ] + + \node<1> [shape=circle,draw=black] (P1) {$P_1$}; + \node<1> [shape=circle,draw=black] (P2) [right =of P1] {$P_2$}; + \coordinate (Middle) at ($(P1)!0.5!(P2)$); + \node<1> [shape=circle,draw=black] (C2) [below =of Middle] {$C_2$}; + \node<1> [shape=circle,draw=black] (C1) [left =of C2] {$C_1$}; + \node<1> [shape=circle,draw=black] (C3) [right =of C2] {$C_3$}; + + \path<1>[-{Stealth[scale=1.5]}] (P1) edge [] (C1) + (P1) edge [] (C2) + (P2) edge [] (C2) + (P2) edge [] (C3); + + \pause + + \node<2,3,4> [shape=circle,draw=black] (P1) {\pilcode{upto}}; + \node [shape=circle,draw=black] (P2) [right =of P1] {\pilcode{upto}}; + \coordinate (Middle) at ($(P1)!0.5!(P2)$); + \node<2> [shape=circle,draw=black] (C2) [below =of Middle] {\pilcode{len}}; + \node<2> [shape=circle,draw=black] (C1) [left =of C2] {\pilcode{len}}; + \node<2,3,4,5> [shape=circle,draw=black] (C3) [right =of C2] {\pilcode{sum}}; + + \path[-{Stealth[scale=1.5]}] (P1) edge [] (C1) + (P1) edge [] (C2) + (P2) edge [] (C2) + (P2) edge [] (C3); + + \pause + + \node<3> [shape=circle,draw=black,fill=green] (C2) [below =of Middle] {\pilcode{len}}; + \node<3> [shape=circle,draw=black,fill=green] (C1) [left =of C2] {\pilcode{len}}; + \node<3> [shape=circle,draw=black,fill=red] (C3) [right =of C2] {\pilcode{sum}}; + + \pause + + \node<4,5,6,7,8,9> [shape=circle,draw=black,dashed] (C2) [below =of Middle] {\pilcode{len}}; + \node<4,5,6,7,8,9> [shape=circle,draw=black,dashed] (C1) [left =of C2] {\pilcode{len}}; + + \pause + + \node<5,6,7,8,9> [shape=circle,draw=black,dashed] (P1) {\pilcode{upto}}; + + \pause + + \node<6,7,8,9> [shape=circle,draw=black,fill=lightgray] (C3) [right =of C2] {\pilcode{sum}}; + + \pause + + \node<7,8,9> [shape=circle,draw=black,fill=lightgray] (P2) [right =of P1] {\pilcode{upto}}; + + \pause + + \node<8> [shape=circle,draw=black,dashed,fill=lightgray] (C2) [below =of Middle] {\pilcode{len}}; + + \pause + + \node<9> [shape=circle,draw=black,dashed,fill=lightgray] (C2) [below =of Middle] {\pilcode{len}\Lightning}; + + \pause + + % first solution is not doing anything + + \node<10> [shape=circle,draw=black,fill=lightgray] (P1) {\pilcode{upto}}; + \node<10,11> [shape=circle,draw=black,fill=lightgray] (P2) [right =of P1] {\pilcode{upto}}; + \node<10,11> [shape=circle,draw=black,fill=lightgray] (C2) [below =of Middle] {\pilcode{len}}; + \node<10,11> [shape=circle,draw=black,fill=lightgray] (C1) [left =of C2] {\pilcode{len}}; + \node<10,11> [shape=circle,draw=black,fill=lightgray] (C3) [right =of C2] {\pilcode{sum}}; + + \pause + + % second solution is to keep each C & P's structure as it is, but dummify P1 + + \node<11> [shape=circle,draw=black,fill=yellow] (P1) {\pilcode{upto}}; + + \pause + + % third solution is to restructure C2, but keep the original pattern as well (code duplication, needs IR improvement) + + \node<12> [shape=circle,draw=black,dashed] (P1) {\pilcode{upto}}; + \node<12> [shape=circle,draw=black,fill=lightgray] (P2) [right =of P1] {\pilcode{upto}}; + + \node<12> [shape=circle,draw=black,pattern=north east lines, dashed] (C2) [below =of Middle] {\pilcode{len}}; + \node<12> [shape=circle,draw=black,dashed] (C1) [left =of C2] {\pilcode{len}}; + \node<12> [shape=circle,draw=black,fill=lightgray] (C3) [right =of C2] {\pilcode{sum}}; + + + + + \end{tikzpicture} +\end{adjustbox} +\label{fig:producers-and-consumers} +\end{figure} + +\end{frame} + + + +\section{Results} + +\begin{frame}[fragile] +\frametitle{Setup} + + \vspace{1.5cm} + \begin{vfitemize} + \item Small Idris code snippets from: \\ + \textit{Type-driven Development with Idris} by Edwin Brady + \item Only interpreted code + \item Compile- \& runtime measurements + \item Pipeline setup: + \end{vfitemize} + + \begin{figure} + \begin{adjustbox}{scale = 1} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + %\hspace{-1cm} + \begin{tikzpicture}[ node distance = 1.5cm and 3cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [draw=black] (cg) {Code gen.}; + \node [draw=black] (ro1) [right =of cg] {Regular Opts.}; + \node [draw=black] (dde) [right =2.5cm of ro1] {DDE}; + \node [draw=black] (ro2) [right =2.5cm of dde] {Regular Opts.}; + + \path[-{Stealth[scale=1.5]}] + (cg) edge [] (ro1) + (ro1) edge [loop] (ro1) + (ro1) edge [] (dde) + (dde) edge [] (ro2) + (ro2) edge [loop] (ro2); + + + \end{tikzpicture} + \end{adjustbox} + \label{fig:-measurement-pipeline} + \end{figure} + +\end{frame} + + + +\begin{frame}[fragile] +\frametitle{Length} + % real example + + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{length_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{length_ct.png}} + \end{minipage} + \end{figure} + +\end{frame} + +\begin{frame}[fragile] +\frametitle{Exact length} + % no stores & no fetches! (Maybe transformed) + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{exact_length_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{exact_length_ct.png}} + \end{minipage} + \end{figure} +\end{frame} + +\begin{frame}[fragile] +\frametitle{Reverse} + % interesting example, but no DDE + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{reverse_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{reverse_ct.png}} + \end{minipage} + \end{figure} +\end{frame} + +\begin{frame}[fragile] +\frametitle{Type level functions} + % caveat + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{tyfuns_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{tyfuns_ct.png}} + \end{minipage} + \end{figure} +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Conclusions} + \begin{vfitemize} + \item The optimizer works well: + \begin{itemize} + \item the number of stores, fetches, function calls and pattern matches significantly decreased + \item the structure of the code resembles that of an imperative language + \end{itemize} + \item Dead Data Elimination: + \begin{itemize} + \item is a bit costly + \item is a specific optimization + \item can completely transform data structures + \item can trigger further transformations + \end{itemize} + \end{vfitemize} +\end{frame} + + +{ + \usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% + \begin{frame}{} + + \bigskip\bigskip\bigskip + + {\bf\Huge\color{white} THANK YOU} + + \bigskip + + {\bf\Huge\color{white} FOR YOUR} + + \bigskip + + {\bf\Huge\color{white} ATTENTION!} + +\end{frame} +} + +% Q&A + +\begin{frame}[fragile] +\frametitle{Sparse case optimization} + +\begin{center} + \begin{minipage}{0.40\textwidth} + \begin{haskellcode} + + v <- eval l + case v of + CNil -> + CCons x xs -> + \end{haskellcode} + \end{minipage} + $\xRightarrow{v \in \{ \text{CCons}\}}$ + \hfill + \begin{minipage}{0.40\textwidth} + \begin{haskellcode} + + v <- eval l + case v of + CCons x xs -> + \end{haskellcode} + \end{minipage} +\end{center} + +\end{frame} + + +\begin{frame} +\frametitle{Compiled data flow analysis} + +\begin{vfitemize} + \item Analyzing the syntax tree has an interpretation overhead + \item We can work around this by "compiling" our analysis into an executable program + \item The compiled abstract program is independent of the AST + \item It can be executed in a different context (ie.: by another program or on GPU) + \item After run (iteratively), it produces the result of the given analysis +\end{vfitemize} +\end{frame} + + + +\end{document} + diff --git a/papers/eutypes-2019/presentation/tex/style.sty b/papers/eutypes-2019/presentation/tex/style.sty new file mode 100644 index 00000000..430c4a3b --- /dev/null +++ b/papers/eutypes-2019/presentation/tex/style.sty @@ -0,0 +1,249 @@ +\ProvidesPackage{style} + +\frenchspacing +\setcounter{tocdepth}{1} + +\setbeamertemplate{footline}[miniframes theme no subsection] +\setbeamertemplate{itemize items}[ball] + +\usepackage[toc,page]{appendix} +\usepackage{hyperref} +\usepackage{float} +\usepackage{subcaption} +\usepackage{cite} +\usepackage{url} +\usepackage{caption} +\usepackage{graphicx} +\graphicspath{ {../img/} } + +%\usepackage{enumitem} +%\setlist{nosep} + +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage{etoolbox} +\usepackage{adjustbox} +\usepackage{latexsym,amssymb,amsmath,mathtools} + +\usepackage{marvosym} +% bugfix for marvosym (must be after include) +\renewcommand{\mvchr}[1]{\mbox{\mvs\symbol{#1}}} + +\usepackage{algorithm} +\usepackage{algorithmicx} +\usepackage{algpseudocode} + +\DeclarePairedDelimiter\set\{\} + +\hypersetup{% + colorlinks=true,% hyperlinks will be coloured + allcolors=blue,% hyperlink text will be green + linkcolor= +} + +\usepackage{minted} +\usepackage{xcolor} +\usepackage{listings} +\usepackage{lstautogobble} +\definecolor{identifierColor}{rgb}{0.65,0.16,0.16} +\definecolor{keywordColor}{rgb}{0.65,0.20,0.90} +\lstnewenvironment{code} +{ \lstset + { language = Haskell + , basicstyle = \small\ttfamily + , breaklines = true + , backgroundcolor = \color{gray!15} + , frame = single + , autogobble = true + , xleftmargin = 0.1cm + , xrightmargin = 0.2cm + %, identifierstyle = \color{gray} + , keywordstyle = \color{violet} + , morekeywords = {} + , escapechar = \% + } +} +{} + +\PassOptionsToPackage{usenames,dvipsnames,svgnames}{xcolor} +\usepackage{tikz} +\usetikzlibrary{arrows,arrows.meta,shapes,positioning,patterns,automata,calc} + +\usepackage{pgfplots} +\usepackage{tcolorbox} +\usepackage{tabularx} +\usepackage{array} +\usepackage{zref-savepos} +\usepackage{diagbox} +\usepackage{colortbl} +\tcbuselibrary{skins} +\tcbuselibrary{minted} + +\newcolumntype{Y}{>{\raggedleft\arraybackslash}X} +\tcbset +{ tab2/.style = + { enhanced + , fonttitle=\bfseries + , fontupper=\normalsize\sffamily + , colback = gray!5!white + , colframe = gray!75!black + , colbacktitle=yellow!40!white + , coltitle=black,center title + } + , hbox +} + +\newminted{haskell}{autogobble} + +\newtcblisting{haskell} +{ listing engine = minted + , minted style = colorful + , minted language = Haskell + , minted options = { fontsize = \small + , breaklines + , autogobble + , linenos + , numbersep = 3mm + , escapeinside = \%\% + } + , colback = gray!5!white + , colframe = gray!75!black + , listing only + , left = 5mm + , enhanced + , overlay = { \begin{tcbclipinterior} + \fill[gray!80!blue!20!white] (frame.south west) rectangle ([xshift=5mm]frame.north west); + \end{tcbclipinterior} + } +} + + +\newtcblisting{oneLineHaskell} +{ listing engine = minted + , minted style = colorful + , minted language = Haskell + , minted options = { fontsize = \normalsize + , breaklines + , autogobble + , numbersep = 3mm + , escapeinside = \%\% + } + , colback = gray!5!white + , colframe = gray!75!black + , listing only + , left = 2mm + , top = 1mm + , bottom = 1mm + , enhanced +} + +\colorlet{lightgreen}{green!50!white} +\colorlet{lightblue}{blue!40!white} +\colorlet{lightyellow}{yellow!50!white} +\colorlet{lightred}{red!40!white} + +\newcommand*{\paper}{thesis} +\newcommand*{\ext}[1]{\texttt{#1}} +\newcommand*{\chk}[1]{\texttt{#1}} +\newcommand*{\lvar}[1]{\textit{#1}} +\newcommand*{\ilcode}[1]{\mintinline{Haskell}{#1}} % inline code +\newcommand*{\pilcode}[1]{\texttt{#1}} % plain inline code + +% NOTE: This command need styRectDef to be defined locally +\newcommand*{\tikzcustom}[0] +{ + % \tikzset{styRectDef/.style = {rectangle, rounded corners, draw=black, inner xsep=6mm, inner ysep=3mm}} + \tikzset{styRectGn/.style = {styRectDef, draw=green, fill=green!20}} + \tikzset{styRectBl/.style = {styRectDef, draw=cyan, fill=cyan!40}} + \tikzset{styRectGy/.style = {styRectDef, draw=gray, fill=gray!17}} + \tikzset{styConn/.style = {very thick, ->, -latex, shorten <=1mm, shorten >=1mm}} + + \tikzset{styAnnotDef/.style = {rectangle, rounded corners, draw=black, inner xsep=2mm, inner ysep=1mm}} + \tikzset{styLabel/.style = {styAnnotDef, draw=black, fill=gray!10}} + +} + +\newcounter{NoTableEntry} +\renewcommand*{\theNoTableEntry}{NTE-\the\value{NoTableEntry}} + +\newcommand*{\notableentry}{% + \multicolumn{1}{@{}c@{}|}{% + \stepcounter{NoTableEntry}% + \vadjust pre{\zsavepos{\theNoTableEntry t}}% top + \vadjust{\zsavepos{\theNoTableEntry b}}% bottom + \zsavepos{\theNoTableEntry l}% left + \hspace{0pt plus 1filll}% + \zsavepos{\theNoTableEntry r}% right + \tikz[overlay]{% + \draw[red] + let + \n{llx}={\zposx{\theNoTableEntry l}sp-\zposx{\theNoTableEntry r}sp}, + \n{urx}={0}, + \n{lly}={\zposy{\theNoTableEntry b}sp-\zposy{\theNoTableEntry r}sp}, + \n{ury}={\zposy{\theNoTableEntry t}sp-\zposy{\theNoTableEntry r}sp} + in + (\n{llx}, \n{lly}) -- (\n{urx}, \n{ury}) + (\n{llx}, \n{ury}) -- (\n{urx}, \n{lly}) + ; + }% + }% +} + +\makeatletter +\newcommand{\captionabove}[2][] +{ + \vskip-\abovecaptionskip + \vskip+\belowcaptionskip + \ifx\@nnil#1\@nnil + \caption{#2}% + \else + \caption[#1]{#2}% + \fi + \vskip+\abovecaptionskip + \vskip-\belowcaptionskip +} + +% automatic period at the end of footnote +\makeatletter% +\long\def\@makefntext#1{% + \parindent 1em\noindent \hb@xt@ 1.8em{\hss\@makefnmark}#1.} +\makeatother + +\newenvironment{vfitemize} +{ \begin{itemize} % + \let\olditem\item % + \renewcommand\item{\vfill\olditem} +} % +{\end{itemize}} + + + + +% EFOP template stuff +\usebackgroundtemplate% +{% + \includegraphics[width=\paperwidth,height=\paperheight]{background.jpg}% +} + +\setbeamercolor{title}{fg=white} +\setbeamercolor{author}{fg=white} +\setbeamercolor{institute}{fg=white} +\setbeamercolor{date}{fg=white} +\setbeamercolor{frametitle}{fg=white} + +\AtBeginSection[] +{ + { + \usebackgroundtemplate% + {% + \includegraphics[width=\paperwidth,height=\paperheight]{section_head.jpg}% + } + + \begin{frame} + \centering + \color{white}\Huge\insertsectionhead + + \end{frame} + } + +} \ No newline at end of file diff --git a/papers/eutypes-2019/presentation/tex/template.tex b/papers/eutypes-2019/presentation/tex/template.tex new file mode 100644 index 00000000..44f7e350 --- /dev/null +++ b/papers/eutypes-2019/presentation/tex/template.tex @@ -0,0 +1,59 @@ +\documentclass[bigger]{beamer} +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage{graphicx} + +\usebackgroundtemplate% +{% + \includegraphics[width=\paperwidth,height=\paperheight]{background.jpg}% +} + +\setbeamercolor{title}{fg=white} +\setbeamercolor{author}{fg=white} +\setbeamercolor{institute}{fg=white} +\setbeamercolor{date}{fg=white} +\setbeamercolor{frametitle}{fg=white} + +\title{\bf Sample title} +\author{Anonymous} +\institute{Eötvös Loránd University (ELTE), \\ Budapest, Hungary} +\date{2018.} + +\begin{document} + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\frame{\vspace{15mm}\titlepage} +} + +\begin{frame}{Introduction} +\begin{itemize} +\item 1 +\item 2 +\item 3 +\end{itemize} +\end{frame} + +% this slide need not be used in the presentation, but must be +% present when you archieve your talk + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\begin{frame}{} + +\bigskip\bigskip\bigskip + +{\bf\Huge\color{white} THANK YOU} + +\bigskip + +{\bf\Huge\color{white} FOR YOUR} + +\bigskip + +{\bf\Huge\color{white} ATTENTION!} + +\end{frame} +} + +\end{document} diff --git a/papers/stcs-2019/presentation/img/background.jpg b/papers/stcs-2019/presentation/img/background.jpg new file mode 100644 index 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(closure conversion + lambda lifting) + cc: find free variables + ll: convert lambdas to top level functions + + - eval inlining ~?~ STG + eval/apply -> GRIN with indirect calls (funptr) + static analysis + - analysis cost: compiled abstract interpretation + + +no stores & no fetches --> in ideal case, everything can be put into registers (in worst onto the stack) + + +Notes: + - upto example (with head?) + - LLVM code example + - opt list + - max 25 slides \ No newline at end of file diff --git a/papers/stcs-2019/presentation/template.tex b/papers/stcs-2019/presentation/template.tex new file mode 100644 index 00000000..44f7e350 --- /dev/null +++ b/papers/stcs-2019/presentation/template.tex @@ -0,0 +1,59 @@ +\documentclass[bigger]{beamer} +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage{graphicx} + +\usebackgroundtemplate% +{% + \includegraphics[width=\paperwidth,height=\paperheight]{background.jpg}% +} + +\setbeamercolor{title}{fg=white} +\setbeamercolor{author}{fg=white} +\setbeamercolor{institute}{fg=white} +\setbeamercolor{date}{fg=white} +\setbeamercolor{frametitle}{fg=white} + +\title{\bf Sample title} +\author{Anonymous} +\institute{Eötvös Loránd University (ELTE), \\ Budapest, Hungary} +\date{2018.} + +\begin{document} + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\frame{\vspace{15mm}\titlepage} +} + +\begin{frame}{Introduction} +\begin{itemize} +\item 1 +\item 2 +\item 3 +\end{itemize} +\end{frame} + +% this slide need not be used in the presentation, but must be +% present when you archieve your talk + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\begin{frame}{} + +\bigskip\bigskip\bigskip + +{\bf\Huge\color{white} THANK YOU} + +\bigskip + +{\bf\Huge\color{white} FOR YOUR} + +\bigskip + +{\bf\Huge\color{white} ATTENTION!} + +\end{frame} +} + +\end{document} diff --git a/papers/stcs-2019/presentation/tex/main.pdf 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(x:xs) = x + sum xs + \end{haskellcode} +\end{minipage} +\hfill +\pause +\begin{minipage}{0.4\textwidth} + \vspace{2cm} + \begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.4} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + \begin{tikzpicture}[ node distance = 1.3cm and 1cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [shape=ellipse,draw=black] (main) {main}; + \node [shape=ellipse,draw=black] (eval) [below =of main] {eval}; + \node [shape=ellipse,draw=black] (sum) [below left =of eval] {sum}; + \node [shape=ellipse,draw=black] (upto) [below right =of eval] {upto}; + + \path[-{Stealth[scale=1.5]}] + (main) edge [] (eval) + (eval) edge [bend left] (sum) + (eval) edge [bend right] (upto) + (sum) edge [bend left] (eval) + (upto) edge [bend right] (eval); + + + \end{tikzpicture} + \end{adjustbox} + \label{control-flow-lazy} + \end{figure} +\end{minipage} +\end{frame} + + +\begin{frame}[fragile] +\frametitle{GRIN code} + +\begin{minipage}{0.4\textwidth} + + \begin{haskellcode} + grinMain = + t1 <- store (CInt 1) + t2 <- store (CInt 10) + t3 <- store (Fupto t1 t2) + t4 <- store (Fsum t3) + (CInt r) <- eval t4 + _prim_int_print r + \end{haskellcode} +\end{minipage} +\hfill +\begin{minipage}{0.48\textwidth} + \vspace{1cm} + \begin{haskellcode} + eval p = + v <- fetch p + case v of + (CInt n) -> pure v + (CNil) -> pure v + (CCons y ys) -> pure v + (Fupto a b) -> + zs <- upto a b + update p zs + pure zs + (Fsum c) -> + s <- sum c + update p s + pure s + \end{haskellcode} +\end{minipage} + + +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Transformation machinery} + + \begin{vfitemize} + + \item Inline calls to \mintinline{haskell}{eval} + \item Run dataflow analyses: + \begin{itemize} + \item Heap points-to analysis + \item Sharing analysis + \end{itemize} + \item Run transformations until we reach a fixed-point: + \begin{itemize} + \item Sparse Case Optimization + \item Common Subexpression Elimination + \item Generalized Unboxing + \item etc \dots + \end{itemize} + + \end{vfitemize} + + +\end{frame} + + +\section{Extensions} + +\begin{frame}[fragile] +\frametitle{Extending Heap points-to} + + \vspace{1cm} + \begin{minipage}{\textwidth} + \begin{figure} + \includegraphics[scale=0.3]{hpt-boq.png} + \end{figure} + \end{minipage} + \vfill + \pause + \begin{minipage}{\textwidth} + \begin{figure} + $BAS \in \{ \text{Int64}, \text{Float}, \text{Bool}, \text{String}, \text{Char} \}$ + \end{figure} + \end{minipage} + \vfill + \pause + \begin{center} + \begin{minipage}{0.8\textwidth} + % real type would be: a -> State# s -> (# State# s, MutVar# s a #) + \begin{haskellcode} + indexArray# :: Array# a -> Int# -> (# a #) + newMutVar# :: a -> s -> (# s, MutVar# s a #) + \end{haskellcode} + \end{minipage} + \end{center} + +\end{frame} + + +\begin{frame}[fragile] +\frametitle{LLVM back end} + + \hspace{-4cm} + \begin{minipage}[t]{0.30\textwidth} + \begin{minted}[fontsize=\scriptsize]{haskell} + grinMain = + t1 <- store (CInt 1) + t2 <- store (CInt 10) + t3 <- store (Fupto t1 t2) + t4 <- store (Fsum t3) + (CInt r') <- eval t4 + _prim_int_print r' + + upto m n = + (CInt m') <- eval m + (CInt n') <- eval n + b' <- _prim_int_gt m' n' + case b' of + #True -> pure (CNil) + + sum l = ... + + eval p = ... + \end{minted} + \end{minipage} + \hspace{1.8cm} + \pause + \begin{minipage}[t]{0.30\textwidth} + \begin{minted}[fontsize=\scriptsize]{haskell} + grinMain = + n1 <- sum 0 1 10 + _prim_int_print n1 + + sum s lo hi = + b <- _prim_int_gt lo hi + if b then + pure s + else + lo' <- _prim_int_add lo 1 + s' <- _prim_int_add s lo + sum s' lo' hi + + \end{minted} + \end{minipage} + \hspace{0.5cm} + \pause + \begin{minipage}[t]{0.30\textwidth} + \begin{minted}[fontsize=\scriptsize]{asm} + grinMain: + # BB#0: + movabsq $55, %rdi + jmp _prim_int_print + \end{minted} + \end{minipage} + +\end{frame} +%$ + +\section{Dead Data Elimination} + +\begin{frame}[fragile] +\frametitle{Dead data elimination} + +\begin{center} + \begin{minipage}{0.30\textwidth} + \begin{haskellcode} + length : List a -> Nat + length Nil = Z + length (Cons x xs) + = S (length xs) + \end{haskellcode} + \end{minipage} + \hspace{1cm} + $\xRightarrow{\text{DDE}}$ + \hfill + \begin{minipage}{0.5\textwidth} + \begin{haskellcode} + length p = + xs <- fetch p + case xs of + (Cons ys) -> + l1 <- length ys + l2 <- _prim_int_add l1 1 + pure l2 + (Nil) -> + pure 0 + \end{haskellcode} + \end{minipage} +\end{center} + + +\end{frame} + +\begin{frame} +\frametitle{Applications} + + \begin{vfitemize} + \item Map $\rightarrow$ Set + \item Type class dictionaries + \item Type erasure for dependently typed languages + \end{vfitemize} + +\end{frame} + +\begin{frame} +\frametitle{What do we need?} + + \begin{vfitemize} + \item Producers \& consumers + \item Detect dead fields + \item Connect consumers to producer + \item Remove or transform dead fields + \end{vfitemize} + +\end{frame} + +\begin{frame}[fragile] +\frametitle{Created-by} + +\begin{center} + \begin{minipage}{0.4\textwidth} + \begin{haskellcode} + grinMain = + a0 <- pure 5 + n0 <- pure (CNil) + p0 <- store n0 + n1 <- pure (CCons a0 p0) + r <- case n1 of + (CNil) -> + pure (CNil) + (CCons x xs) -> + xs' <- fetch xs + pure xs' + pure r + \end{haskellcode} + \end{minipage} + \hfill + \begin{minipage}{0.40\textwidth} + \begin{haskellcode} + Producers + a0 -> {} + n0 -> {CNil{n0}} + n1 -> {CCons{n1}} + p0 -> {} + r -> {CNil{n0}} + x -> {} + xs -> {} + xs' -> {CNil{n0}} + \end{haskellcode} + \end{minipage} +\end{center} + +\end{frame} + + +\begin{frame} +\frametitle{Producers and consumers} + +\begin{figure}[h] +\centering +\begin{adjustbox}{scale = 1.3} + \begin{tikzpicture}[ node distance = 1cm and 2cm, on grid ] + + \node [shape=circle,draw=black] (P1) {$P_1$}; + \node [shape=circle,draw=black] (P2) [right =of P1] {$P_2$}; + \coordinate (Middle) at ($(P1)!0.5!(P2)$); + \node [shape=circle,draw=black] (C2) [below =of Middle] {$C_2$}; + \node [shape=circle,draw=black] (C1) [left =of C2] {$C_1$}; + \node [shape=circle,draw=black] (C3) [right =of C2] {$C_3$}; + + \path[-{Stealth[scale=1.5]}] (P1) edge [] (C1) + (P1) edge [] (C2) + (P2) edge [] (C2) + (P2) edge [] (C3); + + + \end{tikzpicture} +\end{adjustbox} +\label{fig:producers-and-consumers} +\end{figure} + +\end{frame} + + + +\section{Results} + +\begin{frame}[fragile] +\frametitle{Setup} + + \vspace{1.5cm} + \begin{vfitemize} + \item Small Idris code snippets from: \\ + \textit{Type-driven Development with Idris} by Edwin Brady + \item Only interpreted code + \item Compile- \& runtime measurements + \item Pipeline setup: + \end{vfitemize} + + \begin{figure} + \begin{adjustbox}{scale = 1} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + %\hspace{-1cm} + \begin{tikzpicture}[ node distance = 1.5cm and 3cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [draw=black] (cg) {Code gen.}; + \node [draw=black] (ro1) [right =of cg] {Regular Opts.}; + \node [draw=black] (dde) [right =2.5cm of ro1] {DDE}; + \node [draw=black] (ro2) [right =2.5cm of dde] {Regular Opts.}; + + \path[-{Stealth[scale=1.5]}] + (cg) edge [] (ro1) + (ro1) edge [loop] (ro1) + (ro1) edge [] (dde) + (dde) edge [] (ro2) + (ro2) edge [loop] (ro2); + + + \end{tikzpicture} + \end{adjustbox} + \label{fig:-measurement-pipeline} + \end{figure} + +\end{frame} + + + +\begin{frame}[fragile] +\frametitle{Length} + % real example + + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{length_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{length_ct.png}} + \end{minipage} + \end{figure} + +\end{frame} + +\begin{frame}[fragile] +\frametitle{Exact length} + % no stores & no fetches! (Maybe transformed) + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{exact_length_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{exact_length_ct.png}} + \end{minipage} + \end{figure} +\end{frame} + +\begin{frame}[fragile] +\frametitle{Reverse} + % interesting example, but no DDE + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{reverse_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{reverse_ct.png}} + \end{minipage} + \end{figure} +\end{frame} + +\begin{frame}[fragile] +\frametitle{Type level functions} + % caveat + \begin{figure} + \hspace{-1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{tyfuns_rt.png}} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.45\textwidth} + \resizebox{\width}{5.5cm}{\includegraphics[scale=0.40]{tyfuns_ct.png}} + \end{minipage} + \end{figure} +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Conclusions} + \begin{vfitemize} + \item The optimizer works well: + \begin{itemize} + \item the number of stores, fetches, function calls and pattern matches significantly decreased + \item the structure of the code resembles that of an imperative language + \end{itemize} + \item Dead Data Elimination: + \begin{itemize} + \item is a bit costly + \item is a specific optimization + \item can completely transform data structures + \item can trigger further transformations + \end{itemize} + \end{vfitemize} +\end{frame} + + +{ + \usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% + \begin{frame}{} + + \bigskip\bigskip\bigskip + + {\bf\Huge\color{white} THANK YOU} + + \bigskip + + {\bf\Huge\color{white} FOR YOUR} + + \bigskip + + {\bf\Huge\color{white} ATTENTION!} + +\end{frame} +} + +% Q&A + +\begin{frame}[fragile] +\frametitle{Sparse case optimization} + +\begin{center} + \begin{minipage}{0.40\textwidth} + \begin{haskellcode} + + v <- eval l + case v of + CNil -> + CCons x xs -> + \end{haskellcode} + \end{minipage} + $\xRightarrow{v \in \{ \text{CCons}\}}$ + \hfill + \begin{minipage}{0.40\textwidth} + \begin{haskellcode} + + v <- eval l + case v of + CCons x xs -> + \end{haskellcode} + \end{minipage} +\end{center} + +\end{frame} + + +\begin{frame} +\frametitle{Compiled data flow analysis} + +\begin{vfitemize} + \item Analyzing the syntax tree has an interpretation overhead + \item We can work around this by "compiling" our analysis into an executable program + \item The compiled abstract program is independent of the AST + \item It can be executed in a different context (ie.: by another program or on GPU) + \item After run (iteratively), it produces the result of the given analysis +\end{vfitemize} +\end{frame} + + + + + + + + + + + + + + + + + + + + + + +\begin{frame} + +\end{frame} + +\begin{frame}[fragile] + \frametitle{A small functional program} + + \begin{haskellcode} + main = sum (upto 0 10) + + upto from to + | from > to = [] + | otherwise = from : upto (from+1) to + + sum [] = 0 + sum (x:xs) = x + sum xs + \end{haskellcode} + +\end{frame} + + + +\begin{frame}[fragile] + \frametitle{Strict control flow} + + \begin{minipage}{0.35\textwidth} + \vspace{-2cm} + \begin{haskellcode} + main = sum (upto 0 10) + + upto m n + | m > n = [] + | otherwise = m : upto (m+1) n + + sum [] = 0 + sum (x:xs) = x + sum xs + \end{haskellcode} + \end{minipage} + \hfill + \begin{minipage}{0.6\textwidth} + \vspace{3cm} + \begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.4} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + \begin{tikzpicture}[ node distance = 1cm and 1cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [shape=ellipse,draw=black] (main) {main}; + \node [shape=ellipse,draw=black] (sum) [below left =of main] {sum}; + \node [shape=ellipse,draw=black] (upto) [below right =of main] {upto}; + + \path[-{Stealth[scale=1.5]}] + (main) edge [] (sum) + (main) edge [] (upto) + (sum) edge [loop left] (sum) + (upto) edge [loop right] (upto); + + + \end{tikzpicture} + \end{adjustbox} + \label{control-flow-strict} + \end{figure} + \end{minipage} + +\end{frame} + + + + + + + + +\begin{frame}[fragile] +\frametitle{Optimized lazy control flow} + +\begin{minipage}{0.35\textwidth} + \vspace{-2cm} + \begin{haskellcode} + main = sum (upto 0 10) + + upto m n + | m > n = [] + | otherwise = m : upto (m+1) n + + sum [] = 0 + sum (x:xs) = x + sum xs + \end{haskellcode} +\end{minipage} +\hfill +\begin{minipage}{0.3\textwidth} + \vspace{1 cm} + \begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.4} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + \begin{tikzpicture}[ node distance = 1.3cm and 1cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [shape=ellipse,draw=black] (main) {main}; + \node [shape=ellipse,draw=black] (sum) [below =of main] {sum}; + \node [shape=ellipse,draw=black,dashed] (upto) [below =of sum] {upto}; + + \path[-{Stealth[scale=1.5]}] + (main) edge [] (sum) + (sum) edge [loop right] (sum) + (sum) edge [] (upto); + + + \end{tikzpicture} + \end{adjustbox} + \label{control-flow-lazy-opt} + \end{figure} +\end{minipage} + +\end{frame} + + +\begin{frame} + \frametitle{Goals} + + \vspace{-2cm} + \begin{vfitemize} + \item We need to handle laziness + \item We need to optimize across functions + \item Accomplish both of these for all functional languages + \end{vfitemize} + +\end{frame} + + + + + + +\begin{frame}[fragile] + \frametitle{Properties} + + \begin{vfitemize} + \item Designed for the computer + \item Simple syntax, and semantics + \item Untyped, but we use a typed version (for LLVM) + \item First order language + \item Monadic structure + \item Singe Static Assignment property + \item Explicit laziness + \item Global \mintinline{haskell}{eval} (generated) + \item No unknown function calls + \end{vfitemize} +\end{frame} + + + +\begin{frame} + \frametitle{Semantics} + + \begin{vfitemize} + \item C, F, P nodes + \item Only basic values and pointers can be in nodes + \item Functions cannot return pointers + \begin{itemize} + \item[-] More register usage is exposed + \item[-] The caller can decide whether the return value should be put onto the heap + \end{itemize} + \item \mintinline{haskell}{store}, + \mintinline{haskell}{fetch}, + \mintinline{haskell}{update} + \item Control flow can only diverge and merge at case expressions + \end{vfitemize} +\end{frame} + +\begin{frame}[fragile] + \frametitle{Laziness in GRIN} + + \begin{haskellcode} + upto m n = + (CInt m') <- eval m + (CInt n') <- eval n + b' <- _prim_int_gt m' n' + if b' then + pure (CNil) + else + m1' <- _prim_int_add m' 1 + m1 <- store (CInt m1') + p <- store (Fupto m1 n) + pure (CCons m p) + \end{haskellcode} + +\end{frame} + + + + + + + + + + +\begin{frame}[fragile] +\frametitle{Dead data elimination} + + \begin{center} + \begin{minipage}{0.40\textwidth} + \begin{haskellcode} + + n <- pure (CPair a b) + (CPair x y) <- pure n + + \end{haskellcode} + \end{minipage} + \hfill + $\xRightarrow{\text{x is dead}}$ + \hfill + \begin{minipage}{0.35\textwidth} + \begin{haskellcode} + + n <- pure (CPair b) + (CPair y) <- pure n + + \end{haskellcode} + \end{minipage} + \end{center} + +\end{frame} + + + +\begin{frame} + \frametitle{Analysis types} + + \begin{vfitemize} + \item Whole program analysis\\ + \begin{itemize} + \item[] The entire program is subject to the analysis + \end{itemize} + + \item Interprocedural program analysis + \begin{itemize} + \item[] The analysis is performed across functions + \end{itemize} + + \item Context insensitive program analysis + \begin{itemize} + \item Information is not propagated back to the call site + \end{itemize} + \end{vfitemize} +\end{frame} + + + +\begin{frame}[fragile] + \frametitle{Heap-points-to} + + \begin{center} + \begin{minipage}{0.35\textwidth} + \begin{haskellcode} + grinMain = + a0 <- pure 5 + n0 <- pure (CNil) + p0 <- store n0 + n1 <- pure (CCons a0 p0) + r <- case n1 of + (CNil) -> + pure (CNil) + (CCons x xs) -> + xs' <- fetch xs + pure xs' + pure r + \end{haskellcode} + \end{minipage} + \hfill + \begin{minipage}{0.48\textwidth} + \begin{haskellcode} + Heap + 0 -> {CNil[]} + Env + a0 -> {T_Int64} + n0 -> {CNil[]} + n1 -> {CCons[{T_Int64},{0}]} + p0 -> {0} + r -> {CNil[]} + x -> {T_Int64} + xs -> {0} + xs' -> {CNil[]} + Function + grinMain :: {CNil[]} + + \end{haskellcode} + \end{minipage} + \end{center} + +\end{frame} + +\begin{frame}[fragile] +\frametitle{Created-by} + +\begin{center} + \begin{minipage}{0.4\textwidth} + \begin{haskellcode} + grinMain = + a0 <- pure 5 + n0 <- pure (CNil) + p0 <- store n0 + n1 <- pure (CCons a0 p0) + r <- case n1 of + (CNil) -> + pure (CNil) + (CCons x xs) -> + xs' <- fetch xs + pure xs' + pure r + \end{haskellcode} + \end{minipage} + \hfill + \begin{minipage}{0.40\textwidth} + \begin{haskellcode} + Producers + a0 -> {} + n0 -> {CNil{n0}} + n1 -> {CCons{n1}} + p0 -> {} + r -> {CNil{n0}} + x -> {} + xs -> {} + xs' -> {CNil{n0}} + \end{haskellcode} + \end{minipage} +\end{center} + +\end{frame} + + +\begin{frame} +\frametitle{Producers and consumers} + +\begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.3} + \begin{tikzpicture}[ node distance = 1cm and 2cm, on grid ] + + \node [shape=circle,draw=black] (P1) {$P_1$}; + \node [shape=circle,draw=black] (P2) [right =of P1] {$P_2$}; + \coordinate (Middle) at ($(P1)!0.5!(P2)$); + \node [shape=circle,draw=black] (C2) [below =of Middle] {$C_2$}; + \node [shape=circle,draw=black] (C1) [left =of C2] {$C_1$}; + \node [shape=circle,draw=black] (C3) [right =of C2] {$C_3$}; + + \path[-{Stealth[scale=1.5]}] (P1) edge [] (C1) + (P1) edge [] (C2) + (P2) edge [] (C2) + (P2) edge [] (C3); + + + \end{tikzpicture} + \end{adjustbox} + \label{fig:producers-and-consumers} +\end{figure} + +\end{frame} + + +\begin{frame}[fragile] +\frametitle{Liveness} + +\begin{center} + \begin{minipage}{0.35\textwidth} + \begin{haskellcode} + grinMain = + a0 <- pure 5 + n0 <- pure (CNil) + p0 <- store n0 + n1 <- pure (CCons a0 p0) + r <- case n1 of + (CNil) -> + pure (CNil) + (CCons x xs) -> + xs' <- fetch xs + pure xs' + pure r + \end{haskellcode} + \end{minipage} + \hfill + \begin{minipage}{0.45\textwidth} + \begin{haskellcode} + Heap + 0 -> {CNil[]} + Env + a0 -> DEAD + n0 -> {CNil[]} + n1 -> {CCons[DEAD,LIVE]} + p0 -> LIVE + r -> {CNil[]} + x -> DEAD + xs -> LIVE + xs' -> {CNil[]} + Function + grinMain :: {CNil[]} + \end{haskellcode} + \end{minipage} +\end{center} + +\end{frame} + +\begin{frame} +\frametitle{Results} +\begin{vfitemize} + \item eval inlinig impact on code size + \item dead code elimination impact on code size + \item dead code elimination impact on performance + \item comparing intra- and interprocedural dead code elimination + \item how costly they are? + \item how the resulting codes differ? + \item how should the transformations be ordered to minimize compilation time, and maximize performance? + \item how costly are the analyses? + \item how does the GRIN optimized code compare to GHC's? +\end{vfitemize} +\end{frame} + +\begin{frame} + \frametitle{Summary} + \begin{vfitemize} + \item Compiling functional programs has its own challenges + \item We can make it easier by introducing a new IR + \item We can perform elaborate dataflow analyses on the IR, then ... + \item By transforming the code to a more manageable format, we can utilize the already existing infrastructure of LLVM + \end{vfitemize} +\end{frame} + +\end{document} + diff --git a/papers/stcs-2019/presentation/tex/style.sty b/papers/stcs-2019/presentation/tex/style.sty new file mode 100644 index 00000000..4583d036 --- /dev/null +++ b/papers/stcs-2019/presentation/tex/style.sty @@ -0,0 +1,244 @@ +\ProvidesPackage{style} + +\frenchspacing +\setcounter{tocdepth}{1} + +\setbeamertemplate{footline}[miniframes theme no subsection] +\setbeamertemplate{itemize items}[ball] + +\usepackage[toc,page]{appendix} +\usepackage{hyperref} +\usepackage{float} +\usepackage{subcaption} +\usepackage{cite} +\usepackage{url} +\usepackage{caption} +\usepackage{graphicx} +\graphicspath{ {../img/} } + +%\usepackage{enumitem} +%\setlist{nosep} + +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage{etoolbox} +\usepackage{adjustbox} +\usepackage{latexsym,amssymb,amsmath,mathtools} + +\usepackage{algorithm} +\usepackage{algorithmicx} +\usepackage{algpseudocode} + + +\hypersetup{% + colorlinks=true,% hyperlinks will be coloured + allcolors=blue,% hyperlink text will be green + linkcolor= +} + +\usepackage{minted} +\usepackage{xcolor} +\usepackage{listings} +\usepackage{lstautogobble} +\definecolor{identifierColor}{rgb}{0.65,0.16,0.16} +\definecolor{keywordColor}{rgb}{0.65,0.20,0.90} +\lstnewenvironment{code} +{ \lstset + { language = Haskell + , basicstyle = \small\ttfamily + , breaklines = true + , backgroundcolor = \color{gray!15} + , frame = single + , autogobble = true + , xleftmargin = 0.1cm + , xrightmargin = 0.2cm + %, identifierstyle = \color{gray} + , keywordstyle = \color{violet} + , morekeywords = {} + , escapechar = \% + } +} +{} + +\PassOptionsToPackage{usenames,dvipsnames,svgnames}{xcolor} +\usepackage{tikz} +\usetikzlibrary{arrows,arrows.meta,shapes,positioning,automata,calc} + +\usepackage{pgfplots} +\usepackage{tcolorbox} +\usepackage{tabularx} +\usepackage{array} +\usepackage{zref-savepos} +\usepackage{diagbox} +\usepackage{colortbl} +\tcbuselibrary{skins} +\tcbuselibrary{minted} + +\newcolumntype{Y}{>{\raggedleft\arraybackslash}X} +\tcbset +{ tab2/.style = + { enhanced + , fonttitle=\bfseries + , fontupper=\normalsize\sffamily + , colback = gray!5!white + , colframe = gray!75!black + , colbacktitle=yellow!40!white + , coltitle=black,center title + } + , hbox +} + +\newminted{haskell}{autogobble} + +\newtcblisting{haskell} +{ listing engine = minted + , minted style = colorful + , minted language = Haskell + , minted options = { fontsize = \small + , breaklines + , autogobble + , linenos + , numbersep = 3mm + , escapeinside = \%\% + } + , colback = gray!5!white + , colframe = gray!75!black + , listing only + , left = 5mm + , enhanced + , overlay = { \begin{tcbclipinterior} + \fill[gray!80!blue!20!white] (frame.south west) rectangle ([xshift=5mm]frame.north west); + \end{tcbclipinterior} + } +} + + +\newtcblisting{oneLineHaskell} +{ listing engine = minted + , minted style = colorful + , minted language = Haskell + , minted options = { fontsize = \normalsize + , breaklines + , autogobble + , numbersep = 3mm + , escapeinside = \%\% + } + , colback = gray!5!white + , colframe = gray!75!black + , listing only + , left = 2mm + , top = 1mm + , bottom = 1mm + , enhanced +} + +\colorlet{lightgreen}{green!50!white} +\colorlet{lightblue}{blue!40!white} +\colorlet{lightyellow}{yellow!50!white} +\colorlet{lightred}{red!40!white} + +\newcommand*{\paper}{thesis} +\newcommand*{\ext}[1]{\texttt{#1}} +\newcommand*{\chk}[1]{\texttt{#1}} +\newcommand*{\lvar}[1]{\textit{#1}} +\newcommand*{\ilcode}[1]{\mintinline{Haskell}{#1}} % inline code +\newcommand*{\pilcode}[1]{\texttt{#1}} % plain inline code + +% NOTE: This command need styRectDef to be defined locally +\newcommand*{\tikzcustom}[0] +{ + % \tikzset{styRectDef/.style = {rectangle, rounded corners, draw=black, inner xsep=6mm, inner ysep=3mm}} + \tikzset{styRectGn/.style = {styRectDef, draw=green, fill=green!20}} + \tikzset{styRectBl/.style = {styRectDef, draw=cyan, fill=cyan!40}} + \tikzset{styRectGy/.style = {styRectDef, draw=gray, fill=gray!17}} + \tikzset{styConn/.style = {very thick, ->, -latex, shorten <=1mm, shorten >=1mm}} + + \tikzset{styAnnotDef/.style = {rectangle, rounded corners, draw=black, inner xsep=2mm, inner ysep=1mm}} + \tikzset{styLabel/.style = {styAnnotDef, draw=black, fill=gray!10}} + +} + +\newcounter{NoTableEntry} +\renewcommand*{\theNoTableEntry}{NTE-\the\value{NoTableEntry}} + +\newcommand*{\notableentry}{% + \multicolumn{1}{@{}c@{}|}{% + \stepcounter{NoTableEntry}% + \vadjust pre{\zsavepos{\theNoTableEntry t}}% top + \vadjust{\zsavepos{\theNoTableEntry b}}% bottom + \zsavepos{\theNoTableEntry l}% left + \hspace{0pt plus 1filll}% + \zsavepos{\theNoTableEntry r}% right + \tikz[overlay]{% + \draw[red] + let + \n{llx}={\zposx{\theNoTableEntry l}sp-\zposx{\theNoTableEntry r}sp}, + \n{urx}={0}, + \n{lly}={\zposy{\theNoTableEntry b}sp-\zposy{\theNoTableEntry r}sp}, + \n{ury}={\zposy{\theNoTableEntry t}sp-\zposy{\theNoTableEntry r}sp} + in + (\n{llx}, \n{lly}) -- (\n{urx}, \n{ury}) + (\n{llx}, \n{ury}) -- (\n{urx}, \n{lly}) + ; + }% + }% +} + +\makeatletter +\newcommand{\captionabove}[2][] +{ + \vskip-\abovecaptionskip + \vskip+\belowcaptionskip + \ifx\@nnil#1\@nnil + \caption{#2}% + \else + \caption[#1]{#2}% + \fi + \vskip+\abovecaptionskip + \vskip-\belowcaptionskip +} + +% automatic period at the end of footnote +\makeatletter% +\long\def\@makefntext#1{% + \parindent 1em\noindent \hb@xt@ 1.8em{\hss\@makefnmark}#1.} +\makeatother + +\newenvironment{vfitemize} +{ \begin{itemize} % + \let\olditem\item % + \renewcommand\item{\vfill\olditem} +} % +{\end{itemize}} + + + + +% EFOP template stuff +\usebackgroundtemplate% +{% + \includegraphics[width=\paperwidth,height=\paperheight]{background.jpg}% +} + +\setbeamercolor{title}{fg=white} +\setbeamercolor{author}{fg=white} +\setbeamercolor{institute}{fg=white} +\setbeamercolor{date}{fg=white} +\setbeamercolor{frametitle}{fg=white} + +\AtBeginSection[] +{ + { + \usebackgroundtemplate% + {% + \includegraphics[width=\paperwidth,height=\paperheight]{section_head.jpg}% + } + + \begin{frame} + \centering + \color{white}\Huge\insertsectionhead + + \end{frame} + } + +} \ No newline at end of file diff --git a/papers/stcs-2019/presentation/tex/template.tex b/papers/stcs-2019/presentation/tex/template.tex new file mode 100644 index 00000000..44f7e350 --- /dev/null +++ b/papers/stcs-2019/presentation/tex/template.tex @@ -0,0 +1,59 @@ +\documentclass[bigger]{beamer} +\usepackage[utf8]{inputenc} +\usepackage[T1]{fontenc} +\usepackage{graphicx} + +\usebackgroundtemplate% +{% + \includegraphics[width=\paperwidth,height=\paperheight]{background.jpg}% +} + +\setbeamercolor{title}{fg=white} +\setbeamercolor{author}{fg=white} +\setbeamercolor{institute}{fg=white} +\setbeamercolor{date}{fg=white} +\setbeamercolor{frametitle}{fg=white} + +\title{\bf Sample title} +\author{Anonymous} +\institute{Eötvös Loránd University (ELTE), \\ Budapest, Hungary} +\date{2018.} + +\begin{document} + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\frame{\vspace{15mm}\titlepage} +} + +\begin{frame}{Introduction} +\begin{itemize} +\item 1 +\item 2 +\item 3 +\end{itemize} +\end{frame} + +% this slide need not be used in the presentation, but must be +% present when you archieve your talk + +{ +\usebackgroundtemplate{\includegraphics[width=\paperwidth]{title.jpg}}% +\begin{frame}{} + +\bigskip\bigskip\bigskip + +{\bf\Huge\color{white} THANK YOU} + +\bigskip + +{\bf\Huge\color{white} FOR YOUR} + +\bigskip + +{\bf\Huge\color{white} ATTENTION!} + +\end{frame} +} + +\end{document} From 03e4242c9a51bc5eafb9851affa2723789371863 Mon Sep 17 00:00:00 2001 From: Anabra Date: Sun, 24 Mar 2019 20:16:50 +0100 Subject: [PATCH 02/15] Readded STCS-2019 article tex files --- grin/src/Pipeline/Eval.hs | 4 + grin/src/Reducer/Pure.hs | 49 +++- papers/.gitignore | 4 + papers/stcs-2019/article/related-work.notes | 80 ++++++ papers/stcs-2019/article/tex/.gitignore | 9 + papers/stcs-2019/article/tex/abstract.tex | 12 + .../article/tex/acknowledgements.tex | 6 + papers/stcs-2019/article/tex/bib_database.bib | 194 ++++++++++++++ papers/stcs-2019/article/tex/bibliography.tex | 10 + papers/stcs-2019/article/tex/dce.tex | 50 ++++ papers/stcs-2019/article/tex/dde-app.tex | 12 + papers/stcs-2019/article/tex/dde.tex | 129 +++++++++ papers/stcs-2019/article/tex/grin.tex | 14 + papers/stcs-2019/article/tex/introduction.tex | 14 + papers/stcs-2019/article/tex/llvm.tex | 60 +++++ papers/stcs-2019/article/tex/main.pdf | Bin 0 -> 250207 bytes papers/stcs-2019/article/tex/main.tex | 48 ++++ papers/stcs-2019/article/tex/related-work.tex | 22 ++ papers/stcs-2019/article/tex/style.sty | 244 ++++++++++++++++++ 19 files changed, 949 insertions(+), 12 deletions(-) create mode 100644 papers/stcs-2019/article/related-work.notes create mode 100644 papers/stcs-2019/article/tex/.gitignore create mode 100644 papers/stcs-2019/article/tex/abstract.tex create mode 100644 papers/stcs-2019/article/tex/acknowledgements.tex create mode 100644 papers/stcs-2019/article/tex/bib_database.bib create mode 100644 papers/stcs-2019/article/tex/bibliography.tex create mode 100644 papers/stcs-2019/article/tex/dce.tex create mode 100644 papers/stcs-2019/article/tex/dde-app.tex create mode 100644 papers/stcs-2019/article/tex/dde.tex create mode 100644 papers/stcs-2019/article/tex/grin.tex create mode 100644 papers/stcs-2019/article/tex/introduction.tex create mode 100644 papers/stcs-2019/article/tex/llvm.tex create mode 100644 papers/stcs-2019/article/tex/main.pdf create mode 100644 papers/stcs-2019/article/tex/main.tex create mode 100644 papers/stcs-2019/article/tex/related-work.tex create mode 100644 papers/stcs-2019/article/tex/style.sty diff --git a/grin/src/Pipeline/Eval.hs b/grin/src/Pipeline/Eval.hs index b2e23b9d..80442982 100644 --- a/grin/src/Pipeline/Eval.hs +++ b/grin/src/Pipeline/Eval.hs @@ -7,6 +7,7 @@ import Text.Megaparsec import Grin.Grin import Grin.TypeCheck import Grin.Parse +import Grin.Statistics import Reducer.Base (RTVal) import qualified Reducer.IO import qualified Reducer.Pure @@ -44,3 +45,6 @@ evalProgram reducer program = case reducer of PureReducer -> Reducer.Pure.reduceFun program "grinMain" IOReducer -> Reducer.IO.reduceFun program "grinMain" + +pureEvalWithRTStats :: Program -> IO (RTVal, Statistics) +pureEvalWithRTStats p = Reducer.Pure.reduceFunWithRTStats p "grinMain" diff --git a/grin/src/Reducer/Pure.hs b/grin/src/Reducer/Pure.hs index 7b900572..ed65b7e2 100644 --- a/grin/src/Reducer/Pure.hs +++ b/grin/src/Reducer/Pure.hs @@ -1,21 +1,27 @@ {-# LANGUAGE LambdaCase, TupleSections, BangPatterns, OverloadedStrings #-} -module Reducer.Pure (reduceFun) where +module Reducer.Pure + ( reduceFun + , reduceFunWithRTStats + ) where import Text.Printf -import Text.PrettyPrint.ANSI.Leijen +import Text.PrettyPrint.ANSI.Leijen hiding ((<$$>)) import Data.Map (Map) import qualified Data.Map as Map import Data.IntMap.Strict (IntMap) import qualified Data.IntMap.Strict as IntMap +import Data.Functor.Infix import Control.Monad.State import Control.Monad.Reader +import Control.Monad.Writer hiding (Alt(..)) import Text.Printf import Reducer.Base import Reducer.PrimOps import Grin.Grin import Grin.Pretty +import Grin.Statistics prettyDebug :: Pretty a => a -> String prettyDebug = show . plain . pretty @@ -30,7 +36,7 @@ data StoreMap emptyStore = StoreMap mempty 0 type Prog = Map Name Def -type GrinM = ReaderT Prog (StateT StoreMap IO) +type GrinM = WriterT Statistics (ReaderT Prog (StateT StoreMap IO)) lookupStore :: Int -> StoreMap -> RTVal lookupStore i s = IntMap.findWithDefault (error $ printf "missing location: %d" i) i $ storeMap s @@ -45,6 +51,7 @@ evalSimpleExp exts env s = do void $ liftIO $ getLine case s of SApp n a -> do + tell $ mempty { sApp = 1 } let args = map (evalVal env) a go a [] [] = a go a (x:xs) (y:ys) = go (Map.insert x y a) xs ys @@ -54,42 +61,54 @@ evalSimpleExp exts env s = do else do Def _ vars body <- reader $ Map.findWithDefault (error $ printf "unknown function: %s" n) n evalExp exts (go env vars args) body - SReturn v -> pure $ evalVal env v + SReturn v -> do + tell $ mempty { sReturn = 1 } + pure $ evalVal env v SStore v -> do + tell $ mempty { sStore = 1 } l <- gets storeSize let v' = evalVal env v modify' (\(StoreMap m s) -> StoreMap (IntMap.insert l v' m) (s+1)) pure $ RT_Loc l - SFetchI n index -> case lookupEnv n env of - RT_Loc l -> gets $ (selectNodeItem index . lookupStore l) - x -> error $ printf "evalSimpleExp - Fetch expected location, got: %s" (prettyDebug x) + SFetchI n index -> do + tell $ mempty { sFetchI = 1 } + case lookupEnv n env of + RT_Loc l -> gets $ (selectNodeItem index . lookupStore l) + x -> error $ printf "evalSimpleExp - Fetch expected location, got: %s" (prettyDebug x) -- | FetchI Name Int -- fetch node component SUpdate n v -> do + tell $ mempty { sUpdate = 1 } let v' = evalVal env v case lookupEnv n env of RT_Loc l -> get >>= \(StoreMap m _) -> case IntMap.member l m of False -> error $ printf "evalSimpleExp - Update unknown location: %d" l True -> modify' (\(StoreMap m s) -> StoreMap (IntMap.insert l v' m) s) >> pure RT_Unit x -> error $ printf "evalSimpleExp - Update expected location, got: %s" (prettyDebug x) - SBlock a -> evalExp exts env a + SBlock a -> do + tell $ mempty { sBlock = 1 } + evalExp exts env a e@ECase{} -> evalExp exts env e -- FIXME: this should not be here!!! please investigate. + -- NOTE: Case and Alt statistics are handled in evalExp x -> error $ printf "invalid simple expression %s" (prettyDebug x) evalExp :: [External] -> Env -> Exp -> GrinM RTVal evalExp exts env = \case EBind op pat exp -> do + tell $ mempty { eBind = 1 } v <- evalSimpleExp exts env op when debug $ do liftIO $ putStrLn $ unwords [show pat,":=",show v] evalExp exts (bindPat env v pat) exp - ECase v alts -> + ECase v alts -> do + tell $ mempty { eCase = 1 } + tell $ mempty { alt = length alts} let defaultAlts = [exp | Alt DefaultPat exp <- alts] defaultAlt = if length defaultAlts > 1 then error "multiple default case alternative" else take 1 defaultAlts - in case evalVal env v of + case evalVal env v of RT_ConstTagNode t l -> let (vars,exp) = head $ [(b,exp) | Alt (NodePat a b) exp <- alts, a == t] ++ map ([],) defaultAlt ++ error (printf "evalExp - missing Case Node alternative for: %s" (prettyDebug t)) go a [] [] = a @@ -106,10 +125,16 @@ evalExp exts env = \case x -> error $ printf "evalExp - invalid Case dispatch value: %s" (prettyDebug x) exp -> evalSimpleExp exts env exp -reduceFun :: Program -> Name -> IO RTVal -reduceFun (Program exts l) n = evalStateT (runReaderT (evalExp exts mempty e) m) emptyStore where +reduceFunWithRTStats :: Program -> Name -> IO (RTVal, Statistics) +reduceFunWithRTStats (Program exts l) n = flip evalStateT emptyStore + . flip runReaderT m + . runWriterT + . evalExp exts mempty $ e where m = Map.fromList [(n,d) | d@(Def n _ _) <- l] e = case Map.lookup n m of Nothing -> error $ printf "missing function: %s" n Just (Def _ [] a) -> a _ -> error $ printf "function %s has arguments" n + +reduceFun :: Program -> Name -> IO RTVal +reduceFun = fst <$$$> reduceFunWithRTStats diff --git a/papers/.gitignore b/papers/.gitignore index 2e36f16b..c8877ad1 100644 --- a/papers/.gitignore +++ b/papers/.gitignore @@ -6,4 +6,8 @@ *.out *.gz *.listing +*.vrb +*.uN9447 +*.snm +*.nav **/_minted-main/ diff --git a/papers/stcs-2019/article/related-work.notes b/papers/stcs-2019/article/related-work.notes new file mode 100644 index 00000000..25053d20 --- /dev/null +++ b/papers/stcs-2019/article/related-work.notes @@ -0,0 +1,80 @@ +GRIN: + - UHC + - goal: + - complete compiler + - for teaching & research + - uses GRIN "just as a backend" + - AGs + - LLVM codegen, .Net, JVM, JS + - has its own front end + - synchronous exceptions (throw + catch) + - new AST constructs (Boquist GRIN with try/catch monadic operations) + - JHC (Meacham GRIN) + - some modifications to GRIN: + - mutable variables + - some type system (from front end- PTS) + - memory regions instead of arity raising (put node onto STACK instead of HEAP) + - IO exceptions - only throw ~ halt + - goal: efficient Haskell code + - without runtime (just some system calls) + - Haskell -> GRIN -> C + - compact GRIN code + - has its own front end + - typed GRIN + - probably for GC + - pure type system + - more general than the available type systems back then + - some optimizations are done on this level + - AJHC + - forked then remerged + - NetBSD audio driver + - formal methods in systems programming + - JHC had the east amount of unknown symbols + - LHC (David Himmelstrup) + - Bedrock (JHC Grin-like language) + - LLVM codegen + + +Whole program opt: + - Intel + - goal: + - highly optimized code generation: (e.g.: vectorization) + - for highly demanding computatons (numerical algorithms) + - has no FE, receives external core from GHC + - some extra work required see Notes + - two parts: HRC (front end), FLRC (optimizer) [written in MLton] + - FLRC: + - general BE for (strict) functonal languages + - has pointers + - no whole program defunctionalization + - has basic blocks + - long running research project: optimizing compiler for functional languages (one of them FE is HRC) + - MLton: compiler for standard ML + +"Our GRIN": + - SSA + + +Notes: + - core vs STG: + - core has some invariants (e.g.: [RealWorld] token chain) + - STG is for codegen (ctors/primops are saturated) + - dentational semantics ~ lamcalc + - operation semantics ~ how to execute STG like an imperative language (funcalls to sequences) + - C-- (like LLVM befor LLVM) + - imperative + - to their own machine code or LLVM + + +Haskell: + - for humans with sugar +Core: + - like Haskell but wo sugars + - has type info +STG: + - no type lambda/type app + - only runtime-relevant info + - explicit laziness in OPERATIONAL semantics +C--: + - very close to machine + - less precise semantics (e.g.: only WORDs) (only "implicit" semantics) diff --git a/papers/stcs-2019/article/tex/.gitignore b/papers/stcs-2019/article/tex/.gitignore new file mode 100644 index 00000000..89ca51ee --- /dev/null +++ b/papers/stcs-2019/article/tex/.gitignore @@ -0,0 +1,9 @@ +*.toc +*.aux +*.bbl +*.blg +*.log +*.out +*.gz +*.listing +_minted-main/ diff --git a/papers/stcs-2019/article/tex/abstract.tex b/papers/stcs-2019/article/tex/abstract.tex new file mode 100644 index 00000000..5b5b0c4c --- /dev/null +++ b/papers/stcs-2019/article/tex/abstract.tex @@ -0,0 +1,12 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + \begin{abstract} + + GRIN is short for Graph Reduction Intermediate Notation~\cite{boquist-phd}, a modern back end for lazy functional languages. Most of the currently available compilers for such languages share a common flaw: they can only optimize programs on a per-module basis. The GRIN framework allows for interprocedural whole program analysis, enabling optimizing code transformations across functions and modules as well. + + Some implementations of GRIN already exist, but most of them were developed only for experimentation purposes. Thus, they either compromise on low level efficiency, or contain ad hoc modifications compared to the original specification. + + Our goal is to provide a full-fledged implementation of GRIN by combining the currently available best technologies like LLVM~\cite{llvm-2004}, and measure the framework's effectiveness compared to some of the most well-known functional language compilers such as the Glasgow Haskell Compiler~\cite{ghc} and the Idris compiler~\cite{idris}. We also present some improvements to the already existing components of the framework. Some of these improvements include a typed representation for the intermediate language and an interprocedural program optimization, the dead data elimination. + + \end{abstract} +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/acknowledgements.tex b/papers/stcs-2019/article/tex/acknowledgements.tex new file mode 100644 index 00000000..5f158532 --- /dev/null +++ b/papers/stcs-2019/article/tex/acknowledgements.tex @@ -0,0 +1,6 @@ +\begin{document} + + The project has been supported by the European Union, + co-financed by the European Social Fund (EFOP-3.6.3-VEKOP-16-2017-00002). + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/bib_database.bib b/papers/stcs-2019/article/tex/bib_database.bib new file mode 100644 index 00000000..ccc5e239 --- /dev/null +++ b/papers/stcs-2019/article/tex/bib_database.bib @@ -0,0 +1,194 @@ +@phdthesis +{ + boquist-phd, + author = {Urban Boquist}, + school = {{Chalmers University of Technology and Göteborg University}}, + title ={{Code Optimisation Techniques for Lazy Functional Languages}}, + year = {1999}, + isbn = {91-7197-792-9} +} + +@inproceedings +{ + boquist-grin, + author = {Boquist, Urban and Johnsson, Thomas}, + title = {{The GRIN Project: A Highly Optimising Back End for Lazy Functional Languages}}, + booktitle = {{Selected Papers from the 8th International Workshop on Implementation of Functional Languages}}, + series = {IFL '96}, + year = {1997}, + isbn = {3-540-63237-9}, + pages = {58--84}, + numpages = {27}, + url = {http://dl.acm.org/citation.cfm?id=647975.743083}, + acmid = {743083}, + publisher = {{Springer-Verlag}}, + address = {Berlin, Heidelberg} +} + +@mastersthesis +{ + remi-masters, + author = {Remi Turk}, + school = {{Universiteit van Amsterdam}}, + title ={{A modern back-end for a dependently typed language}}, + year = {2010} +} + +@inproceedings +{ + uhc, + author = {Dijkstra, Atze and Fokker, Jeroen and Swierstra, S. Doaitse}, + title = {{The Architecture of the Utrecht Haskell Compiler}}, + booktitle = {{Proceedings of the 2Nd ACM SIGPLAN Symposium on Haskell}}, + series = {Haskell '09}, + year = {2009}, + isbn = {978-1-60558-508-6}, + location = {Edinburgh, Scotland}, + pages = {93--104}, + numpages = {12}, + url = {http://doi.acm.org/10.1145/1596638.1596650}, + doi = {10.1145/1596638.1596650}, + acmid = {1596650}, + publisher = {ACM}, + address = {New York, NY, USA}, + keywords = {aspect orientation, attribute grammar, compiler architecture, haskell}, +} + +@article +{ hrc, + author = {Liu, Hai and Glew, Neal and Petersen, Leaf and Anderson, Todd A.}, + title = {{The Intel Labs Haskell Research Compiler}}, + journal = {{SIGPLAN Not.}}, + issue_date = {December 2013}, + volume = {48}, + number = {12}, + month = sep, + year = {2013}, + issn = {0362-1340}, + pages = {105--116}, + numpages = {12}, + url = {http://doi.acm.org/10.1145/2578854.2503779}, + doi = {10.1145/2578854.2503779}, + acmid = {2503779}, + publisher = {ACM}, + address = {New York, NY, USA}, + keywords = {compiler optimization, functional language compiler, haskell}, +} + +@inproceedings +{ haskell-gap, + author = {Petersen, Leaf and Anderson, Todd A. and Liu, Hai and Glew, Neal}, + title = {{Measuring the Haskell Gap}}, + booktitle = {{Proceedings of the 25th Symposium on Implementation and Application of Functional Languages}}, + series = {IFL '13}, + year = {2014}, + isbn = {978-1-4503-2988-0}, + location = {Nijmegen, Netherlands}, + pages = {61:61--61:72}, + articleno = {61}, + numpages = {12}, + url = {http://doi.acm.org/10.1145/2620678.2620685}, + doi = {10.1145/2620678.2620685}, + acmid = {2620685}, + publisher = {ACM}, + address = {New York, NY, USA}, +} + +@techreport{ + mlton-llvm, + author = {Brian Andrew Leibig}, + title = {An LLVM Back-end for MLton}, + year = {2013}, + url = {https://www.cs.rit.edu/~mtf/student-resources/20124_leibig_msproject.pdf}, + note = {A Project Report Submitted in Partial Fulfillment of the Requirements for the Degree of Master of Science in Computer Science}, + institution = {Department of Computer Science, B. Thomas Golisano College of Computing and Information Sciences}, +} + +@article +{ + contification, + author = {Fluet, Matthew and Weeks, Stephen}, + title = {{Contification Using Dominators}}, + journal = {{SIGPLAN Not.}}, + issue_date = {October 2001}, + volume = {36}, + number = {10}, + month = oct, + year = {2001}, + issn = {0362-1340}, + pages = {2--13}, + numpages = {12}, + url = {http://doi.acm.org/10.1145/507669.507639}, + doi = {10.1145/507669.507639}, + acmid = {507639}, + publisher = {ACM}, + address = {New York, NY, USA}, +} + +@inproceedings +{ + mlton, + author = {Weeks, Stephen}, + title = {{Whole-program Compilation in MLton}}, + booktitle = {{Proceedings of the 2006 Workshop on ML}}, + series = {ML '06}, + year = {2006}, + isbn = {1-59593-483-9}, + location = {Portland, Oregon, USA}, + pages = {1--1}, + numpages = {1}, + url = {http://doi.acm.org/10.1145/1159876.1159877}, + doi = {10.1145/1159876.1159877}, + acmid = {1159877}, + publisher = {ACM}, + address = {New York, NY, USA}, +} + +@inproceedings +{ + llvm-2004, + author = {Chris Lattner and Vikram Adve}, + title = {{LLVM}: A Compilation Framework for Lifelong Program Analysis and Transformation}, + booktitle = {CGO}, + address = {San Jose, CA, USA}, + month = {Mar}, + year = {2004}, + pages = {75--88}, +} + +@misc +{ + clang, + title = {{Clang: a C language family front end for LLVM}}, + url = {https://clang.llvm.org} +} + +@inproceedings +{ + ghc, + author = {Hall, Cordelia V. and Hammond, Kevin and Partain, Will and Peyton Jones, Simon L. and Wadler, Philip}, + title = {{The Glasgow Haskell Compiler: A Retrospective}}, + booktitle = {{Proceedings of the 1992 Glasgow Workshop on Functional Programming}}, + year = {1993}, + isbn = {3-540-19820-2}, + pages = {62--71}, + numpages = {10}, + url = {http://dl.acm.org/citation.cfm?id=647557.729914}, + acmid = {729914}, + publisher = {{Springer-Verlag}}, + address = {London, UK}, +} + +@article +{ + idris, + title={Idris, a general-purpose dependently typed programming language: Design and implementation}, + volume={23}, + DOI={10.1017/S095679681300018X}, + number={5}, + journal={{Journal of Functional Programming}}, + publisher={Cambridge University Press}, + author={{Brady, Edwin}}, + year={2013}, + pages={552–593} +} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/bibliography.tex b/papers/stcs-2019/article/tex/bibliography.tex new file mode 100644 index 00000000..ccf7c21c --- /dev/null +++ b/papers/stcs-2019/article/tex/bibliography.tex @@ -0,0 +1,10 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + \makeatletter + \preto{\@verbatim}{\topsep=0pt \partopsep=0pt } + \makeatother + + \bibliographystyle{IEEEtran} + \bibliography{bib_database} + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/dce.tex b/papers/stcs-2019/article/tex/dce.tex new file mode 100644 index 00000000..e3f4c62a --- /dev/null +++ b/papers/stcs-2019/article/tex/dce.tex @@ -0,0 +1,50 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + Dead code elimination is one of the most well-known compiler optimization techniques. The aim of dead code elimination is to remove certain parts of the program that neither affect its final result nor its side effects. This includes code that can never be executed, and also code which only consists of irrelevant operations on dead variables. Dead code elimination can reduce the size of the input program, as well as increase its execution speed. Furthermore, it can facilitate other optimizing transformation by restructuring the code. + + \subsection{Dead Code Elmination in GRIN} + + The original GRIN framework has three different type of dead code eliminating transformations. These are dead function elimination, dead variable elimination and dead function paramater elimination. In general, the effectiveness of most optimizations solely depends on the accuracy of the information it has about the program. The more precise information it has, the more agressive it can be. Furthermore, running the same transformation but with additional information available, can often yield more efficient code. + + In the original framework, the dead code eliminating transformations were provided only a very rough approximation of the liveness of variables and function parameters. In fact, a variable was deemed dead only if it was never used in the program. As a consequence, the required analyses were really fast, but the transformations themselves were very limited as well. + + \subsection{Interprocedural Liveness Analysis} \label{sub-sec:lva} + + In order to improve the effectiveness of dead code elimination, we need more sophisticated data-flow analyses. Liveness analysis is a standard data-flow analysis that determines which variables are live in the program and which ones are not. It is important to note, that even if a variable is used in the program, it does not necessarily mean it is live. See Program~code~\ref{code:lva-example}. + + \begin{codeFloat}[h] + \begin{center} + \begin{minipage}{0.35\textwidth} + \begin{haskell} + main = + n <- pure 5 + y <- pure (CInt n) + pure 0 + \end{haskell} + \subcaption{Put into a data constructor} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.35\textwidth} + \begin{haskell} + main = + n <- pure 5 + foo n + foo x = pure 0 + \end{haskell} + \subcaption{Argument to a function call} + \end{minipage} + \end{center} + \caption{Examples demonstrating that a used variable can still be dead} + \label{code:lva-example} + \end{codeFloat} + + In the first example, we can see a program where the variable \pilcode{n} is used, it is put into a \pilcode{CInt} node, but despite this, it is obvious to see that \pilcode{n} is still dead. Moreover, the liveness analysis can determine this fact just by examining the function body locally. It does not need to analyze any function calls. However, in the second example, we can see a very similar situation, but here \pilcode{n} is an argument to a function call. To calculate the liveness of \pilcode{n}, the analysis either has to assume that the arguments of \pilcode{foo} are always live, or it has to analyze the body of the function. The former decision yields a faster, but less precise \emph{intraprocedural} analysis, the latter results in a bit more costly, but also more accurate \emph{interprocedural} analysis. + + By extending the analysis with interprocedural elements, we can obtain quite a good estimate of the live variables in the program, while minimizing the cost of the algorithm. Using the information gathered by the liveness analysis, the original optimizations can remove even more dead code segments. + + %TODO: example here? + + + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/dde-app.tex b/papers/stcs-2019/article/tex/dde-app.tex new file mode 100644 index 00000000..53b32ee0 --- /dev/null +++ b/papers/stcs-2019/article/tex/dde-app.tex @@ -0,0 +1,12 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + % intro + + \subsection{Simplifying Data Structures} + + \subsection{Simplifying Type Class Dictionaries} + + \subsection{Type Erasure} + +\end{document} diff --git a/papers/stcs-2019/article/tex/dde.tex b/papers/stcs-2019/article/tex/dde.tex new file mode 100644 index 00000000..b597635a --- /dev/null +++ b/papers/stcs-2019/article/tex/dde.tex @@ -0,0 +1,129 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + % TODO: reference Remi Turk & HRC + + Conventional dead code eliminating optimizations usually only remove statements or expressions from programs; however, \emph{dead data elimination} can transform the underlying data structures themselves. Essentially, it can specialize a certain data structure for a given use-site by removing or transforming unnecessary parts of it. It is a very powerful optimization technique that can significantly decrease memory usage and reduce the number of heap operations. + + \subsection{Dead Data Elimination in GRIN} + + In the context of GRIN, dead data elimination removes dead fields of data constructors (or nodes) for both definition- and use-sites. In the followings, we will refer to definition-sites as \emph{producers} and to use-sites as \emph{consumers}. Producers and consumers are in a \emph{many-to-many} relationship with each other. A producer can define a variable used by many consumers, and a consumer can use a variable possibly defined by many producers. It only depends on the control-flow of the program. Program~code~\ref{code:dde-simple} illustrates dead data elimination on a very simple example with a single producer and a single consumer. + + \begin{codeFloat}[h] + \begin{center} + \begin{minipage}{0.35\textwidth} + \begin{haskell} + main = + x <- pure (CPair 0 1) + y <- snd x + pure y + + snd p = + (CPair a b) <- pure p + pure b + \end{haskell} + \subcaption{Before the transformation} + \end{minipage} + $\xRightarrow{\text{\emph{a} is dead}}$ + \begin{minipage}{0.35\textwidth} + \begin{haskell} + main = + x <- pure (CPair' 1) + y <- snd x + pure y + + snd p = + (CPair' b) <- pure p + pure b + \end{haskell} + \subcaption{After the transformation} + \end{minipage} + \end{center} + \caption{A simple example for dead data elimination} + \label{code:dde-simple} + \end{codeFloat} + + As we can see, the first component of the pair is never used, so the optimization can safely eliminate the first field of the node. It is important to note, that the transformation has to remove the dead field for both the producer and the consumer. Furthermore, the name of the node also has to be changed to preserve type correctness, since the transformation is specific to each producer-consumer group. This means, the data constructor \pilcode{CPair} still exists, and it can be used by other parts of the program, but a new, specialized version is introduced for any optimizable producer-consumer group~\footnote{Strictly speaking, a new version is only introduced for each different set of live fields used by producer-consumer groups}. + + Dead data elimination requires a considerable amount of data-flow analyses and possibly multiple transformation passes. First of all, it has to identify potentially removable dead fields of a node. This information can be acquired by running liveness analysis on the program (see Section~\ref{sub-sec:lva}). After that, it has to connect producers with consumers by running the \emph{created-by data-flow analysis}. Then it has to group producers together sharing at least one common consumer, and determine whether a given field for a given producer can be removed globally, or just dummified locally. Finally, it has to transform both the producers and the consumers. + + \subsection{Created-by Analysis} + + The created-by analysis, as its name suggests is responsible for determining the set of producers a given variable-was possibly created by. For our purposes, it is sufficient to track only node valued variables, since these are the only potential candidates for dead data elimination. Analysis~example~\ref{analysis:cby} demonstrates how the algorithm works on a simple program. + + \begin{analysisFloat}[h] + \begin{center} + \begin{minipage}{0.35\textwidth} + \begin{haskell} + null xs = + y <- case xs of + (CNil) -> + a <- pure (CTrue) + pure a + (CCons z zs) -> + b <- pure (CFalse) + pure b + pure y + \end{haskell} + \subcaption{Input program} + \end{minipage} + \hspace{1cm} + \begin{minipage}{0.40\textwidth} + \begin{tcolorbox}[tab2,tabularx={l|r}] + Variable & Producers \\ + \hline\hline + \pilcode{xs} & $\set{CNil[\dots], CCons[\dots]}$\footnotemark[2] \\\hline + \pilcode{a} & $\set{CTrue[\pilcode{a}]}$ \\\hline + \pilcode{b} & $\set{CFalse[\pilcode{b}]}$ \\\hline + \pilcode{y} & $\set{CTrue[\pilcode{a}], CFalse[\pilcode{b}]}$ \\ + \end{tcolorbox} + \subcaption{Anyalsis result} + \end{minipage} + \end{center} + \caption{An example demonstrating the created-by analysis} + \label{analysis:cby} + \end{analysisFloat} + + \footnotetext[2]{\label{footnote:cby-example}For the sake of simplicity, we will assume that \pilcode{xs} was constructed with the \pilcode{CNil} and \pilcode{CCons} tags. Also its producers are irrelevant in this example} + + The result of the analysis is a mapping from variable names to set of producers grouped by their tags. For example, we could say that ''variable \pilcode{y} was created by the producer \pilcode{a} given it was constructed with the \pilcode{CTrue} tag''. Naturally, a variable can be constructed with many different tags, and each tag can have multiple producers. Also, it is important to note that some variables are their own producers. This is because producers are basically definitions-sites or bindings, identified by the name of the variable on their left-hand sides. However, not all bindings have variables on their left-hand side, and some values may not be bound to variables. Fortunately, this problem can be easily solved by a simple program transformation. + + \subsection{Grouping Producers} + + On a higher abstraction level, the result of the created-by analysis can be interpreted as a bipartite graph between producers and consumers. One group of nodes represents the producers and the other one represents the consumers. A producer is connected to a consumer if and only if the value created by the producer can be consumed by the consumer. Furthermore, each component of the graph corresponds to producer-consumer group. Each producer inside the group can only create values consumed by the consumers inside the same group, and a similar statement holds for the consumers as well. + + \subsection{Transforming Producers and Consumers} + + As mentioned earlier, the transformation applied by dead data elimination can be specific for each producer-consumer group, and both the producers and the consumers have to be transformed. Also, the transformation can not always simply remove the dead field of a producer. Take a look at Figure~\ref{fig:producers-and-consumers}. + + \begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.5} + \begin{tikzpicture}[ node distance = 1cm and 2cm, on grid ] + + \node [shape=circle,draw=black] (P1) {$P_1$}; + \node [shape=circle,draw=black] (P2) [right =of P1] {$P_2$}; + \coordinate (Middle) at ($(P1)!0.5!(P2)$); + \node [shape=circle,draw=black] (C2) [below =of Middle] {$C_2$}; + \node [shape=circle,draw=black] (C1) [left =of C2] {$C_1$}; + \node [shape=circle,draw=black] (C3) [right =of C2] {$C_3$}; + + \path[-{Stealth[scale=1.5]}] (P1) edge [] (C1) + (P1) edge [] (C2) + (P2) edge [] (C2) + (P2) edge [] (C3); + + + \end{tikzpicture} + \end{adjustbox} + \caption{Producer-consumer group} + \label{fig:producers-and-consumers} + \end{figure} + + As we can see, producers $P_1$ and $P_2$ share a common consumer $C_2$. Let's assume, that the shared value is a \pilcode{CPair} node with two fields, and neither $C_1$, nor $C_2$ uses the first field of that node. This means, the first field of the \pilcode{CPair} node is locally dead for producer $P_1$. Also, suppose that $C_3$ does use the first field of that node, meaning it is live for $P_2$, hence it cannot be removed. In this situation, if the transformation were to remove the locally dead field from $P_1$, then it would lead to a type mismatch at $C_2$, since $C_2$ would receive two \pilcode{CPair} nodes with different number of arguments, with possibly different types for their first fields. In order to resolve this issue the transformation has to rename the tag at $P_1$ to \pilcode{CPair'}, and create new patterns for \pilcode{CPair'} at $C_1$ and $C_2$ by duplicating and renaming the existing ones for \pilcode{CPair}. This way, we can avoid potential memory operations at the cost of code duplication. + + \subsection{The \pilcode{undefined} value} + + Another option would be to only \emph{dummify} the locally dead fields. In other words, instead of removing the field at the producer and restructuring the consumers, the transformation could simply introduce a dummy value for that field. The dummy value could be any placeholder with the same type as the locally dead field. For instance, it could be any literal of that type. A more sophisticated solution would be to introduce an undefined value. The \pilcode{undefined} value is a placeholder as well, but it carries much more information. By marking certain values undefined instead of just introducing placeholder literals, we can facilitate other optimizations down the pipeline. However, each \pilcode{undefined} value has to be explicitly type annotated for the heap points-to analysis to work correctly. Unlike the other approach mentioned earlier, this alternative avoids any code duplication. + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/grin.tex b/papers/stcs-2019/article/tex/grin.tex new file mode 100644 index 00000000..a307215e --- /dev/null +++ b/papers/stcs-2019/article/tex/grin.tex @@ -0,0 +1,14 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + GRIN is short for \emph{Graph Reduction Intermediate Notation}. GRIN consists of an intermediate representation language (IR in the followings) as well as the entire compiler back end framework built around it. GRIN tries to resolve the issues highlighted in Section~\ref{sec-intro} by using interprocedural whole program optimization. + + Interprocedural program analysis is a type of data-flow analysis that propagates information about certain program elements through function calls. Using interprocedural analyses instead of intraprocedural ones, allows for optimizations across functions. This means the framework can handle the issue of large sets of small interconnecting functions presented by the composable programming style. + + Whole program analysis enables optimizations across modules. This type of data-flow analysis has all the available information about the program at once. As a consequence, it is possible to analyze and optimize global functions. With the help of whole program analysis, laziness can be made explicit. In fact, the evaluation of suspended computations in GRIN is done by an ordinary function called \pilcode{eval}. This is a global function uniquely generated for each program, meaning it can be optimized just like any other function by using whole program analysis. + + Finally, since the analyses and optimizations are implemented on a general intermediate representation, all other languages can benefit from the features provided by the GRIN back end. The intermediate layer of GRIN between the front end language and the low level machine code serves the purpose of eliminating functional artifacts from programs. This is achieved by using optimizing program transformations specific to the GRIN IR and functional languages in general. The simplified programs can then be optimized further by using conventional techniques already available. For example, it is possible to compile GRIN to LLVM and take advantage of an entire compiler framework providing a huge array of very powerful tools and features. + + % TODO: refer LLVM section + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/introduction.tex b/papers/stcs-2019/article/tex/introduction.tex new file mode 100644 index 00000000..6269ced4 --- /dev/null +++ b/papers/stcs-2019/article/tex/introduction.tex @@ -0,0 +1,14 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + Over the last few years, the functional programming paradigm has become even more popular and prominent than it was before. More and more industrial applications emerge, the paradigm itself keeps evolving, existing functional languages are being refined day by day, and even completely new languages appear. Yet, it seems the corresponding compiler technology lacks behind a bit. + + Functional languages come with a multitude of interesting features that allow us to write programs on higher abstraction levels. Some of these features include higher-order functions, laziness and very sophisticated type systems. Although these features make writing code more convenient, they also complicate the compilation process. + + Compiler front ends usually handle these problems very well, but the back ends often struggle to produce efficient low level code. The reason for this is that back ends have a hard time optimizing code containing \emph{functional artifacts}. These functional artifacts are the by-products of high-level language features mentioned earlier. For example, higher-order functions can introduce unknown function calls and laziness can result in implicit value evaluation which can prove to be very hard to optimize. As a consequence, compilers generally compromise on low level efficiency for high-level language features. + + Moreover, the paradigm itself also encourages a certain programming style which further complicates the situation. Functional code usually consist of many smaller functions, rather than fewer big ones. This style of coding results in more composable programs, but also presents more difficulties for compilation, since optimizing only individual functions is no longer sufficient. + + In order to resolve these problems, we need a compiler back end that can optimize across functions as well as allow the optimization of laziness in some way. Also, it would be beneficial if the back end could theoretically handle any front end language. + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/llvm.tex b/papers/stcs-2019/article/tex/llvm.tex new file mode 100644 index 00000000..5384f733 --- /dev/null +++ b/papers/stcs-2019/article/tex/llvm.tex @@ -0,0 +1,60 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + %TODO: GRIN: functional domain - imperative domain, LLVM: architecture independent domain - architecture specific domain + + LLVM is a collection of compiler technologies consisting of an intermediate representation called the LLVM IR, a modularly built compiler framework and many other tools built on these technologies. This section discusses the benefits and challenges of compiling GRIN to LLVM. + + \subsection{Benefits and Challenges} + + The main advantage LLVM has over other CISC and RISC based languages lies in its modular design and library based structure. The compiler framework built around LLVM is entirely customizable and can generate highly optimized low level machine code for most architectures. Furthermore, it offers a vast range of tools and features out of the box, such as different debugging tools or compilation to WebAssembly. + + However, compiling unrefined functional code to LLVM does not yield the results one would expect. Since LLVM was mainly designed for imperative languages, functional programs may prove to be difficult to optimize. The reason for this is that functional artifacts or even just the general structuring of functional programs can render conventional optimization techniques useless. + + While LLVM acts as a transitional layer between architecture independent, and architecture specific domains, GRIN serves the same purpose for the functional and imperative domains. Figure~\ref{fig:grin-back-end} illustrates this domain separtion. The purpose of GRIN is to eliminate functional artifacts and restructure functional programs in a way so that they can be efficiently optimized by conventional techniques. + + \begin{figure}[h] + \centering + \begin{adjustbox}{scale = 1.4} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + \begin{tikzpicture}[ node distance = 1.2cm and 1.5cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [draw=black] (haskell) {Haskell}; + \node [draw=black] (idris) [left =of haskell] {Idris}; + \node [draw=black] (agda) [right =of haskell] {Agda}; + \node [draw=black] (grin) [below =of haskell] {GRIN}; + \node [draw=black] (llvm) [below =of grin] {LLVM}; + + \path[-{Stealth[scale=1.5]}] + (idris) edge [] (grin) + (haskell) edge [] (grin) + (agda) edge [] (grin) + (grin) edge [] (llvm); + + + \end{tikzpicture} + \end{adjustbox} + \caption{Possible representation of different function languages} + \label{fig:grin-back-end} + \end{figure} + + The main challenge of compiling GRIN to LLVM has to do with the discrepancy between the respective type systems of these languages: GRIN is untyped, while LLVM has static typing. In order to make compilation to LLVM possible, we need a typed representation for GRIN as well. Fortunately, this problem can be circumvented by implementing a type inference algorithm for the language. To achieve this, we can extend an already existing component of the framework, the heap points-to data-flow analysis. + + \subsection{Heap points-to Analysis} + + Heap points-to analysis (HPT in the followings), or pointer analysis is a commonly used data-flow analysis in the context of imperative languages. The result of the analysis contains information about the possible variables or heap locations a given pointer can point to. In the context of GRIN, it is used to determine the type of data constructors (or nodes) a given variable could have been constructed with. The result is a mapping of variables and abstract heap locations to sets of data constructors. + + %TODO: example, referece + + The original version of the analysis presented in \cite{boquist-phd} and further detailed in \cite{boquist-grin} only supports node level granularity. This means, that the types of literals are not differentiated, they are unified under a common "basic value" type. Therefore, the analysis cannot be used for type inference as it is. In order to facilitate type inference, HPT has to be extended, so that it propagates type information about literals as well. This can be easily achieved by slightly adjusting the original version. Using the result of the modified algorithm, we can generate LLVM IR code from GRIN. + + %TODO: reference UHC paper + + However, in some cases the monomorphic type inference algorithm presented above is not sufficient. For example, the Glasgow Haskell Compiler has polymorphic primitive operations. This means, that despite GRIN being a monomorphic language, certain compiler front ends can introduce external polymorphic functions to GRIN programs. To resolve this problem, we have to further extend the heap points-to analysis. The algorithm now needs a table of external functions with their respective type information. These functions \emph{can} be polymorphic, hence they need special treatment during the analysis. When encountering external function applications, the algorithm has to determine the concrete type of the return value based on the possible types of the function arguments. Essentially, it has to fill all the type variables present in the type of the return value with concrete types. This can be achieved by unification. Fortunately, the unification algorithm can be expressed in terms of the same data-flow operations HPT already uses. + + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/main.pdf b/papers/stcs-2019/article/tex/main.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7ce70a32e4eb0a30ba898b3597fdd8f403271828 GIT binary patch literal 250207 zcma&NLy#~`kU-hCZToB6wr$(CZQHhO+qP}nz5j0PZRRj_s#`{6R8_o}nMEouEK0*b z%K}9@zdW)I#l%iPPhe+g3B}C~MJH`yYvycDz{tVDLGb@AC^}IKYiAQj0yZ5GKOJN3I{BJ<{3Oa&%`_v1P&k8ek5a(p(ceSF_O zEi{Yt6^kpZ5dm5w+sV~KIk~Y+Pu%j()7-E{I&fR12C1msH(@TIhPOAx*CFU5gX9s1 zxU^m_xO+b0RjB2C6z^1t^;AbItTRKE_iPPrMJg}vtDlYyzSu$99vMc&)Q5>2`zQHu zRsHP0olE*+ws>GuF>$Ina_iJVbe$RJy6(qHeX^AR&FdGV{V`(!rvZ7P3OZ#!R7j## z?j{P{*4`iQa3tY&!Qg{;*t$jULZ+?2Ou)OU>kBt(-e0IYzct-8pGSje=w${e{v#uZ z>Lamp-Obh2(WX<5gs(^YPy3>Hm~hgVa+#1X#xF>&u4fvz#nslMt0+5A@ZMaDROz#J3fcdRU%t)A{Ik(*SB_Q9 zdwu?qIMC1ZG~vdoy3EcQRwfE4cC>0K`l2!`Re2ohas+t}YQU2pkcxr~f$LY~DG&$w 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Boquist, and first described in an article~\cite{boquist-grin}, then in his PhD thesis~\cite{boquist-phd}. This version of GRIN used the Chalmers Haskell-B Compiler as its front end and RISC as its back end. At that time, his implementation of GRIN already compared favorably to the existing Glasgow Haskell Compiler of version 4.01. + + \subsection{Adaptations of GRIN} + + Other compilers also use GRIN as their back end. Probably the most notable one is the Utrecht Haskell Compiler~\cite{uhc}. UHC is a completely standalone Haskell compiler with its own front end. The main idea behind UHC is to use attribute grammars handle the ever-growing complexity of compiler construction in an easily manageable way. + + \subsection{Other Intermediate Representations} + + GRIN is not the only IR available for functional languages. In fact, it is not even the most advanced one. The Haskell Research Compiler~\cite{hrc} and the MLton~\cite{mlton} Standard ML compiler both use IR languages very similar to GRIN. However, these IRs are built from basic blocks instead of monadic bindings. This approach opens up a whole spectrum of new optimization opportunities. For example, the Haskell Research Compiler uses SIMD vectorization passes in its optimization pipeline, and achieves performance metrics comparable to native C~\cite{haskell-gap}. + + \subsection{Compilers with LLVM Back Ends} + + In the imperative setting, probably the most well-known compiler with an LLVM back end is Clang~\cite{clang}. Clang's main goal is to provide a production quality compiler with a reusable, library-like structure. However, certain functional language compilers also have LLVM back ends. The two most notable ones are the Glasgow Haskell Compiler~\cite{ghc} and MLton~\cite{mlton-llvm}. + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/style.sty b/papers/stcs-2019/article/tex/style.sty new file mode 100644 index 00000000..c1a4c4ad --- /dev/null +++ b/papers/stcs-2019/article/tex/style.sty @@ -0,0 +1,244 @@ +\ProvidesPackage{style} + +\textwidth 15.0cm +\textheight 22.0cm +\oddsidemargin 0.4cm +\evensidemargin 0.4cm +\topmargin 0.0cm +\frenchspacing +\pagestyle{myheadings} +\setcounter{tocdepth}{1} + + +\usepackage[toc,page]{appendix} +\usepackage{hyperref} +\usepackage{float} +\usepackage{newfloat} +\usepackage{footnote} +\usepackage{subcaption} +\usepackage{cite} +\usepackage{url} +\usepackage{caption} +\usepackage{graphicx} +\graphicspath{ {../img/} } +\usepackage[bottom]{footmisc} + +\usepackage{enumitem} +\setlist{nosep} + +\usepackage[utf8]{inputenc} +\usepackage{etoolbox} +\usepackage{adjustbox} +\usepackage{latexsym,amssymb,amsmath,mathtools} + +\usepackage{algorithm} +\usepackage{algorithmicx} +\usepackage{algpseudocode} + +\floatstyle{plain} + +\DeclareFloatingEnvironment +[ name = {Program code} +, placement = htbp +, fileext = loc +, within = section +]{codeFloat} + +\DeclareFloatingEnvironment +[ name = {Table} +, placement = htbp +, fileext = lot +, within = section +]{tableFloat} + +\DeclareFloatingEnvironment +[ name = {Analysis example} +, placement = htbp +, fileext = loc +, within = section +]{analysisFloat} + +\DeclarePairedDelimiter\set\{\} + + +\hypersetup{% + colorlinks=true,% hyperlinks will be coloured + allcolors=blue,% hyperlink text will be green +} + +\newcommand*\Let[2]{\State #1 $\gets$ #2} +\algrenewcommand\algorithmicrequire{\textbf{Precondition:}} +\algrenewcommand\algorithmicensure{\textbf{Postcondition:}} + +\newcommand*\patBind[3]{\State \textbf{#1} #2 $\rightarrow$ #3} +\algblockdefx[CaseBlock]{case}{endCase} % +[1]{\textbf{case} $#1$ \textbf{of}} % +{} +\algblockdefx[PatMatch]{patMatch}{endPatMatch} % +[3]{ \Call{#1}{\textbf{#2} #3} = } % +{} + +\usepackage{minted} + +\usepackage[table]{xcolor} +\usepackage{listings} +\usepackage{lstautogobble} +\definecolor{identifierColor}{rgb}{0.65,0.16,0.16} +\definecolor{keywordColor}{rgb}{0.65,0.20,0.90} +\lstnewenvironment{code} +{ \lstset + { language = Haskell + , basicstyle = \small\ttfamily + , breaklines = true + , backgroundcolor = \color{gray!15} + , frame = single + , autogobble = true + , xleftmargin = 0.1cm + , xrightmargin = 0.2cm + %, identifierstyle = \color{gray} + , keywordstyle = \color{violet} + , morekeywords = {} + , escapechar = \% + } +} +{} + +\PassOptionsToPackage{usenames,dvipsnames,svgnames}{xcolor} +\usepackage{tikz} +\usetikzlibrary{arrows,arrows.meta,shapes,positioning,automata,calc} + +\usepackage{pgfplots} +\usepackage{tcolorbox} +\usepackage{tabularx} +\usepackage{array} +\usepackage{zref-savepos} +\usepackage{diagbox} +\usepackage{colortbl} +\tcbuselibrary{skins} +\tcbuselibrary{minted} + +\newcolumntype{Y}{>{\raggedleft\arraybackslash}X} +\tcbset +{ tab2/.style = + { enhanced + , fonttitle=\bfseries + , fontupper=\normalsize\sffamily + , colback = gray!5!white + , colframe = gray!75!black + , colbacktitle=yellow!40!white + , coltitle=black,center title + } +, hbox +} + +\newtcblisting{haskell} +{ listing engine = minted +, minted style = colorful +, minted language = Haskell +, minted options = { fontsize = \small + , breaklines + , autogobble + , linenos + , numbersep = 3mm + , escapeinside = \%\% + } +, colback = gray!5!white +, colframe = gray!75!black +, listing only +, left = 5mm +, enhanced +, overlay = { \begin{tcbclipinterior} + \fill[gray!80!blue!20!white] (frame.south west) rectangle ([xshift=5mm]frame.north west); + \end{tcbclipinterior} + } +} +\newtcblisting{oneLineHaskell} +{ listing engine = minted +, minted style = colorful +, minted language = Haskell +, minted options = { fontsize = \normalsize + , breaklines + , autogobble + , numbersep = 3mm + , escapeinside = \%\% + } +, colback = gray!5!white +, colframe = gray!75!black +, listing only +, left = 2mm +, top = 1mm +, bottom = 1mm +, enhanced +} + +\colorlet{lightgreen}{green!50!white} +\colorlet{lightblue}{blue!40!white} +\colorlet{lightyellow}{yellow!50!white} +\colorlet{lightred}{red!40!white} + +\newcommand*{\paper}{thesis} +\newcommand*{\ext}[1]{\texttt{#1}} +\newcommand*{\chk}[1]{\texttt{#1}} +\newcommand*{\lvar}[1]{\textit{#1}} +\newcommand*{\ilcode}[1]{\mintinline{Haskell}{#1}} % inline code +\newcommand*{\pilcode}[1]{\texttt{#1}} % plain inline code + +% NOTE: This command need styRectDef to be defined locally +\newcommand*{\tikzcustom}[0] +{ + % \tikzset{styRectDef/.style = {rectangle, rounded corners, draw=black, inner xsep=6mm, inner ysep=3mm}} + \tikzset{styRectGn/.style = {styRectDef, draw=green, fill=green!20}} + \tikzset{styRectBl/.style = {styRectDef, draw=cyan, fill=cyan!40}} + \tikzset{styRectGy/.style = {styRectDef, draw=gray, fill=gray!17}} + \tikzset{styConn/.style = {very thick, ->, -latex, shorten <=1mm, shorten >=1mm}} + + \tikzset{styAnnotDef/.style = {rectangle, rounded corners, draw=black, inner xsep=2mm, inner ysep=1mm}} + \tikzset{styLabel/.style = {styAnnotDef, draw=black, fill=gray!10}} + +} + +\newcounter{NoTableEntry} +\renewcommand*{\theNoTableEntry}{NTE-\the\value{NoTableEntry}} + +\newcommand*{\notableentry}{% + \multicolumn{1}{@{}c@{}|}{% + \stepcounter{NoTableEntry}% + \vadjust pre{\zsavepos{\theNoTableEntry t}}% top + \vadjust{\zsavepos{\theNoTableEntry b}}% bottom + \zsavepos{\theNoTableEntry l}% left + \hspace{0pt plus 1filll}% + \zsavepos{\theNoTableEntry r}% right + \tikz[overlay]{% + \draw[red] + let + \n{llx}={\zposx{\theNoTableEntry l}sp-\zposx{\theNoTableEntry r}sp}, + \n{urx}={0}, + \n{lly}={\zposy{\theNoTableEntry b}sp-\zposy{\theNoTableEntry r}sp}, + \n{ury}={\zposy{\theNoTableEntry t}sp-\zposy{\theNoTableEntry r}sp} + in + (\n{llx}, \n{lly}) -- (\n{urx}, \n{ury}) + (\n{llx}, \n{ury}) -- (\n{urx}, \n{lly}) + ; + }% + }% +} + +\makeatletter +\newcommand{\captionabove}[2][] +{ + \vskip-\abovecaptionskip + \vskip+\belowcaptionskip + \ifx\@nnil#1\@nnil + \caption{#2}% + \else + \caption[#1]{#2}% + \fi + \vskip+\abovecaptionskip + \vskip-\belowcaptionskip +} + +% automatic period at the end of footnote +\makeatletter% +\long\def\@makefntext#1{% + \parindent 1em\noindent \hb@xt@ 1.8em{\hss\@makefnmark}#1.} +\makeatother \ No newline at end of file From bbfe41575dd08b5dd861ce3a4a358ec9ec896a65 Mon Sep 17 00:00:00 2001 From: Anabra Date: Sun, 31 Mar 2019 03:12:09 +0200 Subject: [PATCH 03/15] Finished related work --- papers/stcs-2019/article/related-work.notes | 39 +++++- papers/stcs-2019/article/tex/bib_database.bib | 117 ++++++++++++++++-- papers/stcs-2019/article/tex/main.pdf | Bin 250207 -> 277048 bytes papers/stcs-2019/article/tex/main.tex | 2 +- papers/stcs-2019/article/tex/related-work.tex | 64 ++++++++-- 5 files changed, 201 insertions(+), 21 deletions(-) diff --git a/papers/stcs-2019/article/related-work.notes b/papers/stcs-2019/article/related-work.notes index 25053d20..7a59fddd 100644 --- a/papers/stcs-2019/article/related-work.notes +++ b/papers/stcs-2019/article/related-work.notes @@ -1,4 +1,6 @@ GRIN: + - Boq: + - HPT ~ Andersen - UHC - goal: - complete compiler @@ -9,6 +11,7 @@ GRIN: - has its own front end - synchronous exceptions (throw + catch) - new AST constructs (Boquist GRIN with try/catch monadic operations) + - bad GC - JHC (Meacham GRIN) - some modifications to GRIN: - mutable variables @@ -35,21 +38,47 @@ GRIN: - LLVM codegen +GHC: + - multi-threading + - async exceptions + - incremental conmpilation + - language extensions (FE) + - STM (software transactional memory) - monadic API + Whole program opt: - Intel - goal: - highly optimized code generation: (e.g.: vectorization) - for highly demanding computatons (numerical algorithms) - - has no FE, receives external core from GHC + - has no FE (uses GHC), receives external core from GHC - some extra work required see Notes - two parts: HRC (front end), FLRC (optimizer) [written in MLton] - - FLRC: - - general BE for (strict) functonal languages + - FLRC (Functional Language Research Compiler): + - general BE for (strict) functional languages - has pointers - - no whole program defunctionalization + - no whole program defunctionalization (ptrs instead of eval) - has basic blocks + - sync exceptions + - multi-threading - long running research project: optimizing compiler for functional languages (one of them FE is HRC) - - MLton: compiler for standard ML + + - MLton: + - goal: + - compiler for standard ML + - efficiency + - own FE (why?) + - whole program optimization + - defunctorization: + - expose types hidden by functors (paramerized modules) + - expose function calls accross modules + - IR: + - has many different IRs (each can explicitly express a certain feature, making the analysis easier) + - basic block + - 0CFA ~ similar to defunc. (language can be higher order) (follows closures instead of tags) - on which IR + - contification: + - functions used as continuations turned into jumps + - tries to transform recursive calls into tail calls + "Our GRIN": - SSA diff --git a/papers/stcs-2019/article/tex/bib_database.bib b/papers/stcs-2019/article/tex/bib_database.bib index ccc5e239..a0c5932c 100644 --- a/papers/stcs-2019/article/tex/bib_database.bib +++ b/papers/stcs-2019/article/tex/bib_database.bib @@ -34,10 +34,20 @@ @mastersthesis year = {2010} } +@article +{ + hbc, + title={{Haskell B. user manual}}, + author={{Augustsson, Lennart}}, + journal={{Programming methodology group report, Dept. of Comp. Sci, Chalmers Univ. of Technology, G{\"o}teborg, Sweden}}, + year={1992} +} + + @inproceedings { uhc, - author = {Dijkstra, Atze and Fokker, Jeroen and Swierstra, S. Doaitse}, + author = {{Dijkstra, Atze and Fokker, Jeroen and Swierstra, S. Doaitse}}, title = {{The Architecture of the Utrecht Haskell Compiler}}, booktitle = {{Proceedings of the 2Nd ACM SIGPLAN Symposium on Haskell}}, series = {Haskell '09}, @@ -55,8 +65,9 @@ @inproceedings } @article -{ hrc, - author = {Liu, Hai and Glew, Neal and Petersen, Leaf and Anderson, Todd A.}, +{ + hrc, + author = {{Liu, Hai and Glew, Neal and Petersen, Leaf and Anderson, Todd A.}}, title = {{The Intel Labs Haskell Research Compiler}}, journal = {{SIGPLAN Not.}}, issue_date = {December 2013}, @@ -75,8 +86,31 @@ @article keywords = {compiler optimization, functional language compiler, haskell}, } +@article +{ + hrc-simd, + author = {{Petersen, Leaf and Orchard, Dominic and Glew, Neal}}, + title = {{Automatic SIMD Vectorization for Haskell}}, + journal = {{SIGPLAN Not.}}, + issue_date = {September 2013}, + volume = {48}, + number = {9}, + month = sep, + year = {2013}, + issn = {0362-1340}, + pages = {25--36}, + numpages = {12}, + url = {http://doi.acm.org/10.1145/2544174.2500605}, + doi = {10.1145/2544174.2500605}, + acmid = {2500605}, + publisher = {ACM}, + address = {New York, NY, USA}, + keywords = {compiler optimization, functional languages, haskell, simd, vectorization}, +} + @inproceedings -{ haskell-gap, +{ + haskell-gap, author = {Petersen, Leaf and Anderson, Todd A. and Liu, Hai and Glew, Neal}, title = {{Measuring the Haskell Gap}}, booktitle = {{Proceedings of the 25th Symposium on Implementation and Application of Functional Languages}}, @@ -94,10 +128,11 @@ @inproceedings address = {New York, NY, USA}, } -@techreport{ +@techreport +{ mlton-llvm, author = {Brian Andrew Leibig}, - title = {An LLVM Back-end for MLton}, + title = {{An LLVM Back-end for MLton}}, year = {2013}, url = {https://www.cs.rit.edu/~mtf/student-resources/20124_leibig_msproject.pdf}, note = {A Project Report Submitted in Partial Fulfillment of the Requirements for the Degree of Master of Science in Computer Science}, @@ -166,7 +201,7 @@ @misc @inproceedings { ghc, - author = {Hall, Cordelia V. and Hammond, Kevin and Partain, Will and Peyton Jones, Simon L. and Wadler, Philip}, + author = {{Hall, Cordelia V. and Hammond, Kevin and Partain, Will and Peyton Jones, Simon L. and Wadler, Philip}}, title = {{The Glasgow Haskell Compiler: A Retrospective}}, booktitle = {{Proceedings of the 1992 Glasgow Workshop on Functional Programming}}, year = {1993}, @@ -182,7 +217,7 @@ @inproceedings @article { idris, - title={Idris, a general-purpose dependently typed programming language: Design and implementation}, + title={{Idris, a general-purpose dependently typed programming language: Design and implementation}}, volume={23}, DOI={10.1017/S095679681300018X}, number={5}, @@ -191,4 +226,70 @@ @article author={{Brady, Edwin}}, year={2013}, pages={552–593} +} + +@phdthesis +{ + andersen-ptr, + title={{Program analysis and specialization for the C programming language}}, + author={{Andersen, Lars Ole}}, + year={1994}, + school={University of Cophenhagen} +} + +@article +{ + ajhc, + author = {{Okabe, Kiwamu and Muranushi, Takayuki}}, + title = {{Systems Demonstration: Writing NetBSD Sound Drivers in Haskell}}, + journal = {{SIGPLAN Not.}}, + issue_date = {December 2014}, + volume = {49}, + number = {12}, + month = sep, + year = {2014}, + issn = {0362-1340}, + pages = {77--78}, + numpages = {2}, + url = {http://doi.acm.org/10.1145/2775050.2633370}, + doi = {10.1145/2775050.2633370}, + acmid = {2633370}, + publisher = {ACM}, + address = {New York, NY, USA}, + keywords = {languages, performance}, +} + +@misc +{ + jhc, + title={{JHC}}, + author={{John Meacham}}, + url={http://repetae.net/computer/jhc/jhc.shtml} +} + +@article +{ + lambda-cube, + title={{Lambda calculi with types}}, + author={{Barendregt, Henk P}}, + year={1992}, + publisher={Oxford: Clarendon Press} +} + +@article +{ + pts-berardi, + title={{Towards a mathematical analysis of the Coquand-Huet calculus of constructions and the other systems in Barendregt’s cube}}, + author={{Berardi, Stefano}}, + journal={Technica1 report, Carnegie-Me11on University (USA) and Universita di Torino (Ita1y)}, + year={1988} +} + +@article +{ + pts-terlouw, + title={{Een nadere bewijstheoretische analyse van GSTT’s}}, + author={{Terlouw, Jan}}, + journal={Manuscript (in Dutch)}, + year={1989} } \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/main.pdf b/papers/stcs-2019/article/tex/main.pdf index 7ce70a32e4eb0a30ba898b3597fdd8f403271828..db6daab65327de79fdfbee4025e7ce6aa0afa394 100644 GIT binary patch delta 127123 zcmZsiQ&`{u*X^@ilWn`n=ETW0*|uxypKaT=ZQC{3wvF??2Uq92+n4)hKhOH@wbph% za_a*M6~%8c2?iEM4mgV0#i12Awx7hz#CC?3aD04lOtL1nX3plsY|JdoDRE_BG=QdN z!g?#J&vVVJRw-@Rk@vyW>Y#4PatF<|ic;C8x383x7$R~Iu^IjM+XG}cu2m)T5WcrL-YE#;WH%y00PTH+mMTNl0Ka)O*T$iZ|ju#21yEF#aNHPe0MBY1QG zJN4TE)LWFA7pK2sdcmXslRr4_XJd;}6Yh+Jw9l4Y_ZDErn)A?VQ9Zy?^{)CUOeqhJkH;`E{7av;^|kEb9r!zM4R;wNQ1D5?zXy?>wQCT z&O{SuErU~N*i25St+bBHfGi1BxtgjO_48)~+;@v?!-1LpOzxe}yma^(jjuIRY${vA 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Thus, they either compromise on low level efficiency, or contain ad hoc modifications compared to the original specification. - Our goal is to provide a full-fledged implementation of GRIN by combining the currently available best technologies like LLVM~\cite{llvm-2004}, and measure the framework's effectiveness compared to some of the most well-known functional language compilers such as the Glasgow Haskell Compiler~\cite{ghc} and the Idris compiler~\cite{idris}. We also present some improvements to the already existing components of the framework. Some of these improvements include a typed representation for the intermediate language and an interprocedural program optimization, the dead data elimination. + Our goal is to provide a full-fledged implementation of GRIN by combining the currently available best technologies like LLVM~\cite{llvm-2004}, and evaluate the framework's effectiveness by measuring how the optimizer improves the performance of certain programs. We also present some improvements to the already existing components of the framework. Some of these improvements include a typed representation for the intermediate language and an interprocedural program optimization, the dead data elimination. \end{abstract} \end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/bib_database.bib b/papers/stcs-2019/article/tex/bib_database.bib index a0c5932c..f4819d40 100644 --- a/papers/stcs-2019/article/tex/bib_database.bib +++ b/papers/stcs-2019/article/tex/bib_database.bib @@ -183,7 +183,7 @@ @inproceedings { llvm-2004, author = {Chris Lattner and Vikram Adve}, - title = {{LLVM}: A Compilation Framework for Lifelong Program Analysis and Transformation}, + title = {{LLVM: A Compilation Framework for Lifelong Program Analysis and Transformation}}, booktitle = {CGO}, address = {San Jose, CA, USA}, month = {Mar}, @@ -191,6 +191,20 @@ @inproceedings pages = {75--88}, } +@misc +{ + opt, + title = {{Modular LLVM Analyzer and Optimizer}}, + url = {http://llvm.org/docs/CommandGuide/opt.html} +} + +@misc +{ + llc, + title = {{LLVM Static Compiler}}, + url = {https://llvm.org/docs/CommandGuide/llc.html} +} + @misc { clang, @@ -292,4 +306,13 @@ @article author={{Terlouw, Jan}}, journal={Manuscript (in Dutch)}, year={1989} +} + +@book +{ + tdd-idris, + title={{Type-driven development with Idris}}, + author={{Brady, Edwin}}, + year={2017}, + publisher={Manning Publications Company} } \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/dde.tex b/papers/stcs-2019/article/tex/dde.tex index b597635a..1f144d46 100644 --- a/papers/stcs-2019/article/tex/dde.tex +++ b/papers/stcs-2019/article/tex/dde.tex @@ -3,7 +3,7 @@ % TODO: reference Remi Turk & HRC - Conventional dead code eliminating optimizations usually only remove statements or expressions from programs; however, \emph{dead data elimination} can transform the underlying data structures themselves. Essentially, it can specialize a certain data structure for a given use-site by removing or transforming unnecessary parts of it. It is a very powerful optimization technique that can significantly decrease memory usage and reduce the number of heap operations. + Conventional dead code eliminating optimizations usually only remove statements or expressions from programs; however, \emph{dead data elimination} can transform the underlying data structures themselves. Essentially, it can specialize a certain data structure for a given use-site by removing or transforming unnecessary parts of it. It is a very powerful optimization technique that --- given the right circumstances --- can significantly decrease memory usage and reduce the number of heap operations. \subsection{Dead Data Elimination in GRIN} diff --git a/papers/stcs-2019/article/tex/main.pdf b/papers/stcs-2019/article/tex/main.pdf index db6daab65327de79fdfbee4025e7ce6aa0afa394..0c8a4a5d8f83de7372592212754c6fe10e33a8fb 100644 GIT binary patch delta 409948 zcmZs?Lv$`&v}hTe*tTukwr$&XzSy?yoY=N)+qO@V`tPl3)qA}?#_sH~TXT*zSNk(! zIrr$!W_cA7h$EM<=R+r42Q0lt34^rUQ5GCZEM^WLI6Ry-7d{R}vInuo? z;Ivt%lvLY94EJ0?7Xh?tkl7Xu@?wj9jK+)3p#~0T3(r4S=8kjwZ=kXVaM%H8OZL$| z^D1DU_B_uXpf}ZByXv!&ut1V1pr}X-(^4Pr$g8pPQl}3}qTD^Wzq`Hs4sX^T*g*x` zQOOBY%BpF#!dDONE9=3jsTylLO^^QA;#3&wo^C)wcbY)HKfMpA?&tjJTr!lf$F~fh zf45xu2$^AiFUpRjkM-dPyj+z)??>?LU^0et&Tl^~F;-pG8;A~BqSet>g~u`w>;-~9 z#6I@F+YPy(0>;5T41)=`qBxmjqvVQ-m)cj_)b{9Y;~cHkKu$3w44HX$pBAqhnX_hQ zLnX%s&IV$)S#UF0@>p3eC$!;ocEL=14){ZtpST%7&9qw_*qW{Yg`lBxWh<*p;msmM z_QW>|b?RqIw;qAH{LdkZ^Gr6}8 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\subfile{related-work} - \section{Graph Reduction Intermediate Notation} \subfile{grin} + \section{Related Work} + \subfile{related-work} + \section{Compiling to LLVM} \subfile{llvm} @@ -32,6 +32,9 @@ \section{Dead Data Elimination} \subfile{dde} + \section{Results} + \subfile{results} + % \section{Applications of Dead Data Elimination} % \subfile{dde-app} diff --git a/papers/stcs-2019/article/tex/results.tex b/papers/stcs-2019/article/tex/results.tex new file mode 100644 index 00000000..7478930e --- /dev/null +++ b/papers/stcs-2019/article/tex/results.tex @@ -0,0 +1,205 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + In this section, we present the initial results of our implementation of the GRIN framework. The measurements presented here can only be considered preliminary, given the compiler needs further work to be comparable to systems like the Glasgow Haskell Compiler or the Idris compiler~\cite{idris}. Nevertheless, these statistics are still relevant, since they provide valuable information about the effectiveness of the optimizer. + + %TODO: compilation process to different section + \subsection{Setup} + + %TODO: include code of Length + The measurements were taken using the Idris front end and LLVM back end of the compiler. Each test program --- besides ``Length" --- was taken from the book \textit{Type-driven development with Idris}~\cite{tdd-idris} by Edwin Brady. These are small Idris programs demonstrating a certain aspect of the language. + + \subsubsection{Front end} + + The front end uses the bytecode produced by the Idris compiler to generate the GRIN intermediate representation. The code generation itself is really simple, the difficult part of refining the original program is handled by the optimizer. + + \subsubsection{Optimizer} + + The optimization pipeline consists of three stages. In the first stage, the optimizer iteratively runs the so-called \textit{regular optimizations}. These are the program transformations described in Urban Boquist's PhD thesis~\cite{boquist-phd}. A given pipeline of these transformations are run until the code reaches a fixed-point, and cannot be optimized any further. This set of transformation are not formally proven to be confluent, so theoretically different pipelines can result in different fixed-points\footnote{Although, experiments suggest that these transformations \textit{are} confluent}. Furthermore, some of these transformations can work against each other, so a fixed-point may not always exist. In this case, the pipeline can be caught in a loop, where the program returns to the same state over and over again. Fortunately, these loops can be detected, and the transformation pipeline can be terminated. + + %TODO: use process diagram template from TDK + \vspace{-0.6cm} + \begin{figure}[H] + \centering + \begin{adjustbox}{scale = 1.3} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + %\hspace{-1cm} + \begin{tikzpicture}[ node distance = 1.5cm and 3cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [draw=black] (cg) {Code gen.}; + \node [draw=black] (ro1) [right =of cg] {Regular Opts.}; + \node [draw=black] (dde) [right =2.5cm of ro1] {DDE}; + \node [draw=black] (ro2) [right =2.5cm of dde] {Regular Opts.}; + + \path[-{Stealth[scale=1.5]}] + (cg) edge [] (ro1) + (ro1) edge [loop] (ro1) + (ro1) edge [] (dde) + (dde) edge [] (ro2) + (ro2) edge [loop] (ro2); + + + \end{tikzpicture} + \end{adjustbox} + \caption{The optimization stages} + \label{fig:-measurement-pipeline} + \end{figure} + + Following that, in the second stage, the optimizer runs the \textit{dead data elimination pass}. This pass can be quite demanding on both the memory usage and the execution time due to the several data-flow analyses the transformation requires. Also, it is a rather specific transformation, which means, running it multiple times might not improve the code any further. As a consequence, the dead data elimination pass is executed only a single time during the entire optimization process. Since the dead data elimination pass can enable other optimizations, the optimizer runs the regular optimizations a second time right after the DDE pass. + + \subsubsection{Back end} + + %TODO: optimization levels? + After the optimization process, the optimized GRIN code is passed onto the back end, which then generates an executable using the LLVM compiler framework. The input of the back end consists of the optimized GRIN code, the primitive operations of Idris and a minimal runtime (the latter two are both implemented in C). Currently, the runtime is only responsible for allocating heap memory for the program, and at this point it does not include a garbage collector. + + The first task of the back end is to compile the GRIN code into LLVM IR code which is then optimized further by the LLVM Modular Optimizer~\cite{opt}. After that, the optimized LLVM code is compiled into an object file by the LLVM Static Compiler~\cite{llc}. Finally, Clang links together the object file with the C-implemented primitive operations and the runtime, and generates an executable binary. + + \subsection{Measured metrics} + + % DONE + %- idris FR, LLVM BE + %- small programs from TDD + %- simple code generation + %- no GC + %- pipeline setup + + % TODO + %- cant compare to IC + %- compile & runtime stats for GRIN IR + %- runtime stats for binary + + + \begin{figure} + \hspace{-0.5cm} + \renewcommand{\figurename}{Diagram} + \caption{Length - GRIN statistics} + \label{diagram:length-stats} + \addtocounter{figure}{-1} + \begin{minipage}{0.5\textwidth} + \subcaption{Runtime} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{length-runtime.png}} + \end{minipage} + \begin{minipage}{0.5\textwidth} + \subcaption{Compile time} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{length-compile-time.png}} + \end{minipage} + \end{figure} + + \begin{figure} + \hspace{-0.5cm} + \renewcommand{\figurename}{Diagram} + \caption{Exact length - GRIN statistics} + \label{diagram:exact-length-stats} + \addtocounter{figure}{-1} + \begin{minipage}{0.5\textwidth} + \subcaption{Runtime} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{exact-length-runtime.png}} + \end{minipage} + \begin{minipage}{0.5\textwidth} + \subcaption{Compile time} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{exact-length-compile-time.png}} + \end{minipage} + \end{figure} + + \begin{figure} + \hspace{-0.5cm} + \renewcommand{\figurename}{Diagram} + \caption{Type level functions - GRIN statistics} + \label{diagram:tyfuns-stats} + \addtocounter{figure}{-1} + \begin{minipage}{0.5\textwidth} + \subcaption{Runtime} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{tyfuns-runtime.png}} + \end{minipage} + \begin{minipage}{0.5\textwidth} + \subcaption{Compile time} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{tyfuns-compile-time.png}} + \end{minipage} + \end{figure} + + \begin{figure} + \hspace{-0.5cm} + \renewcommand{\figurename}{Diagram} + \caption{Reverse - GRIN statistics} + \label{diagram:reverse-stats} + \addtocounter{figure}{-1} + \begin{minipage}{0.5\textwidth} + \subcaption{Runtime} + \label{diagram:reverse-stats-a} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{reverse-runtime.png}} + \end{minipage} + \begin{minipage}{0.5\textwidth} + \subcaption{Compile time} + \label{diagram:reverse-stats-b} + \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{reverse-compile-time.png}} + \end{minipage} + \end{figure} + + \begin{center} + \begin{minipage}{0.6\linewidth} + \captionof{table}{Length - binary statistics} + \label{table:length-binary-results} + \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] + Stage & Size & Instructions & Stores & Loads \\ + \hline\hline + \pilcode{normal-O0} & 23928 & 769588 & 212567 & 233305 \\\hline + \pilcode{normal-O3} & 23928 & 550065 & 160252 & 170202 \\\hline + \pilcode{regular-opt} & 19832 & 257397 & 14848 & 45499 \\\hline + \pilcode{dde-O0} & 15736 & 256062 & 14243 & 45083 \\\hline + \pilcode{dde-O3} & 15736 & 284970 & 33929 & 54555 \\ + \end{tcolorbox} + \end{minipage} + \end{center} + + \begin{center} + \begin{minipage}{0.58\linewidth} + \captionof{table}{Exact length - binary statistics} + \label{table:exact-length-binary-results} + \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] + Stage & Size & Instructions & Stores & Loads \\ + \hline\hline + \pilcode{normal-O0} & 18800 & 188469 & 14852 & 46566 \\\hline + \pilcode{normal-O3} & 14704 & 187380 & 14621 & 46233 \\\hline + \pilcode{regular-opt} & 10608 & 183560 & 13462 & 45214 \\\hline + \pilcode{dde-O0} & 10608 & 183413 & 13431 & 45189 \\\hline + \pilcode{dde-O3} & 10608 & 183322 & 13430 & 44226 \\ + \end{tcolorbox} + \end{minipage} + \end{center} + + \begin{center} + \begin{minipage}{0.58\linewidth} + \captionof{table}{Type level functions - binary statistics} + \label{table:tyfuns-binary-results} + \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] + Stage & Size & Instructions & Stores & Loads \\ + \hline\hline + \pilcode{normal-O0} & 65128 & 383012 & 49191 & 86754 \\\hline + \pilcode{normal-O3} & 69224 & 377165 & 47556 & 84156 \\\hline + \pilcode{regular-opt} & 36456 & 312122 & 34340 & 71162 \\\hline + \pilcode{dde-O0} & 32360 & 312075 & 34331 & 70530 \\\hline + \pilcode{dde-O3} & 28264 & 309822 & 33943 & 70386 \\ + \end{tcolorbox} + \end{minipage} + \end{center} + + \begin{center} + \begin{minipage}{0.62\linewidth} + \captionof{table}{Reverse - binary statistics} + \label{table:reverse-binary-results} + \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] + Stage & Size & Instructions & Stores & Loads \\ + \hline\hline + \pilcode{normal-O0} & 27112 & 240983 & 25018 & 58253 \\\hline + \pilcode{normal-O3} & 31208 & 236570 & 23808 & 56617 \\\hline + \pilcode{regular-opt-O0} & 14824 & 222085 & 19757 & 53125 \\\hline + \pilcode{regular-opt-O3} & 14824 & 220837 & 19599 & 52827 \\ + \end{tcolorbox} + \end{minipage} + \end{center} + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/style.sty b/papers/stcs-2019/article/tex/style.sty index c1a4c4ad..f5849556 100644 --- a/papers/stcs-2019/article/tex/style.sty +++ b/papers/stcs-2019/article/tex/style.sty @@ -21,7 +21,10 @@ \usepackage{caption} \usepackage{graphicx} \graphicspath{ {../img/} } -\usepackage[bottom]{footmisc} +\usepackage[bottom,perpage]{footmisc} +\usepackage{chngcntr} +\counterwithin{figure}{section} +\counterwithin{table}{section} \usepackage{enumitem} \setlist{nosep} From efafabd10dc8bd53355b0d8132175d6b1e608b0c Mon Sep 17 00:00:00 2001 From: Anabra Date: Fri, 5 Apr 2019 14:07:40 +0200 Subject: [PATCH 05/15] Some work on Results, Idris FE & DDE Added some exra info to Related work Added some extra info t DDE (intro and last two subsections) Extracted compilation process to Idris Front End Minimal work on Results --- papers/stcs-2019/article/related-work.notes | 10 ++-- papers/stcs-2019/article/tex/bib_database.bib | 8 +++ papers/stcs-2019/article/tex/dde.tex | 9 ++- .../stcs-2019/article/tex/idris-front-end.tex | 54 +++++++++++++++++ papers/stcs-2019/article/tex/main.pdf | Bin 501801 -> 503295 bytes papers/stcs-2019/article/tex/main.tex | 5 +- papers/stcs-2019/article/tex/related-work.tex | 8 ++- papers/stcs-2019/article/tex/results.tex | 55 ++---------------- 8 files changed, 88 insertions(+), 61 deletions(-) create mode 100644 papers/stcs-2019/article/tex/idris-front-end.tex diff --git a/papers/stcs-2019/article/related-work.notes b/papers/stcs-2019/article/related-work.notes index 7a59fddd..2fd478d1 100644 --- a/papers/stcs-2019/article/related-work.notes +++ b/papers/stcs-2019/article/related-work.notes @@ -61,9 +61,9 @@ Whole program opt: - sync exceptions - multi-threading - long running research project: optimizing compiler for functional languages (one of them FE is HRC) - - - MLton: - - goal: + + - MLton: + - goal: - compiler for standard ML - efficiency - own FE (why?) @@ -88,8 +88,8 @@ Notes: - core vs STG: - core has some invariants (e.g.: [RealWorld] token chain) - STG is for codegen (ctors/primops are saturated) - - dentational semantics ~ lamcalc - - operation semantics ~ how to execute STG like an imperative language (funcalls to sequences) + - denotational semantics ~ execution of lambda calculus + - operationaé semantics ~ how to execute STG like an imperative language (funcalls to sequences) - C-- (like LLVM befor LLVM) - imperative - to their own machine code or LLVM diff --git a/papers/stcs-2019/article/tex/bib_database.bib b/papers/stcs-2019/article/tex/bib_database.bib index f4819d40..d0b6cd35 100644 --- a/papers/stcs-2019/article/tex/bib_database.bib +++ b/papers/stcs-2019/article/tex/bib_database.bib @@ -281,6 +281,14 @@ @misc url={http://repetae.net/computer/jhc/jhc.shtml} } +@misc +{ + lhc, + title={{LLVM Haskell Compiler}}, + author={{David Himmelstrup}}, + url={http://lhc-compiler.blogspot.com/} +} + @article { lambda-cube, diff --git a/papers/stcs-2019/article/tex/dde.tex b/papers/stcs-2019/article/tex/dde.tex index 1f144d46..6b143167 100644 --- a/papers/stcs-2019/article/tex/dde.tex +++ b/papers/stcs-2019/article/tex/dde.tex @@ -2,9 +2,12 @@ \begin{document} % TODO: reference Remi Turk & HRC + % TODO: example for length Conventional dead code eliminating optimizations usually only remove statements or expressions from programs; however, \emph{dead data elimination} can transform the underlying data structures themselves. Essentially, it can specialize a certain data structure for a given use-site by removing or transforming unnecessary parts of it. It is a very powerful optimization technique that --- given the right circumstances --- can significantly decrease memory usage and reduce the number of heap operations. + Within the framework of GRIN, it was Remi Turk, who presented the initial version of dead data elimination in his master's thesis~\cite{remi-masters}. His original implementation used intraprocedural analyses and an untyped representation of GRIN. We extended the algorithm with interprocedural analyses, and improved the ``dummification" process (see Sections~\ref{subsec:producers-and-consumers}~and~\ref{subsec:undefined}). In the followings we present a high level overview of the original dead data elimination algorithm, as well as detail some of our modifications. + \subsection{Dead Data Elimination in GRIN} In the context of GRIN, dead data elimination removes dead fields of data constructors (or nodes) for both definition- and use-sites. In the followings, we will refer to definition-sites as \emph{producers} and to use-sites as \emph{consumers}. Producers and consumers are in a \emph{many-to-many} relationship with each other. A producer can define a variable used by many consumers, and a consumer can use a variable possibly defined by many producers. It only depends on the control-flow of the program. Program~code~\ref{code:dde-simple} illustrates dead data elimination on a very simple example with a single producer and a single consumer. @@ -93,6 +96,7 @@ On a higher abstraction level, the result of the created-by analysis can be interpreted as a bipartite graph between producers and consumers. One group of nodes represents the producers and the other one represents the consumers. A producer is connected to a consumer if and only if the value created by the producer can be consumed by the consumer. Furthermore, each component of the graph corresponds to producer-consumer group. Each producer inside the group can only create values consumed by the consumers inside the same group, and a similar statement holds for the consumers as well. \subsection{Transforming Producers and Consumers} + \label{subsec:producers-and-consumers} As mentioned earlier, the transformation applied by dead data elimination can be specific for each producer-consumer group, and both the producers and the consumers have to be transformed. Also, the transformation can not always simply remove the dead field of a producer. Take a look at Figure~\ref{fig:producers-and-consumers}. @@ -122,8 +126,11 @@ As we can see, producers $P_1$ and $P_2$ share a common consumer $C_2$. Let's assume, that the shared value is a \pilcode{CPair} node with two fields, and neither $C_1$, nor $C_2$ uses the first field of that node. This means, the first field of the \pilcode{CPair} node is locally dead for producer $P_1$. Also, suppose that $C_3$ does use the first field of that node, meaning it is live for $P_2$, hence it cannot be removed. In this situation, if the transformation were to remove the locally dead field from $P_1$, then it would lead to a type mismatch at $C_2$, since $C_2$ would receive two \pilcode{CPair} nodes with different number of arguments, with possibly different types for their first fields. In order to resolve this issue the transformation has to rename the tag at $P_1$ to \pilcode{CPair'}, and create new patterns for \pilcode{CPair'} at $C_1$ and $C_2$ by duplicating and renaming the existing ones for \pilcode{CPair}. This way, we can avoid potential memory operations at the cost of code duplication. + In fact, even the code duplication can be circumvented by introducing the notion of \emph{basic blocks} to the intermediate representation. This way, we still need to generate new alternatives (new patterns), but their right-hand sides will be simple jump instructions to the basic blocks of the original alternative's right-hand side. + \subsection{The \pilcode{undefined} value} + \label{subsec:undefined} - Another option would be to only \emph{dummify} the locally dead fields. In other words, instead of removing the field at the producer and restructuring the consumers, the transformation could simply introduce a dummy value for that field. The dummy value could be any placeholder with the same type as the locally dead field. For instance, it could be any literal of that type. A more sophisticated solution would be to introduce an undefined value. The \pilcode{undefined} value is a placeholder as well, but it carries much more information. By marking certain values undefined instead of just introducing placeholder literals, we can facilitate other optimizations down the pipeline. However, each \pilcode{undefined} value has to be explicitly type annotated for the heap points-to analysis to work correctly. Unlike the other approach mentioned earlier, this alternative avoids any code duplication. + Another option would be to only \emph{dummify} the locally dead fields. In other words, instead of removing the field at the producer and restructuring the consumers, the transformation could simply introduce a dummy value for that field. The dummy value could be any placeholder with the same type as the locally dead field. For instance, it could be any literal of that type. A more sophisticated solution would be to introduce an undefined value. The \pilcode{undefined} value is a placeholder as well, but it carries much more information. By marking certain values undefined instead of just introducing placeholder literals, we can facilitate other optimizations down the pipeline. However, each \pilcode{undefined} value has to be explicitly type annotated for the heap points-to analysis to work correctly. Just like the other approach mentioned earlier, this alternative also solves the problem of code duplication at the cost of some modifications to the intermediate representation. \end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/idris-front-end.tex b/papers/stcs-2019/article/tex/idris-front-end.tex new file mode 100644 index 00000000..2c8f0b3e --- /dev/null +++ b/papers/stcs-2019/article/tex/idris-front-end.tex @@ -0,0 +1,54 @@ +\documentclass[main.tex]{subfiles} +\begin{document} + + Currently, our compiler uses the Idris compiler as its front end. The infrastructure can be divided into three components: the front end, that is responsible for generating GRIN IR from the Idris byte code; the optimizer, that applies GRIN-to-GRIN transformations to the GRIN program, possibly improving its performance; and the back end, that compiles the optimized GRIN code into an executable. + + \subsection{Front end} + + The front end uses the bytecode produced by the Idris compiler to generate the GRIN intermediate representation. The code generation itself is really simple, the difficult part of refining the original program is handled by the optimizer. + + \subsection{Optimizer} + + The optimization pipeline consists of three stages. In the first stage, the optimizer iteratively runs the so-called \textit{regular optimizations}. These are the program transformations described in Urban Boquist's PhD thesis~\cite{boquist-phd}. A given pipeline of these transformations are run until the code reaches a fixed-point, and cannot be optimized any further. This set of transformation are not formally proven to be confluent, so theoretically different pipelines can result in different fixed-points\footnote{Although, experiments suggest that these transformations \textit{are} confluent}. Furthermore, some of these transformations can work against each other, so a fixed-point may not always exist. In this case, the pipeline can be caught in a loop, where the program returns to the same state over and over again. Fortunately, these loops can be detected, and the transformation pipeline can be terminated. + + %TODO: use process diagram template from TDK + \vspace{-0.6cm} + \begin{figure}[H] + \centering + \begin{adjustbox}{scale = 1.3} + \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} + + %\hspace{-1cm} + \begin{tikzpicture}[ node distance = 1.5cm and 3cm + , on grid + , loop/.append style={-triangle 60} + ] + + \node [draw=black] (cg) {Code gen.}; + \node [draw=black] (ro1) [right =of cg] {Regular Opts.}; + \node [draw=black] (dde) [right =2.5cm of ro1] {DDE}; + \node [draw=black] (ro2) [right =2.5cm of dde] {Regular Opts.}; + + \path[-{Stealth[scale=1.5]}] + (cg) edge [] (ro1) + (ro1) edge [loop] (ro1) + (ro1) edge [] (dde) + (dde) edge [] (ro2) + (ro2) edge [loop] (ro2); + + + \end{tikzpicture} + \end{adjustbox} + \caption{The optimization stages} + \label{fig:-measurement-pipeline} + \end{figure} + + Following that, in the second stage, the optimizer runs the \textit{dead data elimination pass}. This pass can be quite demanding on both the memory usage and the execution time due to the several data-flow analyses the transformation requires. Also, it is a rather specific transformation, which means, running it multiple times might not improve the code any further. As a consequence, the dead data elimination pass is executed only a single time during the entire optimization process. Since the dead data elimination pass can enable other optimizations, the optimizer runs the regular optimizations a second time right after the DDE pass. + + \subsection{Back end} + + After the optimization process, the optimized GRIN code is passed onto the back end, which then generates an executable using the LLVM compiler framework. The input of the back end consists of the optimized GRIN code, the primitive operations of Idris and a minimal runtime (the latter two are both implemented in C). Currently, the runtime is only responsible for allocating heap memory for the program, and at this point it does not include a garbage collector. + + The first task of the back end is to compile the GRIN code into LLVM IR code which is then optimized further by the LLVM Modular Optimizer~\cite{opt}. After that, the optimized LLVM code is compiled into an object file by the LLVM Static Compiler~\cite{llc}. Finally, Clang links together the object file with the C-implemented primitive operations and the runtime, and generates an executable binary. + +\end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/main.pdf b/papers/stcs-2019/article/tex/main.pdf index 0c8a4a5d8f83de7372592212754c6fe10e33a8fb..cb745aaf4f0d9dbafe4be56aa60a07dafc04d304 100644 GIT binary patch delta 107966 zcmV)EK)}DL&>sKW9uOr^L`E$!E;R}z(A34)3N)9I@d6aFB-slAHkXm{0u!?l3{MOJ zIG2&}0u!@z7!(bc;z$P)1t2mvI5?LeNe3x^S<80gHWJu8(iv%B5w_jz{p=iSe5mOAE#cX>V-vB;8Tl*FsqBF&P>9Tz^oe?uDMbYwJ1{=^s;UQk_(R3FVwO?vQG@w`5w z;%ytueW^{QyZ6RBt18>zsy&K7f4EtHgogD$QD?G5Rvbs$T=(?-=a2uoTBNIdZUVlp z=?WE(Ypg%ooimMv)Z3G{!J^GHuC5|9ynQ~tGDjT~+Wp>!CR}$t@ZHU!|B2NMfv_~_C!6|>i4vq{S9jBx%LosJAl)B}=rwCOy5AdOP? zmn5J6N*d`9(lwbik*?X}QW1)E?>)Js$CTSL1Zsh&#vnWDK?3v^;f^9B^v81lxi z;*&Z^_Ld9eedL2dJDD9Bw3?fLs<6AMBdIG(vuEqL+e( z#W!^Mh&BdT^w6R9E>_nx~qMzP4Dw%4B!T@bV?k%)`VD&Y5hRDb3 zhXzutN(QD=1wB@yRjzrJEIgk9iOgcO%#~gzJ{Z2QdD%fyL=mO*oq&w+zD 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zYvjN8&xaJ6OCIA7&O!CsBB4Ni8O`?hn@pwh7bgicofQ4UaPTHp7qk(#0Yw$<6K$`m Xf15mCiAsgR!3zQd=;)-CWdQ#Vm)Llu diff --git a/papers/stcs-2019/article/tex/main.tex b/papers/stcs-2019/article/tex/main.tex index 26a5481e..30b8a709 100644 --- a/papers/stcs-2019/article/tex/main.tex +++ b/papers/stcs-2019/article/tex/main.tex @@ -29,9 +29,12 @@ \section{Dead Code Elimination} \subfile{dce} - \section{Dead Data Elimination} + \section{Dead Data Elimination} \label{sec:dde} \subfile{dde} + \section{Idris Front End} + \subfile{idris-front-end} + \section{Results} \subfile{results} diff --git a/papers/stcs-2019/article/tex/related-work.tex b/papers/stcs-2019/article/tex/related-work.tex index 46ca430d..6bab879a 100644 --- a/papers/stcs-2019/article/tex/related-work.tex +++ b/papers/stcs-2019/article/tex/related-work.tex @@ -43,7 +43,7 @@ \subsubsection{LHC} - The LLVM Haskell Compiler is Haskell compiler made from reusable libraries using GRIN as its intermediate representation. As its name suggests, it generates LLVM IR code from the intermediate GRIN. + The LLVM Haskell Compiler~\cite{lhc} is Haskell compiler made from reusable libraries using JHC-style GRIN as its intermediate representation. As its name suggests, it generates LLVM IR code from the intermediate GRIN. \subsection{Other Intermediate Representations} @@ -61,9 +61,11 @@ MLton~\cite{mlton} is a widely used Standard ML compiler. It also uses whole program optimization, and focuses on efficiency. - MLton has a wide array of distinct intermediate representations, each serving a different purpose. Each IR can express a certain aspect of the language more precisely than the others, allowing for more convenient implementation of the respective analyses and transformations. They use a technique similar to defunctionalization called 0CFA. This technique serves a very similar purpose to defunctionalization, but instead of following function tags, it tracks function closures. The main advantage of this technique is that it can be applied to higher-order languages as well. Also, MLton supports contification~\cite{contification}, a control-flow based transformation, which turns function calls into continuations. This can expose a lot of additional control-flow information, allowing for a broad range of optimizations such as tail recursive function call optimization. + MLton has a wide array of distinct intermediate representations, each serving a different purpose. Each IR can express a certain aspect of the language more precisely than the others, allowing for more convenient implementation of the respective analyses and transformations. They use a technique similar to defunctionalization called 0CFA. This method serves a very similar purpose to defunctionalization, but instead of following function tags, it tracks function closures. Also, 0CFA can be generalized to KCFA, where $K$ represents the number of different contexts the analysis keeps track of. The variant used by MLton tracks zero different contexts, meaning it is a \textit{context insensitive} analysis. The main advantage of this technique is that it can be applied to higher-order languages as well. - MLton has its own native code generator, but it can also generate LLVM~\cite{mlton-llvm}. + Furthermore, MLton supports contification~\cite{contification}, a control-flow based transformation, which turns function calls into continuations. This can expose a lot of additional control-flow information, allowing for a broad range of optimizations such as tail recursive function call optimization. + + As for its back end, MLton has its own native code generator, but it can also generate LLVM IR code~\cite{mlton-llvm}. % \subsection{Compilers with LLVM Back Ends} diff --git a/papers/stcs-2019/article/tex/results.tex b/papers/stcs-2019/article/tex/results.tex index 7478930e..7133f6a8 100644 --- a/papers/stcs-2019/article/tex/results.tex +++ b/papers/stcs-2019/article/tex/results.tex @@ -3,60 +3,12 @@ In this section, we present the initial results of our implementation of the GRIN framework. The measurements presented here can only be considered preliminary, given the compiler needs further work to be comparable to systems like the Glasgow Haskell Compiler or the Idris compiler~\cite{idris}. Nevertheless, these statistics are still relevant, since they provide valuable information about the effectiveness of the optimizer. - %TODO: compilation process to different section - \subsection{Setup} + \subsection{Measured programs} %TODO: include code of Length - The measurements were taken using the Idris front end and LLVM back end of the compiler. Each test program --- besides ``Length" --- was taken from the book \textit{Type-driven development with Idris}~\cite{tdd-idris} by Edwin Brady. These are small Idris programs demonstrating a certain aspect of the language. + The measurements were taken using the Idris front end and LLVM back end of the compiler. Each test program --- besides ``Length" --- was taken from the book \textit{Type-driven development with Idris}~\cite{tdd-idris} by Edwin Brady. These are small Idris programs demonstrating a certain aspect of the language. - \subsubsection{Front end} - - The front end uses the bytecode produced by the Idris compiler to generate the GRIN intermediate representation. The code generation itself is really simple, the difficult part of refining the original program is handled by the optimizer. - - \subsubsection{Optimizer} - - The optimization pipeline consists of three stages. In the first stage, the optimizer iteratively runs the so-called \textit{regular optimizations}. These are the program transformations described in Urban Boquist's PhD thesis~\cite{boquist-phd}. A given pipeline of these transformations are run until the code reaches a fixed-point, and cannot be optimized any further. This set of transformation are not formally proven to be confluent, so theoretically different pipelines can result in different fixed-points\footnote{Although, experiments suggest that these transformations \textit{are} confluent}. Furthermore, some of these transformations can work against each other, so a fixed-point may not always exist. In this case, the pipeline can be caught in a loop, where the program returns to the same state over and over again. Fortunately, these loops can be detected, and the transformation pipeline can be terminated. - - %TODO: use process diagram template from TDK - \vspace{-0.6cm} - \begin{figure}[H] - \centering - \begin{adjustbox}{scale = 1.3} - \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} - - %\hspace{-1cm} - \begin{tikzpicture}[ node distance = 1.5cm and 3cm - , on grid - , loop/.append style={-triangle 60} - ] - - \node [draw=black] (cg) {Code gen.}; - \node [draw=black] (ro1) [right =of cg] {Regular Opts.}; - \node [draw=black] (dde) [right =2.5cm of ro1] {DDE}; - \node [draw=black] (ro2) [right =2.5cm of dde] {Regular Opts.}; - - \path[-{Stealth[scale=1.5]}] - (cg) edge [] (ro1) - (ro1) edge [loop] (ro1) - (ro1) edge [] (dde) - (dde) edge [] (ro2) - (ro2) edge [loop] (ro2); - - - \end{tikzpicture} - \end{adjustbox} - \caption{The optimization stages} - \label{fig:-measurement-pipeline} - \end{figure} - - Following that, in the second stage, the optimizer runs the \textit{dead data elimination pass}. This pass can be quite demanding on both the memory usage and the execution time due to the several data-flow analyses the transformation requires. Also, it is a rather specific transformation, which means, running it multiple times might not improve the code any further. As a consequence, the dead data elimination pass is executed only a single time during the entire optimization process. Since the dead data elimination pass can enable other optimizations, the optimizer runs the regular optimizations a second time right after the DDE pass. - - \subsubsection{Back end} - - %TODO: optimization levels? - After the optimization process, the optimized GRIN code is passed onto the back end, which then generates an executable using the LLVM compiler framework. The input of the back end consists of the optimized GRIN code, the primitive operations of Idris and a minimal runtime (the latter two are both implemented in C). Currently, the runtime is only responsible for allocating heap memory for the program, and at this point it does not include a garbage collector. - - The first task of the back end is to compile the GRIN code into LLVM IR code which is then optimized further by the LLVM Modular Optimizer~\cite{opt}. After that, the optimized LLVM code is compiled into an object file by the LLVM Static Compiler~\cite{llc}. Finally, Clang links together the object file with the C-implemented primitive operations and the runtime, and generates an executable binary. + ``Length" is an Idris program, measuring the length of a list containing the natural numbers from 1 to 100. This example was mainly constructed to test how the dead data elimination pass can transform the inner structure of a list into a simple natural number (see Section~\ref{sec:dde}). \subsection{Measured metrics} @@ -71,6 +23,7 @@ %- cant compare to IC %- compile & runtime stats for GRIN IR %- runtime stats for binary + %- optimization levels? \begin{figure} From 73c992360bd5afc1d0d7ba90e2346c3e03e45e0f Mon Sep 17 00:00:00 2001 From: Anabra Date: Sat, 6 Apr 2019 16:57:45 +0200 Subject: [PATCH 06/15] Added Measured metrics subsection to Results --- .../stcs-2019/article/tex/idris-front-end.tex | 4 ++- papers/stcs-2019/article/tex/main.pdf | Bin 503295 -> 511595 bytes papers/stcs-2019/article/tex/main.tex | 2 +- papers/stcs-2019/article/tex/results.tex | 30 ++++++++++++++++-- 4 files changed, 31 insertions(+), 5 deletions(-) diff --git a/papers/stcs-2019/article/tex/idris-front-end.tex b/papers/stcs-2019/article/tex/idris-front-end.tex index 2c8f0b3e..ebcb43e3 100644 --- a/papers/stcs-2019/article/tex/idris-front-end.tex +++ b/papers/stcs-2019/article/tex/idris-front-end.tex @@ -8,6 +8,7 @@ The front end uses the bytecode produced by the Idris compiler to generate the GRIN intermediate representation. The code generation itself is really simple, the difficult part of refining the original program is handled by the optimizer. \subsection{Optimizer} + \label{subsec:optimizer} The optimization pipeline consists of three stages. In the first stage, the optimizer iteratively runs the so-called \textit{regular optimizations}. These are the program transformations described in Urban Boquist's PhD thesis~\cite{boquist-phd}. A given pipeline of these transformations are run until the code reaches a fixed-point, and cannot be optimized any further. This set of transformation are not formally proven to be confluent, so theoretically different pipelines can result in different fixed-points\footnote{Although, experiments suggest that these transformations \textit{are} confluent}. Furthermore, some of these transformations can work against each other, so a fixed-point may not always exist. In this case, the pipeline can be caught in a loop, where the program returns to the same state over and over again. Fortunately, these loops can be detected, and the transformation pipeline can be terminated. @@ -40,12 +41,13 @@ \end{tikzpicture} \end{adjustbox} \caption{The optimization stages} - \label{fig:-measurement-pipeline} + \label{fig:measurement-pipeline} \end{figure} Following that, in the second stage, the optimizer runs the \textit{dead data elimination pass}. This pass can be quite demanding on both the memory usage and the execution time due to the several data-flow analyses the transformation requires. Also, it is a rather specific transformation, which means, running it multiple times might not improve the code any further. As a consequence, the dead data elimination pass is executed only a single time during the entire optimization process. Since the dead data elimination pass can enable other optimizations, the optimizer runs the regular optimizations a second time right after the DDE pass. \subsection{Back end} + \label{subsec:llvm-back-end} After the optimization process, the optimized GRIN code is passed onto the back end, which then generates an executable using the LLVM compiler framework. The input of the back end consists of the optimized GRIN code, the primitive operations of Idris and a minimal runtime (the latter two are both implemented in C). 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zbenRsUr1Pbi%xk%>kFRcnus@hGH(@*+3tan!h+^6W^r~gi~NW3o;DGswO(+%0cgH5 z64S)w)Bltuqv(<12))Wj8gPEs;1NZB$>C)YD6AHY{~2 zv9((%GqTGtpDZoqZHOx?t(jXbE1mhZ^{#ZEXXOT1_56UWDlKii+zKnDOfyB9>V@0l zntgYwJ7CqRpQ!b%Ds!qmC=M&N3qstXzdNOFoq=`h4J-Kzoa(o57If>4T%F*hqGJC9 zAluy^X~;2ThXsofW4hx&EuvonBofsu`~=qgBoZG}+)2dZt%pctuCh=3*t+wgfccCD gp8xys<^{F%g!*~f+7XEG3krw}5U{c;YAO-@3%iOQ Date: Sun, 7 Apr 2019 02:36:53 +0200 Subject: [PATCH 07/15] Minor modifications --- papers/stcs-2019/article/tex/abstract.tex | 6 +- papers/stcs-2019/article/tex/actacyb.cls | 125 ++ papers/stcs-2019/article/tex/bib_database.bib | 32 + papers/stcs-2019/article/tex/bibliography.tex | 1 + papers/stcs-2019/article/tex/dce.tex | 2 +- papers/stcs-2019/article/tex/grin.tex | 2 +- .../stcs-2019/article/tex/idris-front-end.tex | 2 +- papers/stcs-2019/article/tex/introduction.tex | 2 +- papers/stcs-2019/article/tex/llncs.cls | 1218 +++++++++++++++++ papers/stcs-2019/article/tex/llvm.tex | 2 +- papers/stcs-2019/article/tex/main.pdf | Bin 511595 -> 524452 bytes papers/stcs-2019/article/tex/main.tex | 32 +- papers/stcs-2019/article/tex/related-work.tex | 8 +- papers/stcs-2019/article/tex/results.tex | 147 +- papers/stcs-2019/article/tex/style.sty | 28 +- 15 files changed, 1523 insertions(+), 84 deletions(-) create mode 100644 papers/stcs-2019/article/tex/actacyb.cls create mode 100644 papers/stcs-2019/article/tex/llncs.cls diff --git a/papers/stcs-2019/article/tex/abstract.tex b/papers/stcs-2019/article/tex/abstract.tex index 02853c7c..3ed61fdc 100644 --- a/papers/stcs-2019/article/tex/abstract.tex +++ b/papers/stcs-2019/article/tex/abstract.tex @@ -2,11 +2,13 @@ \begin{document} \begin{abstract} - GRIN is short for Graph Reduction Intermediate Notation~\cite{boquist-phd}, a modern back end for lazy functional languages. Most of the currently available compilers for such languages share a common flaw: they can only optimize programs on a per-module basis. The GRIN framework allows for interprocedural whole program analysis, enabling optimizing code transformations across functions and modules as well. + GRIN is short for Graph Reduction Intermediate Notation, a modern back end for lazy functional languages. Most of the currently available compilers for such languages share a common flaw: they can only optimize programs on a per-module basis. The GRIN framework allows for interprocedural whole program analysis, enabling optimizing code transformations across functions and modules as well. Some implementations of GRIN already exist, but most of them were developed only for experimentation purposes. Thus, they either compromise on low level efficiency, or contain ad hoc modifications compared to the original specification. - Our goal is to provide a full-fledged implementation of GRIN by combining the currently available best technologies like LLVM~\cite{llvm-2004}, and evaluate the framework's effectiveness by measuring how the optimizer improves the performance of certain programs. We also present some improvements to the already existing components of the framework. Some of these improvements include a typed representation for the intermediate language and an interprocedural program optimization, the dead data elimination. + Our goal is to provide a full-fledged implementation of GRIN by combining the currently available best technologies like LLVM, and evaluate the framework's effectiveness by measuring how the optimizer improves the performance of certain programs. We also present some improvements to the already existing components of the framework. Some of these improvements include a typed representation for the intermediate language and an interprocedural program optimization, the dead data elimination. + + %\keywords{grin \and compiler \and whole program optimization \and intermediate representation \and dead code elimination} \end{abstract} \end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/actacyb.cls b/papers/stcs-2019/article/tex/actacyb.cls new file mode 100644 index 00000000..425d669d --- /dev/null +++ b/papers/stcs-2019/article/tex/actacyb.cls @@ -0,0 +1,125 @@ +%% actacyb.cls -- Style file for Acta Cybernetica articles +%% +%% This file may be distributed and/or modified under the +%% conditions of the LaTeX Project Public License, either version 1.2 +%% of this license or (at your option) any later version. +%% The latest version of this license is in +%% http://www.latex-project.org/lppl.txt +%% and version 1.2 or later is part of all distributions of LaTeX +%% version 1999/12/01 or later. +%% +% TODO +% * transform this to a dtx to allow automatic documentation with docstrip + +\NeedsTeXFormat{LaTeX2e} +\ProvidesClass{actacyb}[2008/05/15 v1.21 Acta Cybernetica article class] +\RequirePackage{amsthm,amssymb,amsmath,lineno,vruler,ifthen} +\LoadClass[10pt,twoside,a4paper]{article} +\newcounter{actasectionstyle} +\setcounter{actasectionstyle}{1} + +\DeclareOption{theoremcontinuousnumbering} +{ + \setcounter{actasectionstyle}{1} +} + +\DeclareOption{theoremsectionnumbering} +{ + \setcounter{actasectionstyle}{2} +} + +\DeclareOption{notnumberedtheorems} +{ + \newtheorem*{nntheorem}{Theorem} + \newtheorem*{nndefinition}{Definition} + \newtheorem*{nnlemma}{Lemma} + \newtheorem*{nnproposition}{Proposition} + \newtheorem*{nncorollary}{Corollary} + \newtheorem*{nnclaim}{Claim} + \theoremstyle{definition} + \newtheorem*{nnexample}{Example} +% \theoremstyle{remark} + \newtheorem*{nnremark}{Remark} + \theoremstyle{plain} +} + +\ExecuteOptions{theoremcontinuousnumbering} +\ProcessOptions + +\RequirePackage{geometry} +\geometry{a4paper,includeheadfoot,textwidth=28cc,textheight=42cc} + +\newcommand{\draft}{\setlength\overfullrule{5pt}} + +\newcommand{\referee}{\linenumbers\modulolinenumbers[1] + %\setvruler[24.7pt][1][2][1][0][30pt][30pt][0pt][\textheight] +} + +\newcommand{\ac@lastpage@putlabel}{ + %\addtocounter{page}{-1} + \immediate\write\@auxout{\string\newlabel{LastPage}{{}{\thepage}}} + %\addtocounter{page}{1} +} +\AtEndDocument{\ac@lastpage@putlabel} + +\newcommand{\ac@volume}{00} +\newcommand{\ac@year}{0000} +\newcommand{\ac@pages}{\thepage--\pageref{LastPage}.} +\newcommand{\ac@headingtitle}{} +\newcommand{\ac@headingauthor}{} +\newcommand{\page}[1]{\setcounter{page}{#1}} + +\newcommand{\acta}[2]{ + \renewcommand{\ac@volume}{#1} + \renewcommand{\ac@year}{#2} +} + +\def\eatone#1{} +\def\eatzero#1{#1} +\def\hideinheader#1{#1} +\def\and{~and~} +\def\aand{and~} + + + +\newcommand{\keywords}[1]{\vspace*{\baselineskip}{\noindent\textbf{Keywords:} #1}} + +\newcommand{\email}[1]{\mbox{E-mail:} \texttt{#1}} + +\renewcommand{\labelenumii}{\theenumii)} +\renewcommand{\p@enumii}{\theenumi.} + +\newcommand{\received}[1]{\AtEndDocument{\smallskip +\centerline{\textit{Received #1}}} +} + + +\ifthenelse{\value{actasectionstyle} = 1} +{ +\newtheorem{theorem}{Theorem} +\newtheorem{definition}{Definition} +\newtheorem{lemma}{Lemma} +\newtheorem{proposition}{Proposition} +\newtheorem{corollary}{Corollary} +\newtheorem{claim}{Claim} +\theoremstyle{definition} +\newtheorem{example}{Example} +%\theoremstyle{remark} +\newtheorem{remark}{Remark} +\theoremstyle{plain} +} +{ +\newtheorem{theorem}{Theorem}[section] +\newtheorem{definition}{Definition}[section] +\newtheorem{lemma}{Lemma}[section] +\newtheorem{proposition}{Proposition}[section] +\newtheorem{corollary}{Corollary}[section] +\newtheorem{claim}{Claim}[section] +\theoremstyle{definition} +\newtheorem{example}{Example}[section] +%\theoremstyle{remark} +\newtheorem{remark}{Remark}[section] +\theoremstyle{plain} +} + +%\sloppy diff --git a/papers/stcs-2019/article/tex/bib_database.bib b/papers/stcs-2019/article/tex/bib_database.bib index d0b6cd35..0827bf96 100644 --- a/papers/stcs-2019/article/tex/bib_database.bib +++ b/papers/stcs-2019/article/tex/bib_database.bib @@ -323,4 +323,36 @@ @book author={{Brady, Edwin}}, year={2017}, publisher={Manning Publications Company} +} + +@inproceedings +{ + systemfc, + title={{System F with type equality coercions}}, + author={{Sulzmann, Martin and Chakravarty, Manuel MT and Jones, Simon Peyton and Donnelly, Kevin}}, + booktitle={{Proceedings of the 2007 ACM SIGPLAN international workshop on Types in languages design and implementation}}, + pages={53--66}, + year={2007}, + organization={ACM} +} + +@book +{ + impl-fun-lang, + author = {{Peyton Jones, Simon}}, + title = {{The Implementation of Functional Programming Languages}}, + year = {1987}, + month = {January}, + publisher = {{Prentice Hall}}, + url = {https://www.microsoft.com/en-us/research/publication/the-implementation-of-functional-programming-languages/}, + note = {{pages 185--219}} +} + +@phdthesis +{ + uhc-exceptional-grin, + title={{Exceptional GRIN}}, + author={{Douma, Christof}}, + year={2006}, + school={{Master’s thesis, Utrecht University, Institute of Information and Computing}} } \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/bibliography.tex b/papers/stcs-2019/article/tex/bibliography.tex index ccf7c21c..adb624f1 100644 --- a/papers/stcs-2019/article/tex/bibliography.tex +++ b/papers/stcs-2019/article/tex/bibliography.tex @@ -5,6 +5,7 @@ \makeatother \bibliographystyle{IEEEtran} + %\bibliographystyle{splncs04} \bibliography{bib_database} \end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/dce.tex b/papers/stcs-2019/article/tex/dce.tex index e3f4c62a..9aba5833 100644 --- a/papers/stcs-2019/article/tex/dce.tex +++ b/papers/stcs-2019/article/tex/dce.tex @@ -7,7 +7,7 @@ The original GRIN framework has three different type of dead code eliminating transformations. These are dead function elimination, dead variable elimination and dead function paramater elimination. In general, the effectiveness of most optimizations solely depends on the accuracy of the information it has about the program. The more precise information it has, the more agressive it can be. Furthermore, running the same transformation but with additional information available, can often yield more efficient code. - In the original framework, the dead code eliminating transformations were provided only a very rough approximation of the liveness of variables and function parameters. In fact, a variable was deemed dead only if it was never used in the program. As a consequence, the required analyses were really fast, but the transformations themselves were very limited as well. + In the original framework, the dead code eliminating transformations were provided only a very rough approximation of the liveness of variables and function parameters. In fact, a variable was deemed dead only if it was never used in the program. As a consequence, the required analyses were really fast, but the transformations themselves were very limited. \subsection{Interprocedural Liveness Analysis} \label{sub-sec:lva} diff --git a/papers/stcs-2019/article/tex/grin.tex b/papers/stcs-2019/article/tex/grin.tex index a307215e..a4906cfb 100644 --- a/papers/stcs-2019/article/tex/grin.tex +++ b/papers/stcs-2019/article/tex/grin.tex @@ -1,7 +1,7 @@ \documentclass[main.tex]{subfiles} \begin{document} - GRIN is short for \emph{Graph Reduction Intermediate Notation}. GRIN consists of an intermediate representation language (IR in the followings) as well as the entire compiler back end framework built around it. GRIN tries to resolve the issues highlighted in Section~\ref{sec-intro} by using interprocedural whole program optimization. + GRIN is short for \emph{Graph Reduction Intermediate Notation}. GRIN consists of an intermediate representation language (IR in the followings) as well as the entire compiler back end framework built around it. GRIN tries to resolve the issues highlighted in Section~\ref{sec:intro} by using interprocedural whole program optimization. Interprocedural program analysis is a type of data-flow analysis that propagates information about certain program elements through function calls. Using interprocedural analyses instead of intraprocedural ones, allows for optimizations across functions. This means the framework can handle the issue of large sets of small interconnecting functions presented by the composable programming style. diff --git a/papers/stcs-2019/article/tex/idris-front-end.tex b/papers/stcs-2019/article/tex/idris-front-end.tex index ebcb43e3..c973132b 100644 --- a/papers/stcs-2019/article/tex/idris-front-end.tex +++ b/papers/stcs-2019/article/tex/idris-front-end.tex @@ -5,7 +5,7 @@ \subsection{Front end} - The front end uses the bytecode produced by the Idris compiler to generate the GRIN intermediate representation. The code generation itself is really simple, the difficult part of refining the original program is handled by the optimizer. + The front end uses the bytecode produced by the Idris compiler to generate the GRIN intermediate representation. The Idris bytecode is generated without any optimizations by the Idris compiler. The code generation from Idris to GRIN is really simple, the difficult part of refining the original program is handled by the optimizer. \subsection{Optimizer} \label{subsec:optimizer} diff --git a/papers/stcs-2019/article/tex/introduction.tex b/papers/stcs-2019/article/tex/introduction.tex index 6269ced4..c0fab562 100644 --- a/papers/stcs-2019/article/tex/introduction.tex +++ b/papers/stcs-2019/article/tex/introduction.tex @@ -3,7 +3,7 @@ Over the last few years, the functional programming paradigm has become even more popular and prominent than it was before. More and more industrial applications emerge, the paradigm itself keeps evolving, existing functional languages are being refined day by day, and even completely new languages appear. Yet, it seems the corresponding compiler technology lacks behind a bit. - Functional languages come with a multitude of interesting features that allow us to write programs on higher abstraction levels. Some of these features include higher-order functions, laziness and very sophisticated type systems. Although these features make writing code more convenient, they also complicate the compilation process. + Functional languages come with a multitude of interesting features that allow us to write programs on higher abstraction levels. Some of these features include higher-order functions, laziness and sophisticated type systems based on SystemFC~\cite{systemfc}, some even supporting dependent types. Although these features make writing code more convenient, they also complicate the compilation process. Compiler front ends usually handle these problems very well, but the back ends often struggle to produce efficient low level code. The reason for this is that back ends have a hard time optimizing code containing \emph{functional artifacts}. These functional artifacts are the by-products of high-level language features mentioned earlier. For example, higher-order functions can introduce unknown function calls and laziness can result in implicit value evaluation which can prove to be very hard to optimize. As a consequence, compilers generally compromise on low level efficiency for high-level language features. diff --git a/papers/stcs-2019/article/tex/llncs.cls b/papers/stcs-2019/article/tex/llncs.cls new file mode 100644 index 00000000..7a058208 --- /dev/null +++ b/papers/stcs-2019/article/tex/llncs.cls @@ -0,0 +1,1218 @@ +% LLNCS DOCUMENT CLASS -- version 2.20 (10-Mar-2018) +% Springer Verlag LaTeX2e support for Lecture Notes in Computer Science +% +%% +%% \CharacterTable +%% {Upper-case \A\B\C\D\E\F\G\H\I\J\K\L\M\N\O\P\Q\R\S\T\U\V\W\X\Y\Z +%% Lower-case \a\b\c\d\e\f\g\h\i\j\k\l\m\n\o\p\q\r\s\t\u\v\w\x\y\z +%% Digits \0\1\2\3\4\5\6\7\8\9 +%% Exclamation \! Double quote \" Hash (number) \# +%% Dollar \$ Percent \% Ampersand \& +%% Acute accent \' Left paren \( Right paren \) +%% Asterisk \* Plus \+ Comma \, +%% Minus \- Point \. Solidus \/ +%% Colon \: Semicolon \; Less than \< +%% Equals \= Greater than \> Question mark \? +%% Commercial at \@ Left bracket \[ Backslash \\ +%% Right bracket \] Circumflex \^ Underscore \_ +%% Grave accent \` Left brace \{ Vertical bar \| +%% Right brace \} Tilde \~} +%% +\NeedsTeXFormat{LaTeX2e}[1995/12/01] +\ProvidesClass{llncs}[2018/03/10 v2.20 +^^J LaTeX document class for Lecture Notes in Computer Science] +% Options +\let\if@envcntreset\iffalse +\DeclareOption{envcountreset}{\let\if@envcntreset\iftrue} +\DeclareOption{citeauthoryear}{\let\citeauthoryear=Y} +\DeclareOption{oribibl}{\let\oribibl=Y} +\let\if@custvec\iftrue +\DeclareOption{orivec}{\let\if@custvec\iffalse} +\let\if@envcntsame\iffalse +\DeclareOption{envcountsame}{\let\if@envcntsame\iftrue} +\let\if@envcntsect\iffalse +\DeclareOption{envcountsect}{\let\if@envcntsect\iftrue} +\let\if@runhead\iffalse +\DeclareOption{runningheads}{\let\if@runhead\iftrue} + +\let\if@openright\iftrue +\let\if@openbib\iffalse +\DeclareOption{openbib}{\let\if@openbib\iftrue} + +% languages +\let\switcht@@therlang\relax +\def\ds@deutsch{\def\switcht@@therlang{\switcht@deutsch}} +\def\ds@francais{\def\switcht@@therlang{\switcht@francais}} + +\DeclareOption*{\PassOptionsToClass{\CurrentOption}{article}} + +\ProcessOptions + +\LoadClass[twoside]{article} +\RequirePackage{multicol} % needed for the list of participants, index +\RequirePackage{aliascnt} + +\setlength{\textwidth}{12.2cm} +\setlength{\textheight}{19.3cm} +\renewcommand\@pnumwidth{2em} +\renewcommand\@tocrmarg{3.5em} +% +\def\@dottedtocline#1#2#3#4#5{% + \ifnum #1>\c@tocdepth \else + \vskip \z@ \@plus.2\p@ + {\leftskip #2\relax \rightskip \@tocrmarg \advance\rightskip by 0pt plus 2cm + \parfillskip -\rightskip \pretolerance=10000 + \parindent #2\relax\@afterindenttrue + \interlinepenalty\@M + \leavevmode + \@tempdima #3\relax + \advance\leftskip \@tempdima \null\nobreak\hskip -\leftskip + {#4}\nobreak + \leaders\hbox{$\m@th + \mkern \@dotsep mu\hbox{.}\mkern \@dotsep + mu$}\hfill + \nobreak + \hb@xt@\@pnumwidth{\hfil\normalfont \normalcolor #5}% + \par}% + \fi} +% +\def\switcht@albion{% +\def\abstractname{Abstract.} +\def\ackname{Acknowledgement.} +\def\andname{and} +\def\lastandname{\unskip, and} +\def\appendixname{Appendix} +\def\chaptername{Chapter} +\def\claimname{Claim} +\def\conjecturename{Conjecture} +\def\contentsname{Table of Contents} +\def\corollaryname{Corollary} +\def\definitionname{Definition} +\def\examplename{Example} +\def\exercisename{Exercise} +\def\figurename{Fig.} +\def\keywordname{{\bf Keywords:}} +\def\indexname{Index} +\def\lemmaname{Lemma} +\def\contriblistname{List of Contributors} +\def\listfigurename{List of Figures} +\def\listtablename{List of Tables} +\def\mailname{{\it Correspondence to\/}:} +\def\noteaddname{Note added in proof} +\def\notename{Note} +\def\partname{Part} +\def\problemname{Problem} +\def\proofname{Proof} +\def\propertyname{Property} +\def\propositionname{Proposition} +\def\questionname{Question} +\def\remarkname{Remark} +\def\seename{see} +\def\solutionname{Solution} +\def\subclassname{{\it Subject Classifications\/}:} +\def\tablename{Table} +\def\theoremname{Theorem}} +\switcht@albion +% Names of theorem like environments are already defined +% but must be translated if another language is chosen +% +% French section +\def\switcht@francais{%\typeout{On parle francais.}% + \def\abstractname{R\'esum\'e.}% + \def\ackname{Remerciements.}% + \def\andname{et}% + \def\lastandname{ et}% + \def\appendixname{Appendice} + \def\chaptername{Chapitre}% + \def\claimname{Pr\'etention}% + \def\conjecturename{Hypoth\`ese}% + \def\contentsname{Table des mati\`eres}% + \def\corollaryname{Corollaire}% + \def\definitionname{D\'efinition}% + \def\examplename{Exemple}% + \def\exercisename{Exercice}% + \def\figurename{Fig.}% + \def\keywordname{{\bf Mots-cl\'e:}} + \def\indexname{Index} + \def\lemmaname{Lemme}% + \def\contriblistname{Liste des contributeurs} + \def\listfigurename{Liste des figures}% + \def\listtablename{Liste des tables}% + \def\mailname{{\it Correspondence to\/}:} + \def\noteaddname{Note ajout\'ee \`a l'\'epreuve}% + \def\notename{Remarque}% + \def\partname{Partie}% + \def\problemname{Probl\`eme}% + \def\proofname{Preuve}% + \def\propertyname{Caract\'eristique}% +%\def\propositionname{Proposition}% + \def\questionname{Question}% + \def\remarkname{Remarque}% + \def\seename{voir} + \def\solutionname{Solution}% + \def\subclassname{{\it Subject Classifications\/}:} + \def\tablename{Tableau}% + \def\theoremname{Th\'eor\`eme}% +} +% +% German section +\def\switcht@deutsch{%\typeout{Man spricht deutsch.}% + \def\abstractname{Zusammenfassung.}% + \def\ackname{Danksagung.}% + \def\andname{und}% + \def\lastandname{ und}% + \def\appendixname{Anhang}% + \def\chaptername{Kapitel}% + \def\claimname{Behauptung}% + \def\conjecturename{Hypothese}% + \def\contentsname{Inhaltsverzeichnis}% + \def\corollaryname{Korollar}% +%\def\definitionname{Definition}% + \def\examplename{Beispiel}% + \def\exercisename{\"Ubung}% + \def\figurename{Abb.}% + \def\keywordname{{\bf Schl\"usselw\"orter:}} + \def\indexname{Index} +%\def\lemmaname{Lemma}% + \def\contriblistname{Mitarbeiter} + \def\listfigurename{Abbildungsverzeichnis}% + \def\listtablename{Tabellenverzeichnis}% + \def\mailname{{\it Correspondence to\/}:} + \def\noteaddname{Nachtrag}% + \def\notename{Anmerkung}% + \def\partname{Teil}% +%\def\problemname{Problem}% + \def\proofname{Beweis}% + \def\propertyname{Eigenschaft}% +%\def\propositionname{Proposition}% + \def\questionname{Frage}% + \def\remarkname{Anmerkung}% + \def\seename{siehe} + \def\solutionname{L\"osung}% + \def\subclassname{{\it Subject Classifications\/}:} + \def\tablename{Tabelle}% +%\def\theoremname{Theorem}% +} + +% Ragged bottom for the actual page +\def\thisbottomragged{\def\@textbottom{\vskip\z@ plus.0001fil +\global\let\@textbottom\relax}} + +\renewcommand\small{% + \@setfontsize\small\@ixpt{11}% + \abovedisplayskip 8.5\p@ \@plus3\p@ \@minus4\p@ + \abovedisplayshortskip \z@ \@plus2\p@ + \belowdisplayshortskip 4\p@ \@plus2\p@ \@minus2\p@ + \def\@listi{\leftmargin\leftmargini + \parsep 0\p@ \@plus1\p@ \@minus\p@ + \topsep 8\p@ \@plus2\p@ \@minus4\p@ + \itemsep0\p@}% + \belowdisplayskip \abovedisplayskip +} + +\frenchspacing +\widowpenalty=10000 +\clubpenalty=10000 + +\setlength\oddsidemargin {63\p@} +\setlength\evensidemargin {63\p@} +\setlength\marginparwidth {90\p@} + +\setlength\headsep {16\p@} + +\setlength\footnotesep{7.7\p@} +\setlength\textfloatsep{8mm\@plus 2\p@ \@minus 4\p@} +\setlength\intextsep {8mm\@plus 2\p@ \@minus 2\p@} + +\setcounter{secnumdepth}{2} + +\newcounter {chapter} +\renewcommand\thechapter {\@arabic\c@chapter} + +\newif\if@mainmatter \@mainmattertrue +\newcommand\frontmatter{\cleardoublepage + \@mainmatterfalse\pagenumbering{Roman}} +\newcommand\mainmatter{\cleardoublepage + \@mainmattertrue\pagenumbering{arabic}} +\newcommand\backmatter{\if@openright\cleardoublepage\else\clearpage\fi + \@mainmatterfalse} + +\renewcommand\part{\cleardoublepage + \thispagestyle{empty}% + \if@twocolumn + \onecolumn + \@tempswatrue + \else + \@tempswafalse + \fi + \null\vfil + \secdef\@part\@spart} + +\def\@part[#1]#2{% + \ifnum \c@secnumdepth >-2\relax + \refstepcounter{part}% + \addcontentsline{toc}{part}{\thepart\hspace{1em}#1}% + \else + \addcontentsline{toc}{part}{#1}% + \fi + \markboth{}{}% + {\centering + \interlinepenalty \@M + \normalfont + \ifnum \c@secnumdepth >-2\relax + \huge\bfseries \partname~\thepart + \par + \vskip 20\p@ + \fi + \Huge \bfseries #2\par}% + \@endpart} +\def\@spart#1{% + {\centering + \interlinepenalty \@M + \normalfont + \Huge \bfseries #1\par}% + \@endpart} +\def\@endpart{\vfil\newpage + \if@twoside + \null + \thispagestyle{empty}% + \newpage + \fi + \if@tempswa + \twocolumn + \fi} + +\newcommand\chapter{\clearpage + \thispagestyle{empty}% + \global\@topnum\z@ + \@afterindentfalse + \secdef\@chapter\@schapter} +\def\@chapter[#1]#2{\ifnum \c@secnumdepth >\m@ne + \if@mainmatter + \refstepcounter{chapter}% + \typeout{\@chapapp\space\thechapter.}% + \addcontentsline{toc}{chapter}% + {\protect\numberline{\thechapter}#1}% + \else + \addcontentsline{toc}{chapter}{#1}% + \fi + \else + \addcontentsline{toc}{chapter}{#1}% + \fi + \chaptermark{#1}% + \addtocontents{lof}{\protect\addvspace{10\p@}}% + \addtocontents{lot}{\protect\addvspace{10\p@}}% + \if@twocolumn + \@topnewpage[\@makechapterhead{#2}]% + \else + \@makechapterhead{#2}% + \@afterheading + \fi} +\def\@makechapterhead#1{% +% \vspace*{50\p@}% + {\centering + \ifnum \c@secnumdepth >\m@ne + \if@mainmatter + \large\bfseries \@chapapp{} \thechapter + \par\nobreak + \vskip 20\p@ + \fi + \fi + \interlinepenalty\@M + \Large \bfseries #1\par\nobreak + \vskip 40\p@ + }} +\def\@schapter#1{\if@twocolumn + \@topnewpage[\@makeschapterhead{#1}]% + \else + \@makeschapterhead{#1}% + \@afterheading + \fi} +\def\@makeschapterhead#1{% +% \vspace*{50\p@}% + {\centering + \normalfont + \interlinepenalty\@M + \Large \bfseries #1\par\nobreak + \vskip 40\p@ + }} + +\renewcommand\section{\@startsection{section}{1}{\z@}% + {-18\p@ \@plus -4\p@ \@minus -4\p@}% + {12\p@ \@plus 4\p@ \@minus 4\p@}% + {\normalfont\large\bfseries\boldmath + \rightskip=\z@ \@plus 8em\pretolerance=10000 }} +\renewcommand\subsection{\@startsection{subsection}{2}{\z@}% + {-18\p@ \@plus -4\p@ \@minus -4\p@}% + {8\p@ \@plus 4\p@ \@minus 4\p@}% + {\normalfont\normalsize\bfseries\boldmath + \rightskip=\z@ \@plus 8em\pretolerance=10000 }} +\renewcommand\subsubsection{\@startsection{subsubsection}{3}{\z@}% + {-18\p@ \@plus -4\p@ \@minus -4\p@}% + {-0.5em \@plus -0.22em \@minus -0.1em}% + {\normalfont\normalsize\bfseries\boldmath}} +\renewcommand\paragraph{\@startsection{paragraph}{4}{\z@}% + {-12\p@ \@plus -4\p@ \@minus -4\p@}% + {-0.5em \@plus -0.22em \@minus -0.1em}% + {\normalfont\normalsize\itshape}} +\renewcommand\subparagraph[1]{\typeout{LLNCS warning: You should not use + \string\subparagraph\space with this class}\vskip0.5cm +You should not use \verb|\subparagraph| with this class.\vskip0.5cm} + +\DeclareMathSymbol{\Gamma}{\mathalpha}{letters}{"00} +\DeclareMathSymbol{\Delta}{\mathalpha}{letters}{"01} +\DeclareMathSymbol{\Theta}{\mathalpha}{letters}{"02} +\DeclareMathSymbol{\Lambda}{\mathalpha}{letters}{"03} +\DeclareMathSymbol{\Xi}{\mathalpha}{letters}{"04} +\DeclareMathSymbol{\Pi}{\mathalpha}{letters}{"05} +\DeclareMathSymbol{\Sigma}{\mathalpha}{letters}{"06} +\DeclareMathSymbol{\Upsilon}{\mathalpha}{letters}{"07} +\DeclareMathSymbol{\Phi}{\mathalpha}{letters}{"08} +\DeclareMathSymbol{\Psi}{\mathalpha}{letters}{"09} +\DeclareMathSymbol{\Omega}{\mathalpha}{letters}{"0A} + +\let\footnotesize\small + +\if@custvec +\def\vec#1{\mathchoice{\mbox{\boldmath$\displaystyle#1$}} +{\mbox{\boldmath$\textstyle#1$}} +{\mbox{\boldmath$\scriptstyle#1$}} +{\mbox{\boldmath$\scriptscriptstyle#1$}}} +\fi + +\def\squareforqed{\hbox{\rlap{$\sqcap$}$\sqcup$}} +\def\qed{\ifmmode\squareforqed\else{\unskip\nobreak\hfil +\penalty50\hskip1em\null\nobreak\hfil\squareforqed +\parfillskip=0pt\finalhyphendemerits=0\endgraf}\fi} + +\def\getsto{\mathrel{\mathchoice {\vcenter{\offinterlineskip +\halign{\hfil +$\displaystyle##$\hfil\cr\gets\cr\to\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr\gets +\cr\to\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr\gets +\cr\to\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +\gets\cr\to\cr}}}}} +\def\lid{\mathrel{\mathchoice {\vcenter{\offinterlineskip\halign{\hfil +$\displaystyle##$\hfil\cr<\cr\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr<\cr +\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr<\cr +\noalign{\vskip1pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +<\cr +\noalign{\vskip0.9pt}=\cr}}}}} +\def\gid{\mathrel{\mathchoice {\vcenter{\offinterlineskip\halign{\hfil +$\displaystyle##$\hfil\cr>\cr\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr>\cr +\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr>\cr +\noalign{\vskip1pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +>\cr +\noalign{\vskip0.9pt}=\cr}}}}} +\def\grole{\mathrel{\mathchoice {\vcenter{\offinterlineskip +\halign{\hfil +$\displaystyle##$\hfil\cr>\cr\noalign{\vskip-1pt}<\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr +>\cr\noalign{\vskip-1pt}<\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr +>\cr\noalign{\vskip-0.8pt}<\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +>\cr\noalign{\vskip-0.3pt}<\cr}}}}} +\def\bbbr{{\rm I\!R}} %reelle Zahlen +\def\bbbm{{\rm I\!M}} +\def\bbbn{{\rm I\!N}} %natuerliche Zahlen +\def\bbbf{{\rm I\!F}} +\def\bbbh{{\rm I\!H}} +\def\bbbk{{\rm I\!K}} +\def\bbbp{{\rm I\!P}} +\def\bbbone{{\mathchoice {\rm 1\mskip-4mu l} {\rm 1\mskip-4mu l} +{\rm 1\mskip-4.5mu l} {\rm 1\mskip-5mu l}}} +\def\bbbc{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}}}} +\def\bbbq{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm +Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.8\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle\rm Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.8\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle\rm Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.7\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.7\ht0\hss}\box0}}}} +\def\bbbt{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm +T$}\hbox{\hbox to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle\rm T$}\hbox{\hbox +to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle\rm T$}\hbox{\hbox +to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm T$}\hbox{\hbox +to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}}}} +\def\bbbs{{\mathchoice +{\setbox0=\hbox{$\displaystyle \rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\hbox +to0pt{\kern0.55\wd0\vrule height0.5\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle \rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\hbox +to0pt{\kern0.55\wd0\vrule height0.5\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle \rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\raise0.05\ht0\hbox +to0pt{\kern0.5\wd0\vrule height0.45\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.4\wd0\vrule height0.45\ht0\hss}\raise0.05\ht0\hbox +to0pt{\kern0.55\wd0\vrule height0.45\ht0\hss}\box0}}}} +\def\bbbz{{\mathchoice {\hbox{$\mathsf\textstyle Z\kern-0.4em Z$}} +{\hbox{$\mathsf\textstyle Z\kern-0.4em Z$}} +{\hbox{$\mathsf\scriptstyle Z\kern-0.3em Z$}} +{\hbox{$\mathsf\scriptscriptstyle Z\kern-0.2em Z$}}}} + +\let\ts\, + +\setlength\leftmargini {17\p@} +\setlength\leftmargin {\leftmargini} +\setlength\leftmarginii {\leftmargini} +\setlength\leftmarginiii {\leftmargini} +\setlength\leftmarginiv {\leftmargini} +\setlength \labelsep {.5em} +\setlength \labelwidth{\leftmargini} +\addtolength\labelwidth{-\labelsep} + +\def\@listI{\leftmargin\leftmargini + \parsep 0\p@ \@plus1\p@ \@minus\p@ + \topsep 8\p@ \@plus2\p@ \@minus4\p@ + \itemsep0\p@} +\let\@listi\@listI +\@listi +\def\@listii {\leftmargin\leftmarginii + \labelwidth\leftmarginii + \advance\labelwidth-\labelsep + \topsep 0\p@ \@plus2\p@ \@minus\p@} +\def\@listiii{\leftmargin\leftmarginiii + \labelwidth\leftmarginiii + \advance\labelwidth-\labelsep + \topsep 0\p@ \@plus\p@\@minus\p@ + \parsep \z@ + \partopsep \p@ \@plus\z@ \@minus\p@} + +\renewcommand\labelitemi{\normalfont\bfseries --} +\renewcommand\labelitemii{$\m@th\bullet$} + +\setlength\arraycolsep{1.4\p@} +\setlength\tabcolsep{1.4\p@} + +\def\tableofcontents{\chapter*{\contentsname\@mkboth{{\contentsname}}% + {{\contentsname}}} + \def\authcount##1{\setcounter{auco}{##1}\setcounter{@auth}{1}} + \def\lastand{\ifnum\value{auco}=2\relax + \unskip{} \andname\ + \else + \unskip \lastandname\ + \fi}% + \def\and{\stepcounter{@auth}\relax + \ifnum\value{@auth}=\value{auco}% + \lastand + \else + \unskip, + \fi}% + \@starttoc{toc}\if@restonecol\twocolumn\fi} + +\def\l@part#1#2{\addpenalty{\@secpenalty}% + \addvspace{2em plus\p@}% % space above part line + \begingroup + \parindent \z@ + \rightskip \z@ plus 5em + \hrule\vskip5pt + \large % same size as for a contribution heading + \bfseries\boldmath % set line in boldface + \leavevmode % TeX command to enter horizontal mode. + #1\par + \vskip5pt + \hrule + \vskip1pt + \nobreak % Never break after part entry + \endgroup} + +\def\@dotsep{2} + +\let\phantomsection=\relax + +\def\hyperhrefextend{\ifx\hyper@anchor\@undefined\else +{}\fi} + +\def\addnumcontentsmark#1#2#3{% +\addtocontents{#1}{\protect\contentsline{#2}{\protect\numberline + {\thechapter}#3}{\thepage}\hyperhrefextend}}% +\def\addcontentsmark#1#2#3{% +\addtocontents{#1}{\protect\contentsline{#2}{#3}{\thepage}\hyperhrefextend}}% +\def\addcontentsmarkwop#1#2#3{% +\addtocontents{#1}{\protect\contentsline{#2}{#3}{0}\hyperhrefextend}}% + +\def\@adcmk[#1]{\ifcase #1 \or +\def\@gtempa{\addnumcontentsmark}% + \or \def\@gtempa{\addcontentsmark}% + \or \def\@gtempa{\addcontentsmarkwop}% + \fi\@gtempa{toc}{chapter}% +} +\def\addtocmark{% +\phantomsection +\@ifnextchar[{\@adcmk}{\@adcmk[3]}% +} + +\def\l@chapter#1#2{\addpenalty{-\@highpenalty} + \vskip 1.0em plus 1pt \@tempdima 1.5em \begingroup + \parindent \z@ \rightskip \@tocrmarg + \advance\rightskip by 0pt plus 2cm + \parfillskip -\rightskip \pretolerance=10000 + \leavevmode \advance\leftskip\@tempdima \hskip -\leftskip + {\large\bfseries\boldmath#1}\ifx0#2\hfil\null + \else + \nobreak + \leaders\hbox{$\m@th \mkern \@dotsep mu.\mkern + \@dotsep mu$}\hfill + \nobreak\hbox to\@pnumwidth{\hss #2}% + \fi\par + \penalty\@highpenalty \endgroup} + +\def\l@title#1#2{\addpenalty{-\@highpenalty} + \addvspace{8pt plus 1pt} + \@tempdima \z@ + \begingroup + \parindent \z@ \rightskip \@tocrmarg + \advance\rightskip by 0pt plus 2cm + \parfillskip -\rightskip \pretolerance=10000 + \leavevmode \advance\leftskip\@tempdima \hskip -\leftskip + #1\nobreak + \leaders\hbox{$\m@th \mkern \@dotsep mu.\mkern + \@dotsep mu$}\hfill + \nobreak\hbox to\@pnumwidth{\hss #2}\par + \penalty\@highpenalty \endgroup} + +\def\l@author#1#2{\addpenalty{\@highpenalty} + \@tempdima=15\p@ %\z@ + \begingroup + \parindent \z@ \rightskip \@tocrmarg + \advance\rightskip by 0pt plus 2cm + \pretolerance=10000 + \leavevmode \advance\leftskip\@tempdima %\hskip -\leftskip + \textit{#1}\par + \penalty\@highpenalty \endgroup} + +\setcounter{tocdepth}{0} +\newdimen\tocchpnum +\newdimen\tocsecnum +\newdimen\tocsectotal +\newdimen\tocsubsecnum +\newdimen\tocsubsectotal +\newdimen\tocsubsubsecnum +\newdimen\tocsubsubsectotal +\newdimen\tocparanum +\newdimen\tocparatotal +\newdimen\tocsubparanum +\tocchpnum=\z@ % no chapter numbers +\tocsecnum=15\p@ % section 88. plus 2.222pt +\tocsubsecnum=23\p@ % subsection 88.8 plus 2.222pt +\tocsubsubsecnum=27\p@ % subsubsection 88.8.8 plus 1.444pt +\tocparanum=35\p@ % paragraph 88.8.8.8 plus 1.666pt +\tocsubparanum=43\p@ % subparagraph 88.8.8.8.8 plus 1.888pt +\def\calctocindent{% +\tocsectotal=\tocchpnum +\advance\tocsectotal by\tocsecnum +\tocsubsectotal=\tocsectotal +\advance\tocsubsectotal by\tocsubsecnum +\tocsubsubsectotal=\tocsubsectotal +\advance\tocsubsubsectotal by\tocsubsubsecnum +\tocparatotal=\tocsubsubsectotal +\advance\tocparatotal by\tocparanum} +\calctocindent + +\def\l@section{\@dottedtocline{1}{\tocchpnum}{\tocsecnum}} +\def\l@subsection{\@dottedtocline{2}{\tocsectotal}{\tocsubsecnum}} +\def\l@subsubsection{\@dottedtocline{3}{\tocsubsectotal}{\tocsubsubsecnum}} +\def\l@paragraph{\@dottedtocline{4}{\tocsubsubsectotal}{\tocparanum}} +\def\l@subparagraph{\@dottedtocline{5}{\tocparatotal}{\tocsubparanum}} + +\def\listoffigures{\@restonecolfalse\if@twocolumn\@restonecoltrue\onecolumn + \fi\section*{\listfigurename\@mkboth{{\listfigurename}}{{\listfigurename}}} + \@starttoc{lof}\if@restonecol\twocolumn\fi} +\def\l@figure{\@dottedtocline{1}{0em}{1.5em}} + +\def\listoftables{\@restonecolfalse\if@twocolumn\@restonecoltrue\onecolumn + \fi\section*{\listtablename\@mkboth{{\listtablename}}{{\listtablename}}} + \@starttoc{lot}\if@restonecol\twocolumn\fi} +\let\l@table\l@figure + +\renewcommand\listoffigures{% + \section*{\listfigurename + \@mkboth{\listfigurename}{\listfigurename}}% + \@starttoc{lof}% + } + +\renewcommand\listoftables{% + \section*{\listtablename + \@mkboth{\listtablename}{\listtablename}}% + \@starttoc{lot}% + } + +\ifx\oribibl\undefined +\ifx\citeauthoryear\undefined +\renewenvironment{thebibliography}[1] + {\section*{\refname} + \def\@biblabel##1{##1.} + \small + \list{\@biblabel{\@arabic\c@enumiv}}% + {\settowidth\labelwidth{\@biblabel{#1}}% + \leftmargin\labelwidth + \advance\leftmargin\labelsep + \if@openbib + \advance\leftmargin\bibindent + \itemindent -\bibindent + \listparindent \itemindent + \parsep \z@ + \fi + \usecounter{enumiv}% + \let\p@enumiv\@empty + \renewcommand\theenumiv{\@arabic\c@enumiv}}% + \if@openbib + \renewcommand\newblock{\par}% + \else + \renewcommand\newblock{\hskip .11em \@plus.33em \@minus.07em}% + \fi + \sloppy\clubpenalty4000\widowpenalty4000% + \sfcode`\.=\@m} + {\def\@noitemerr + {\@latex@warning{Empty `thebibliography' environment}}% + \endlist} +\def\@lbibitem[#1]#2{\item[{[#1]}\hfill]\if@filesw + {\let\protect\noexpand\immediate + \write\@auxout{\string\bibcite{#2}{#1}}}\fi\ignorespaces} +\newcount\@tempcntc +\def\@citex[#1]#2{\if@filesw\immediate\write\@auxout{\string\citation{#2}}\fi + \@tempcnta\z@\@tempcntb\m@ne\def\@citea{}\@cite{\@for\@citeb:=#2\do + {\@ifundefined + {b@\@citeb}{\@citeo\@tempcntb\m@ne\@citea\def\@citea{,}{\bfseries + ?}\@warning + {Citation `\@citeb' on page \thepage \space undefined}}% + {\setbox\z@\hbox{\global\@tempcntc0\csname b@\@citeb\endcsname\relax}% + \ifnum\@tempcntc=\z@ \@citeo\@tempcntb\m@ne + \@citea\def\@citea{,}\hbox{\csname b@\@citeb\endcsname}% + \else + \advance\@tempcntb\@ne + \ifnum\@tempcntb=\@tempcntc + \else\advance\@tempcntb\m@ne\@citeo + \@tempcnta\@tempcntc\@tempcntb\@tempcntc\fi\fi}}\@citeo}{#1}} +\def\@citeo{\ifnum\@tempcnta>\@tempcntb\else + \@citea\def\@citea{,\,\hskip\z@skip}% + \ifnum\@tempcnta=\@tempcntb\the\@tempcnta\else + {\advance\@tempcnta\@ne\ifnum\@tempcnta=\@tempcntb \else + \def\@citea{--}\fi + \advance\@tempcnta\m@ne\the\@tempcnta\@citea\the\@tempcntb}\fi\fi} +\else +\renewenvironment{thebibliography}[1] + {\section*{\refname} + \small + \list{}% + {\settowidth\labelwidth{}% + \leftmargin\parindent + \itemindent=-\parindent + \labelsep=\z@ + \if@openbib + \advance\leftmargin\bibindent + \itemindent -\bibindent + \listparindent \itemindent + \parsep \z@ + \fi + \usecounter{enumiv}% + \let\p@enumiv\@empty + \renewcommand\theenumiv{}}% + \if@openbib + \renewcommand\newblock{\par}% + \else + \renewcommand\newblock{\hskip .11em \@plus.33em \@minus.07em}% + \fi + \sloppy\clubpenalty4000\widowpenalty4000% + \sfcode`\.=\@m} + {\def\@noitemerr + {\@latex@warning{Empty `thebibliography' environment}}% + \endlist} + \def\@cite#1{#1}% + \def\@lbibitem[#1]#2{\item[]\if@filesw + {\def\protect##1{\string ##1\space}\immediate + \write\@auxout{\string\bibcite{#2}{#1}}}\fi\ignorespaces} + \fi +\else +\@cons\@openbib@code{\noexpand\small} +\fi + +\def\idxquad{\hskip 10\p@}% space that divides entry from number + +\def\@idxitem{\par\hangindent 10\p@} + +\def\subitem{\par\setbox0=\hbox{--\enspace}% second order + \noindent\hangindent\wd0\box0}% index entry + +\def\subsubitem{\par\setbox0=\hbox{--\,--\enspace}% third + \noindent\hangindent\wd0\box0}% order index entry + +\def\indexspace{\par \vskip 10\p@ plus5\p@ minus3\p@\relax} + +\renewenvironment{theindex} + {\@mkboth{\indexname}{\indexname}% + \thispagestyle{empty}\parindent\z@ + \parskip\z@ \@plus .3\p@\relax + \let\item\par + \def\,{\relax\ifmmode\mskip\thinmuskip + \else\hskip0.2em\ignorespaces\fi}% + \normalfont\small + \begin{multicols}{2}[\@makeschapterhead{\indexname}]% + } + {\end{multicols}} + +\renewcommand\footnoterule{% + \kern-3\p@ + \hrule\@width 2truecm + \kern2.6\p@} + \newdimen\fnindent + \fnindent1em +\long\def\@makefntext#1{% + \parindent \fnindent% + \leftskip \fnindent% + \noindent + \llap{\hb@xt@1em{\hss\@makefnmark\ }}\ignorespaces#1} + +\long\def\@makecaption#1#2{% + \small + \vskip\abovecaptionskip + \sbox\@tempboxa{{\bfseries #1.} #2}% + \ifdim \wd\@tempboxa >\hsize + {\bfseries #1.} #2\par + \else + \global \@minipagefalse + \hb@xt@\hsize{\hfil\box\@tempboxa\hfil}% + \fi + \vskip\belowcaptionskip} + +\def\fps@figure{htbp} +\def\fnum@figure{\figurename\thinspace\thefigure} +\def \@floatboxreset {% + \reset@font + \small + \@setnobreak + \@setminipage +} +\def\fps@table{htbp} +\def\fnum@table{\tablename~\thetable} +\renewenvironment{table} + {\setlength\abovecaptionskip{0\p@}% + \setlength\belowcaptionskip{10\p@}% + \@float{table}} + {\end@float} +\renewenvironment{table*} + {\setlength\abovecaptionskip{0\p@}% + \setlength\belowcaptionskip{10\p@}% + \@dblfloat{table}} + {\end@dblfloat} + +\long\def\@caption#1[#2]#3{\par\addcontentsline{\csname + ext@#1\endcsname}{#1}{\protect\numberline{\csname + the#1\endcsname}{\ignorespaces #2}}\begingroup + \@parboxrestore + \@makecaption{\csname fnum@#1\endcsname}{\ignorespaces #3}\par + \endgroup} + +% LaTeX does not provide a command to enter the authors institute +% addresses. The \institute command is defined here. + +\newcounter{@inst} +\newcounter{@auth} +\newcounter{auco} +\newdimen\instindent +\newbox\authrun +\newtoks\authorrunning +\newtoks\tocauthor +\newbox\titrun +\newtoks\titlerunning +\newtoks\toctitle + +\def\clearheadinfo{\gdef\@author{No Author Given}% + \gdef\@title{No Title Given}% + \gdef\@subtitle{}% + \gdef\@institute{No Institute Given}% + \gdef\@thanks{}% + \global\titlerunning={}\global\authorrunning={}% + \global\toctitle={}\global\tocauthor={}} + +\def\institute#1{\gdef\@institute{#1}} + +\def\institutename{\par + \begingroup + \parskip=\z@ + \parindent=\z@ + \setcounter{@inst}{1}% + \def\and{\par\stepcounter{@inst}% + \noindent$^{\the@inst}$\enspace\ignorespaces}% + \setbox0=\vbox{\def\thanks##1{}\@institute}% + \ifnum\c@@inst=1\relax + \gdef\fnnstart{0}% + \else + \xdef\fnnstart{\c@@inst}% + \setcounter{@inst}{1}% + \noindent$^{\the@inst}$\enspace + \fi + \ignorespaces + \@institute\par + \endgroup} + +\def\@fnsymbol#1{\ensuremath{\ifcase#1\or\star\or{\star\star}\or + {\star\star\star}\or \dagger\or \ddagger\or + \mathchar "278\or \mathchar "27B\or \|\or **\or \dagger\dagger + \or \ddagger\ddagger \else\@ctrerr\fi}} + +\def\inst#1{\unskip$^{#1}$} +\def\orcidID#1{\unskip$^{[#1]}$} % added MR 2018-03-10 +\def\fnmsep{\unskip$^,$} +\def\email#1{{\tt#1}} + +\AtBeginDocument{\@ifundefined{url}{\def\url#1{#1}}{}% +\@ifpackageloaded{babel}{% +\@ifundefined{extrasenglish}{}{\addto\extrasenglish{\switcht@albion}}% +\@ifundefined{extrasfrenchb}{}{\addto\extrasfrenchb{\switcht@francais}}% +\@ifundefined{extrasgerman}{}{\addto\extrasgerman{\switcht@deutsch}}% +\@ifundefined{extrasngerman}{}{\addto\extrasngerman{\switcht@deutsch}}% +}{\switcht@@therlang}% +\providecommand{\keywords}[1]{\def\and{{\textperiodcentered} }% +\par\addvspace\baselineskip +\noindent\keywordname\enspace\ignorespaces#1}% +\@ifpackageloaded{hyperref}{% +\def\doi#1{\href{https://doi.org/#1}{https://doi.org/#1}}}{ +\def\doi#1{https://doi.org/#1}} +} +\def\homedir{\~{ }} + +\def\subtitle#1{\gdef\@subtitle{#1}} +\clearheadinfo +% +%%% to avoid hyperref warnings +\providecommand*{\toclevel@author}{999} +%%% to make title-entry parent of section-entries +\providecommand*{\toclevel@title}{0} +% +\renewcommand\maketitle{\newpage +\phantomsection + \refstepcounter{chapter}% + \stepcounter{section}% + \setcounter{section}{0}% + \setcounter{subsection}{0}% + \setcounter{figure}{0} + \setcounter{table}{0} + \setcounter{equation}{0} + \setcounter{footnote}{0}% + \begingroup + \parindent=\z@ + \renewcommand\thefootnote{\@fnsymbol\c@footnote}% + \if@twocolumn + \ifnum \col@number=\@ne + \@maketitle + \else + \twocolumn[\@maketitle]% + \fi + \else + \newpage + \global\@topnum\z@ % Prevents figures from going at top of page. + \@maketitle + \fi + \thispagestyle{empty}\@thanks +% + \def\\{\unskip\ \ignorespaces}\def\inst##1{\unskip{}}% + \def\thanks##1{\unskip{}}\def\fnmsep{\unskip}% + \instindent=\hsize + \advance\instindent by-\headlineindent + \if!\the\toctitle!\addcontentsline{toc}{title}{\@title}\else + \addcontentsline{toc}{title}{\the\toctitle}\fi + \if@runhead + \if!\the\titlerunning!\else + \edef\@title{\the\titlerunning}% + \fi + \global\setbox\titrun=\hbox{\small\rm\unboldmath\ignorespaces\@title}% + \ifdim\wd\titrun>\instindent + \typeout{Title too long for running head. Please supply}% + \typeout{a shorter form with \string\titlerunning\space prior to + \string\maketitle}% + \global\setbox\titrun=\hbox{\small\rm + Title Suppressed Due to Excessive Length}% + \fi + \xdef\@title{\copy\titrun}% + \fi +% + \if!\the\tocauthor!\relax + {\def\and{\noexpand\protect\noexpand\and}% + \def\inst##1{}% added MR 2017-09-20 to remove inst numbers from the TOC + \def\orcidID##1{}% added MR 2017-09-20 to remove ORCID ids from the TOC + \protected@xdef\toc@uthor{\@author}}% + \else + \def\\{\noexpand\protect\noexpand\newline}% + \protected@xdef\scratch{\the\tocauthor}% + \protected@xdef\toc@uthor{\scratch}% + \fi + \addtocontents{toc}{\noexpand\protect\noexpand\authcount{\the\c@auco}}% + \addcontentsline{toc}{author}{\toc@uthor}% + \if@runhead + \if!\the\authorrunning! + \value{@inst}=\value{@auth}% + \setcounter{@auth}{1}% + \else + \edef\@author{\the\authorrunning}% + \fi + \global\setbox\authrun=\hbox{\def\inst##1{}% added MR 2017-09-20 to remove inst numbers from the runninghead + \def\orcidID##1{}% added MR 2017-09-20 to remove ORCID ids from the runninghead + \small\unboldmath\@author\unskip}% + \ifdim\wd\authrun>\instindent + \typeout{Names of authors too long for running head. Please supply}% + \typeout{a shorter form with \string\authorrunning\space prior to + \string\maketitle}% + \global\setbox\authrun=\hbox{\small\rm + Authors Suppressed Due to Excessive Length}% + \fi + \xdef\@author{\copy\authrun}% + \markboth{\@author}{\@title}% + \fi + \endgroup + \setcounter{footnote}{\fnnstart}% + \clearheadinfo} +% +\def\@maketitle{\newpage + \markboth{}{}% + \def\lastand{\ifnum\value{@inst}=2\relax + \unskip{} \andname\ + \else + \unskip \lastandname\ + \fi}% + \def\and{\stepcounter{@auth}\relax + \ifnum\value{@auth}=\value{@inst}% + \lastand + \else + \unskip, + \fi}% + \begin{center}% + \let\newline\\ + {\Large \bfseries\boldmath + \pretolerance=10000 + \@title \par}\vskip .8cm +\if!\@subtitle!\else {\large \bfseries\boldmath + \vskip -.65cm + \pretolerance=10000 + \@subtitle \par}\vskip .8cm\fi + \setbox0=\vbox{\setcounter{@auth}{1}\def\and{\stepcounter{@auth}}% + \def\thanks##1{}\@author}% + \global\value{@inst}=\value{@auth}% + \global\value{auco}=\value{@auth}% + \setcounter{@auth}{1}% +{\lineskip .5em +\noindent\ignorespaces +\@author\vskip.35cm} + {\small\institutename} + \end{center}% + } + +% definition of the "\spnewtheorem" command. +% +% Usage: +% +% \spnewtheorem{env_nam}{caption}[within]{cap_font}{body_font} +% or \spnewtheorem{env_nam}[numbered_like]{caption}{cap_font}{body_font} +% or \spnewtheorem*{env_nam}{caption}{cap_font}{body_font} +% +% New is "cap_font" and "body_font". It stands for +% fontdefinition of the caption and the text itself. +% +% "\spnewtheorem*" gives a theorem without number. +% +% A defined spnewthoerem environment is used as described +% by Lamport. +% +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +\def\@thmcountersep{} +\def\@thmcounterend{.} + +\def\spnewtheorem{\@ifstar{\@sthm}{\@Sthm}} + +% definition of \spnewtheorem with number + +\def\@spnthm#1#2{% + \@ifnextchar[{\@spxnthm{#1}{#2}}{\@spynthm{#1}{#2}}} +\def\@Sthm#1{\@ifnextchar[{\@spothm{#1}}{\@spnthm{#1}}} + +\def\@spxnthm#1#2[#3]#4#5{\expandafter\@ifdefinable\csname #1\endcsname + {\@definecounter{#1}\@addtoreset{#1}{#3}% + \expandafter\xdef\csname the#1\endcsname{\expandafter\noexpand + \csname the#3\endcsname \noexpand\@thmcountersep \@thmcounter{#1}}% + \expandafter\xdef\csname #1name\endcsname{#2}% + \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#4}{#5}}% + \global\@namedef{end#1}{\@endtheorem}}} + +\def\@spynthm#1#2#3#4{\expandafter\@ifdefinable\csname #1\endcsname + {\@definecounter{#1}% + \expandafter\xdef\csname the#1\endcsname{\@thmcounter{#1}}% + \expandafter\xdef\csname #1name\endcsname{#2}% + \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#3}{#4}}% + \global\@namedef{end#1}{\@endtheorem}}} + +\def\@spothm#1[#2]#3#4#5{% + \@ifundefined{c@#2}{\@latexerr{No theorem environment `#2' defined}\@eha}% + {\expandafter\@ifdefinable\csname #1\endcsname + {\newaliascnt{#1}{#2}% + \expandafter\xdef\csname #1name\endcsname{#3}% + \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#4}{#5}}% + \global\@namedef{end#1}{\@endtheorem}}}} + +\def\@spthm#1#2#3#4{\topsep 7\p@ \@plus2\p@ \@minus4\p@ +\refstepcounter{#1}% +\@ifnextchar[{\@spythm{#1}{#2}{#3}{#4}}{\@spxthm{#1}{#2}{#3}{#4}}} + +\def\@spxthm#1#2#3#4{\@spbegintheorem{#2}{\csname the#1\endcsname}{#3}{#4}% + \ignorespaces} + +\def\@spythm#1#2#3#4[#5]{\@spopargbegintheorem{#2}{\csname + the#1\endcsname}{#5}{#3}{#4}\ignorespaces} + +\def\@spbegintheorem#1#2#3#4{\trivlist + \item[\hskip\labelsep{#3#1\ #2\@thmcounterend}]#4} + +\def\@spopargbegintheorem#1#2#3#4#5{\trivlist + \item[\hskip\labelsep{#4#1\ #2}]{#4(#3)\@thmcounterend\ }#5} + +% definition of \spnewtheorem* without number + +\def\@sthm#1#2{\@Ynthm{#1}{#2}} + +\def\@Ynthm#1#2#3#4{\expandafter\@ifdefinable\csname #1\endcsname + {\global\@namedef{#1}{\@Thm{\csname #1name\endcsname}{#3}{#4}}% + \expandafter\xdef\csname #1name\endcsname{#2}% + \global\@namedef{end#1}{\@endtheorem}}} + +\def\@Thm#1#2#3{\topsep 7\p@ \@plus2\p@ \@minus4\p@ +\@ifnextchar[{\@Ythm{#1}{#2}{#3}}{\@Xthm{#1}{#2}{#3}}} + +\def\@Xthm#1#2#3{\@Begintheorem{#1}{#2}{#3}\ignorespaces} + +\def\@Ythm#1#2#3[#4]{\@Opargbegintheorem{#1} + {#4}{#2}{#3}\ignorespaces} + +\def\@Begintheorem#1#2#3{#3\trivlist + \item[\hskip\labelsep{#2#1\@thmcounterend}]} + +\def\@Opargbegintheorem#1#2#3#4{#4\trivlist + \item[\hskip\labelsep{#3#1}]{#3(#2)\@thmcounterend\ }} + +\if@envcntsect + \def\@thmcountersep{.} + \spnewtheorem{theorem}{Theorem}[section]{\bfseries}{\itshape} +\else + \spnewtheorem{theorem}{Theorem}{\bfseries}{\itshape} + \if@envcntreset + \@addtoreset{theorem}{section} + \else + \@addtoreset{theorem}{chapter} + \fi +\fi + +%definition of divers theorem environments +\spnewtheorem*{claim}{Claim}{\itshape}{\rmfamily} +\spnewtheorem*{proof}{Proof}{\itshape}{\rmfamily} +\if@envcntsame % alle Umgebungen wie Theorem. + \def\spn@wtheorem#1#2#3#4{\@spothm{#1}[theorem]{#2}{#3}{#4}} +\else % alle Umgebungen mit eigenem Zaehler + \if@envcntsect % mit section numeriert + \def\spn@wtheorem#1#2#3#4{\@spxnthm{#1}{#2}[section]{#3}{#4}} + \else % nicht mit section numeriert + \if@envcntreset + \def\spn@wtheorem#1#2#3#4{\@spynthm{#1}{#2}{#3}{#4} + \@addtoreset{#1}{section}} + \else + \def\spn@wtheorem#1#2#3#4{\@spynthm{#1}{#2}{#3}{#4} + \@addtoreset{#1}{chapter}}% + \fi + \fi +\fi +\spn@wtheorem{case}{Case}{\itshape}{\rmfamily} +\spn@wtheorem{conjecture}{Conjecture}{\itshape}{\rmfamily} +\spn@wtheorem{corollary}{Corollary}{\bfseries}{\itshape} +\spn@wtheorem{definition}{Definition}{\bfseries}{\itshape} +\spn@wtheorem{example}{Example}{\itshape}{\rmfamily} +\spn@wtheorem{exercise}{Exercise}{\itshape}{\rmfamily} +\spn@wtheorem{lemma}{Lemma}{\bfseries}{\itshape} +\spn@wtheorem{note}{Note}{\itshape}{\rmfamily} +\spn@wtheorem{problem}{Problem}{\itshape}{\rmfamily} +\spn@wtheorem{property}{Property}{\itshape}{\rmfamily} +\spn@wtheorem{proposition}{Proposition}{\bfseries}{\itshape} +\spn@wtheorem{question}{Question}{\itshape}{\rmfamily} +\spn@wtheorem{solution}{Solution}{\itshape}{\rmfamily} +\spn@wtheorem{remark}{Remark}{\itshape}{\rmfamily} + +\def\@takefromreset#1#2{% + \def\@tempa{#1}% + \let\@tempd\@elt + \def\@elt##1{% + \def\@tempb{##1}% + \ifx\@tempa\@tempb\else + \@addtoreset{##1}{#2}% + \fi}% + \expandafter\expandafter\let\expandafter\@tempc\csname cl@#2\endcsname + \expandafter\def\csname cl@#2\endcsname{}% + \@tempc + \let\@elt\@tempd} + +\def\theopargself{\def\@spopargbegintheorem##1##2##3##4##5{\trivlist + \item[\hskip\labelsep{##4##1\ ##2}]{##4##3\@thmcounterend\ }##5} + \def\@Opargbegintheorem##1##2##3##4{##4\trivlist + \item[\hskip\labelsep{##3##1}]{##3##2\@thmcounterend\ }} + } + +\renewenvironment{abstract}{% + \list{}{\advance\topsep by0.35cm\relax\small + \leftmargin=1cm + \labelwidth=\z@ + \listparindent=\z@ + \itemindent\listparindent + \rightmargin\leftmargin}\item[\hskip\labelsep + \bfseries\abstractname]} + {\endlist} + +\newdimen\headlineindent % dimension for space between +\headlineindent=1.166cm % number and text of headings. + +\def\ps@headings{\let\@mkboth\@gobbletwo + \let\@oddfoot\@empty\let\@evenfoot\@empty + \def\@evenhead{\normalfont\small\rlap{\thepage}\hspace{\headlineindent}% + \leftmark\hfil} + \def\@oddhead{\normalfont\small\hfil\rightmark\hspace{\headlineindent}% + \llap{\thepage}} + \def\chaptermark##1{}% + \def\sectionmark##1{}% + \def\subsectionmark##1{}} + +\def\ps@titlepage{\let\@mkboth\@gobbletwo + \let\@oddfoot\@empty\let\@evenfoot\@empty + \def\@evenhead{\normalfont\small\rlap{\thepage}\hspace{\headlineindent}% + \hfil} + \def\@oddhead{\normalfont\small\hfil\hspace{\headlineindent}% + \llap{\thepage}} + \def\chaptermark##1{}% + \def\sectionmark##1{}% + \def\subsectionmark##1{}} + +\if@runhead\ps@headings\else +\ps@empty\fi + +%\setlength\arraycolsep{1.4\p@} +%\setlength\tabcolsep{1.4\p@} + +\endinput +%end of file llncs.cls diff --git a/papers/stcs-2019/article/tex/llvm.tex b/papers/stcs-2019/article/tex/llvm.tex index 5384f733..8374b60e 100644 --- a/papers/stcs-2019/article/tex/llvm.tex +++ b/papers/stcs-2019/article/tex/llvm.tex @@ -42,7 +42,7 @@ \label{fig:grin-back-end} \end{figure} - The main challenge of compiling GRIN to LLVM has to do with the discrepancy between the respective type systems of these languages: GRIN is untyped, while LLVM has static typing. In order to make compilation to LLVM possible, we need a typed representation for GRIN as well. Fortunately, this problem can be circumvented by implementing a type inference algorithm for the language. To achieve this, we can extend an already existing component of the framework, the heap points-to data-flow analysis. + The main challenge of compiling GRIN to LLVM has to do with the discrepancy between the respective type systems of these languages: GRIN is untyped, while LLVM has static typing. In order to make compilation to LLVM possible\footnote{As a matter of fact, compiling untyped GRIN to LLVM \emph{is} possible, since only the registers are statically typed in LLVM, the memory is not. So in principle, if all variables were stored in memory, generating LLVM code from untyped GRIN would be plausible. However, this approach would prove to be very inefficient}, we need a typed representation for GRIN as well. Fortunately, this problem can be circumvented by implementing a type inference algorithm for the language. To achieve this, we can extend an already existing component of the framework, the heap points-to data-flow analysis. \subsection{Heap points-to Analysis} diff --git a/papers/stcs-2019/article/tex/main.pdf b/papers/stcs-2019/article/tex/main.pdf index d3f93c09763b3620d7fc15c268e3438652f6e82f..5c89ca31306e70e7129ba4769928dbd401b5e1a9 100644 GIT binary patch delta 194822 zcmZs?Lv$`&7pxoGwrx8*wr$%s-q^NxY$rRmZQHh;^ZjSs&K={-*6PjXda7pCWe#C+ zAQ3XTqNq4MGXpye`P|a*8VnnAA~Gr{7ZZCr@+c&Aq9Po?S`^inm2)&QSFXlGWv8N8 zxzi^=Qc@V65Jt$G?)T#wlgheUN**LDRvh&E11E}ORId5`jp9R~7vSal_!2z9Q3+*| zT9Q3FND((tFP$W(U&$1AIBnAO&hFW|O|FFJI_QphDr7Q}2ThL}MwxdJ2@vrA*)I#f zzK#D~yLteS#Y~zuMXPC6B$Zfc@#j!(t~;~{JbW>|KAVQ?x02|+j%pFY&%Si*jEE8G zWcKvK3x4_*3A(2Zmw(s7EOLcjPt;eVIlL<9zUZJ)Zn7zWux28Q0-e{%Ruu{Y8sHb4 zPliR%g+RlD|1!3?dycUo?(lZ6cD>vlUgfoDVORp*Uuqp75@A`SdkJYirnx#`(NB$p zJrYB#vL>hVBsL#*hC%D%N!9j)ZmXYPM3n9Oc)aA(l%=r99aqR;C;3pFd^lq}^7M5K zs#k7R(?YZo_lc&|`cdZGH}xtT`*?ob%8YV6J^NS>_72NuDGB^Jre)0!&k?^lYC+nL 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runtime measurements of the binary, we used the \pilcode{perf} tool. The used command can be seen in Program~code~\ref{code:binary-measurements}. + + \begin{codeFloat}[H] + \begin{bash} + perf stat -e cpu/mem-stores/u -e "r81d0:u" -e instructions:u + \end{bash} + \caption{Command for runtime measurements of the binary} + \label{code:binary-measurements} + \end{codeFloat} + + + \subsection{Length} + + \begin{figure}[H] \hspace{-0.5cm} \renewcommand{\figurename}{Diagram} \caption{Length - GRIN statistics} @@ -62,7 +75,25 @@ \end{minipage} \end{figure} - \begin{figure} + \begin{center} + \begin{minipage}{0.6\linewidth} + \captionof{table}{Length - binary statistics} + \label{table:length-binary-results} + \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] + Stage & Size & Instructions & Stores & Loads \\ + \hline\hline + \pilcode{normal-O0} & 23928 & 769588 & 212567 & 233305 \\\hline + \pilcode{normal-O3} & 23928 & 550065 & 160252 & 170202 \\\hline + \pilcode{regular-opt} & 19832 & 257397 & 14848 & 45499 \\\hline + \pilcode{dde-O0} & 15736 & 256062 & 14243 & 45083 \\\hline + \pilcode{dde-O3} & 15736 & 284970 & 33929 & 54555 \\ + \end{tcolorbox} + \end{minipage} + \end{center} + + \subsection{Exact length} + + \begin{figure}[H] \hspace{-0.5cm} \renewcommand{\figurename}{Diagram} \caption{Exact length - GRIN statistics} @@ -79,8 +110,26 @@ \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{exact-length-compile-time.png}} \end{minipage} \end{figure} + + \begin{center} + \begin{minipage}{0.58\linewidth} + \captionof{table}{Exact length - binary statistics} + \label{table:exact-length-binary-results} + \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] + Stage & Size & Instructions & Stores & Loads \\ + \hline\hline + \pilcode{normal-O0} & 18800 & 188469 & 14852 & 46566 \\\hline + \pilcode{normal-O3} & 14704 & 187380 & 14621 & 46233 \\\hline + \pilcode{regular-opt} & 10608 & 183560 & 13462 & 45214 \\\hline + \pilcode{dde-O0} & 10608 & 183413 & 13431 & 45189 \\\hline + \pilcode{dde-O3} & 10608 & 183322 & 13430 & 44226 \\ + \end{tcolorbox} + \end{minipage} + \end{center} + + \subsection{Type level functions} - \begin{figure} + \begin{figure}[H] \hspace{-0.5cm} \renewcommand{\figurename}{Diagram} \caption{Type level functions - GRIN statistics} @@ -97,8 +146,26 @@ \resizebox{\width}{7cm}{\includegraphics[scale=0.55]{tyfuns-compile-time.png}} \end{minipage} \end{figure} + + \begin{center} + \begin{minipage}{0.58\linewidth} + \captionof{table}{Type level functions - binary statistics} + \label{table:tyfuns-binary-results} + \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] + Stage & Size & Instructions & Stores & Loads \\ + \hline\hline + \pilcode{normal-O0} & 65128 & 383012 & 49191 & 86754 \\\hline + \pilcode{normal-O3} & 69224 & 377165 & 47556 & 84156 \\\hline + \pilcode{regular-opt} & 36456 & 312122 & 34340 & 71162 \\\hline + \pilcode{dde-O0} & 32360 & 312075 & 34331 & 70530 \\\hline + \pilcode{dde-O3} & 28264 & 309822 & 33943 & 70386 \\ + \end{tcolorbox} + \end{minipage} + \end{center} + + \subsection{Reverse} - \begin{figure} + \begin{figure}[H] \hspace{-0.5cm} \renewcommand{\figurename}{Diagram} \caption{Reverse - GRIN statistics} @@ -116,54 +183,6 @@ \end{minipage} \end{figure} - \begin{center} - \begin{minipage}{0.6\linewidth} - \captionof{table}{Length - binary statistics} - \label{table:length-binary-results} - \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] - Stage & Size & Instructions & Stores & Loads \\ - \hline\hline - \pilcode{normal-O0} & 23928 & 769588 & 212567 & 233305 \\\hline - \pilcode{normal-O3} & 23928 & 550065 & 160252 & 170202 \\\hline - \pilcode{regular-opt} & 19832 & 257397 & 14848 & 45499 \\\hline - \pilcode{dde-O0} & 15736 & 256062 & 14243 & 45083 \\\hline - \pilcode{dde-O3} & 15736 & 284970 & 33929 & 54555 \\ - \end{tcolorbox} - \end{minipage} - \end{center} - - \begin{center} - \begin{minipage}{0.58\linewidth} - \captionof{table}{Exact length - binary statistics} - \label{table:exact-length-binary-results} - \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] - Stage & Size & Instructions & Stores & Loads \\ - \hline\hline - \pilcode{normal-O0} & 18800 & 188469 & 14852 & 46566 \\\hline - \pilcode{normal-O3} & 14704 & 187380 & 14621 & 46233 \\\hline - \pilcode{regular-opt} & 10608 & 183560 & 13462 & 45214 \\\hline - \pilcode{dde-O0} & 10608 & 183413 & 13431 & 45189 \\\hline - \pilcode{dde-O3} & 10608 & 183322 & 13430 & 44226 \\ - \end{tcolorbox} - \end{minipage} - \end{center} - - \begin{center} - \begin{minipage}{0.58\linewidth} - \captionof{table}{Type level functions - binary statistics} - \label{table:tyfuns-binary-results} - \begin{tcolorbox}[tab2,tabularx={l||r|r|r|r}] - Stage & Size & Instructions & Stores & Loads \\ - \hline\hline - \pilcode{normal-O0} & 65128 & 383012 & 49191 & 86754 \\\hline - \pilcode{normal-O3} & 69224 & 377165 & 47556 & 84156 \\\hline - \pilcode{regular-opt} & 36456 & 312122 & 34340 & 71162 \\\hline - \pilcode{dde-O0} & 32360 & 312075 & 34331 & 70530 \\\hline - \pilcode{dde-O3} & 28264 & 309822 & 33943 & 70386 \\ - \end{tcolorbox} - \end{minipage} - \end{center} - \begin{center} \begin{minipage}{0.62\linewidth} \captionof{table}{Reverse - binary statistics} diff --git a/papers/stcs-2019/article/tex/style.sty b/papers/stcs-2019/article/tex/style.sty index f5849556..b92cf77e 100644 --- a/papers/stcs-2019/article/tex/style.sty +++ b/papers/stcs-2019/article/tex/style.sty @@ -174,6 +174,28 @@ , enhanced } +\newtcblisting{bash} +{ listing engine = minted +, minted style = colorful +, minted language = bash +, minted options = { fontsize = \small + , breaklines + , autogobble + , linenos + , numbersep = 3mm + , escapeinside = \%\% + } +, colback = gray!5!white +, colframe = gray!75!black +, listing only +, left = 5mm +, enhanced +, overlay = { \begin{tcbclipinterior} + \fill[gray!80!blue!20!white] (frame.south west) rectangle ([xshift=5mm]frame.north west); + \end{tcbclipinterior} + } +} + \colorlet{lightgreen}{green!50!white} \colorlet{lightblue}{blue!40!white} \colorlet{lightyellow}{yellow!50!white} @@ -244,4 +266,8 @@ \makeatletter% \long\def\@makefntext#1{% \parindent 1em\noindent \hb@xt@ 1.8em{\hss\@makefnmark}#1.} -\makeatother \ No newline at end of file +\makeatother + +% this is needed for LNCS +\setlength\arraycolsep{6pt} +\setlength\tabcolsep{6pt} \ No newline at end of file From 5aec6368fae891bd0e609ff280905beede958a3e Mon Sep 17 00:00:00 2001 From: Anabra Date: Sun, 7 Apr 2019 02:44:47 +0200 Subject: [PATCH 08/15] Converted to LNCS format --- papers/stcs-2019/article/tex/abstract.tex | 2 +- papers/stcs-2019/article/tex/dce.tex | 4 +-- papers/stcs-2019/article/tex/dde.tex | 10 +++--- .../stcs-2019/article/tex/idris-front-end.tex | 2 +- papers/stcs-2019/article/tex/llvm.tex | 2 +- papers/stcs-2019/article/tex/main.pdf | Bin 524452 -> 521270 bytes papers/stcs-2019/article/tex/main.tex | 31 ++++++++--------- papers/stcs-2019/article/tex/results.tex | 32 +++++++++--------- papers/stcs-2019/article/tex/style.sty | 14 ++++---- 9 files changed, 48 insertions(+), 49 deletions(-) diff --git a/papers/stcs-2019/article/tex/abstract.tex b/papers/stcs-2019/article/tex/abstract.tex index 3ed61fdc..54a70f6f 100644 --- a/papers/stcs-2019/article/tex/abstract.tex +++ b/papers/stcs-2019/article/tex/abstract.tex @@ -8,7 +8,7 @@ Our goal is to provide a full-fledged implementation of GRIN by combining the currently available best technologies like LLVM, and evaluate the framework's effectiveness by measuring how the optimizer improves the performance of certain programs. We also present some improvements to the already existing components of the framework. Some of these improvements include a typed representation for the intermediate language and an interprocedural program optimization, the dead data elimination. - %\keywords{grin \and compiler \and whole program optimization \and intermediate representation \and dead code elimination} + \keywords{grin \and compiler \and whole program optimization \and intermediate representation \and dead code elimination} \end{abstract} \end{document} \ No newline at end of file diff --git a/papers/stcs-2019/article/tex/dce.tex b/papers/stcs-2019/article/tex/dce.tex index 9aba5833..eb8af228 100644 --- a/papers/stcs-2019/article/tex/dce.tex +++ b/papers/stcs-2019/article/tex/dce.tex @@ -15,7 +15,7 @@ \begin{codeFloat}[h] \begin{center} - \begin{minipage}{0.35\textwidth} + \begin{minipage}{0.375\textwidth} \begin{haskell} main = n <- pure 5 @@ -25,7 +25,7 @@ \subcaption{Put into a data constructor} \end{minipage} \hspace{1cm} - \begin{minipage}{0.35\textwidth} + \begin{minipage}{0.375\textwidth} \begin{haskell} main = n <- pure 5 diff --git a/papers/stcs-2019/article/tex/dde.tex b/papers/stcs-2019/article/tex/dde.tex index 6b143167..698ad5f1 100644 --- a/papers/stcs-2019/article/tex/dde.tex +++ b/papers/stcs-2019/article/tex/dde.tex @@ -14,7 +14,7 @@ \begin{codeFloat}[h] \begin{center} - \begin{minipage}{0.35\textwidth} + \begin{minipage}{0.42\textwidth} \begin{haskell} main = x <- pure (CPair 0 1) @@ -28,7 +28,7 @@ \subcaption{Before the transformation} \end{minipage} $\xRightarrow{\text{\emph{a} is dead}}$ - \begin{minipage}{0.35\textwidth} + \begin{minipage}{0.4\textwidth} \begin{haskell} main = x <- pure (CPair' 1) @@ -56,7 +56,7 @@ \begin{analysisFloat}[h] \begin{center} - \begin{minipage}{0.35\textwidth} + \begin{minipage}{0.43\textwidth} \begin{haskell} null xs = y <- case xs of @@ -71,9 +71,9 @@ \subcaption{Input program} \end{minipage} \hspace{1cm} - \begin{minipage}{0.40\textwidth} + \begin{minipage}{0.44\textwidth} \begin{tcolorbox}[tab2,tabularx={l|r}] - Variable & Producers \\ + Var & Producers \\ \hline\hline \pilcode{xs} & $\set{CNil[\dots], CCons[\dots]}$\footnotemark[2] \\\hline \pilcode{a} & $\set{CTrue[\pilcode{a}]}$ \\\hline diff --git a/papers/stcs-2019/article/tex/idris-front-end.tex b/papers/stcs-2019/article/tex/idris-front-end.tex index c973132b..7ad2889d 100644 --- a/papers/stcs-2019/article/tex/idris-front-end.tex +++ b/papers/stcs-2019/article/tex/idris-front-end.tex @@ -16,7 +16,7 @@ \vspace{-0.6cm} \begin{figure}[H] \centering - \begin{adjustbox}{scale = 1.3} + \begin{adjustbox}{scale = 1.2} \tikzset{every loop/.style={-{Stealth[scale=1.5]}}} %\hspace{-1cm} diff --git a/papers/stcs-2019/article/tex/llvm.tex b/papers/stcs-2019/article/tex/llvm.tex index 8374b60e..e2db0c62 100644 --- a/papers/stcs-2019/article/tex/llvm.tex +++ b/papers/stcs-2019/article/tex/llvm.tex @@ -38,7 +38,7 @@ \end{tikzpicture} \end{adjustbox} - \caption{Possible representation of different function languages} + \caption{Possible representations of different function languages} \label{fig:grin-back-end} \end{figure} diff --git a/papers/stcs-2019/article/tex/main.pdf b/papers/stcs-2019/article/tex/main.pdf index 5c89ca31306e70e7129ba4769928dbd401b5e1a9..846fe70cf2a5842f769a44fe88e5a6bd41bb2a90 100644 GIT binary patch delta 275289 zcmZVFQ+p*)7NFty#I|kQwrxA9*s7e^wko!5+fK!{Rk5bKpP8$<+dtu5Ykj*okht}X z2!%pfT#|u>kpq@uetBdKmYpLJ1r3~?izhkIk{XzbJ(aY{`EXM=Z(mV~GW|kU=HA_q zY``bO)6~_1aS9Td5P~bHPRxV$*4UTpADCo$CVMPeh!=YU^$rtKHAJi51H|~A_}To> zs@s)#qm|W2I=R2_?~5u@m2mE!eAFKy$-h{s8_0g5q-o5*-Y0@=aV8+c6(1J)>CY#8 z`vHD0Aqnl&0K0xpZIjDr=?_*YY1LE7rxm6yzS%ea`ZsI`?td*`OKy60qTF=y$-f(8 zZ(MBShD1{@tx)ehb-8F%(8jwi3TQ6aCKuBxiQng~I^*~u9-9BbbT*beH1}KMVw%Ss!d=B5us(96LMH3556}Z=!Y9bTcbRWw3@R z_i4c^gN_^yxYbOu28q?Zb++(D^=oD4nUx~*XjvEQ;ps}>Z+j%B)e{kj^)VJc3$O4}k`P1dRgHek4? 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z{`9L7T?@t?Q^4?I78pt}lwc^qP=cWZLkWfw8j6mcQAE}ArHXl8E89N}Jb*2i4>|-L Q3^X}2IWY<)B}Gq03b>aI&j0`b diff --git a/papers/stcs-2019/article/tex/main.tex b/papers/stcs-2019/article/tex/main.tex index 9cacea8e..69598323 100644 --- a/papers/stcs-2019/article/tex/main.tex +++ b/papers/stcs-2019/article/tex/main.tex @@ -7,7 +7,7 @@ \title{\vspace{-2cm}A modern look at GRIN,\\ an optimizing functional language back end} %\title{Dead Code Elimination for GRIN with Interprocedural Whole-Program Analysis} \date{\today} -\author{Péter Dávid Podlovics, Csaba Hruska} +\author{Péter Dávid Podlovics, Csaba Hruska, Andor Pénzes} \begin{document} diff --git a/papers/stcs-2019/article/tex/related-work.tex b/papers/stcs-2019/article/tex/related-work.tex index 5a3d014f..46ca430d 100644 --- a/papers/stcs-2019/article/tex/related-work.tex +++ b/papers/stcs-2019/article/tex/related-work.tex @@ -1,22 +1,72 @@ \documentclass[main.tex]{subfiles} \begin{document} + This section will introduce the reader to the state-of-the-art concerning functional language compiler technologies and whole program optimization. It will compare these systems' main goals, advantages, drawbacks and the techniques they use. + + \subsection{The Glasgow Haskell Compiler} + + GHC~\cite{ghc} is the de facto Haskell compiler. It is an industrial strength compiler supporting Haskell2010 with a multitude of language extensions. It has full support for multi-threading, asynchronous exception handling, incremental compilation and software transactional memory. + + GHC is the most feature-rich stable Haskell compiler. However, its optimizer part is lacking in two respects. Firstly, neither of its intermediate representations (STG and Core) can express laziness explicitly, which means that the strictness analysis cannot be as optimal as it could be. Secondly, GHC only supports optimization on a per-module basis by default, and only optimizes across modules after inlining certain specific functions. This can drastically limit the information available for the optimization passes, hence decreasing their efficiency. The following sections will show alternative compilation techniques to resolve the issues presented above. + \subsection{GRIN} - %TODO: reference to hbcc + Graph Reduction Intermediate Notation is an intermediate representation for lazy\footnote{Strict semantics can be expressed as well} functional languages. Due to its simplicity and high expressive power, it was utilized by several compiler back ends. + + \subsubsection{Boquist} + + The original GRIN framework was developed by U. Boquist, and first described in an article~\cite{boquist-grin}, then in his PhD thesis~\cite{boquist-phd}. This version of GRIN used the Chalmers Haskell-B Compiler~\cite{hbc} as its front end and RISC as its back end. The main focus of entire framework is to produce highly efficient machine code from high-level lazy functional programs through a series of optimizing code transformations. At that time, Boquist's implementation of GRIN already compared favorably to the existing Glasgow Haskell Compiler of version 4.01. + + The language itself has very simple syntax and semantics, and is capable of explicitly expressing laziness. It only has very few built-in instructions (\pilcode{store}, \pilcode{fetch} and \pilcode{update}) which can be interpreted in two ways. Firstly, they can be seen as simple heap operations; secondly, they can represent graph reduction semantics. For example, we can imagine \pilcode{store} creating a new node, and \pilcode{update} reducing those nodes. + + GRIN also supports whole program optimization. Whole program optimization is a compiler optimization technique that uses information regarding the entire program instead of localizing the optimizations to functions or translation units. One of the most important whole program analyses used by the framework is the heap-points-to analysis, a variation of Andersen's pointer analysis~\cite{andersen-ptr}. + + \subsubsection{UHC} + + The Utrecht Haskell Compiler~\cite{uhc} is a completely standalone Haskell compiler with its own front end. The main idea behind UHC is to use attribute grammars to handle the ever-growing complexity of compiler construction in an easily manageable way. Mainly, the compiler is being used for education, since utilizing a custom system, the programming environment can be fine-tuned for the students, and the error messages can be made more understandable. + + UHC also uses GRIN as its IR for its back-end part, however the main focus has diverted from low level efficiency, and broadened to the spectrum of the entire compiler framework. It also extended the original IR with synchronous exception handling by introducing new syntactic constructs for \pilcode{try}/\pilcode{catch} blocks. Also, UHC can generate code for many different targets including LLVM, .Net, JVM and JavaScript. + + \subsubsection{JHC} + + JHC~\cite{jhc} is another complete compiler framework for Haskell, developed by John Meacham. JHC's goal is to generate not only efficient, but also very compact code without the need of any runtime. The generated code only has to rely on certain system calls. JHC also has its own front end and back end just like UHC, but they serve different purposes. + + The front end of JHC uses a very elaborate type system called the pure type system~\cite{pts-berardi, pts-terlouw}. In theory, the pure type system can be seen as a generalization of the lambda cube~\cite{lambda-cube}, in practice it behaves similarly to the Glasgow Haskell Compiler's Core representation. For example, similar transformations can be implemented on them. - The original GRIN framework was developed by U. Boquist, and first described in an article~\cite{boquist-grin}, then in his PhD thesis~\cite{boquist-phd}. This version of GRIN used the Chalmers Haskell-B Compiler as its front end and RISC as its back end. At that time, his implementation of GRIN already compared favorably to the existing Glasgow Haskell Compiler of version 4.01. + For its intermediate representation, JHC uses an alternate version of GRIN. Meacham made several modifications to the original specification of GRIN. Some of the most relevant additions are mutable variables, memory regions (heap and stack) and throw-only IO exceptions. JHC's exceptions are rather simple compared to those of UHC, since they can only be thrown, but never caught. - \subsection{Adaptations of GRIN} + JHC generates completely portable ISO C from the intermediate GRIN code. - Other compilers also use GRIN as their back end. Probably the most notable one is the Utrecht Haskell Compiler~\cite{uhc}. UHC is a completely standalone Haskell compiler with its own front end. The main idea behind UHC is to use attribute grammars handle the ever-growing complexity of compiler construction in an easily manageable way. + \subsubsection{AJHC} + + Originally, AJHC~\cite{ajhc} was a fork of JHC, but later it was remerged with all of its functionalities. The main goal of AJHC was to utilize formal methods in systems programming. It was used implementing a NetBSD sound driver in high-level Haskell. + + \subsubsection{LHC} + + The LLVM Haskell Compiler is Haskell compiler made from reusable libraries using GRIN as its intermediate representation. As its name suggests, it generates LLVM IR code from the intermediate GRIN. \subsection{Other Intermediate Representations} - GRIN is not the only IR available for functional languages. In fact, it is not even the most advanced one. The Haskell Research Compiler~\cite{hrc} and the MLton~\cite{mlton} Standard ML compiler both use IR languages very similar to GRIN. However, these IRs are built from basic blocks instead of monadic bindings. This approach opens up a whole spectrum of new optimization opportunities. For example, the Haskell Research Compiler uses SIMD vectorization passes in its optimization pipeline, and achieves performance metrics comparable to native C~\cite{haskell-gap}. + GRIN is not the only IR available for functional languages. In fact, it is not even the most advanced one. Other representations can either be structurally different or can have different expressive power. For example GRIN and LLVM are both structurally and expressively different representations, because GRIN has monadic structure, while LLVM uses basic blocks, and while GRIN has sum types, LLVM has vector instructions. In general, different design choices can open up different optimization opportunities. + + \subsubsection{Intel Research Compiler} + + The Intel Labs Haskell Research Compiler~\cite{hrc} was a result of a long running research project focusing on functional language compilation. The project's main goal was to generate very efficient code for numerical computations utilizing whole program optimization. + + The compiler reused the front end part of GHC, and worked with the external Core representation provided by it. Its optimizer part was written in MLton and was a general purpose compiler back end for strict functional languages. Differently from GRIN, it used basic blocks which can open up a whole spectrum of new optimization opportunities. Furthermore, instead of whole program defunctionalization (the generation of global \pilcode{eval}), their compiler used function pointers and data-flow analysis techniques to globally analyze the program. They also supported synchronous exceptions and multi-threading. + + One of their most relevant optimizations was the SIMD vectorization pass~\cite{hrc-simd}. Using this optimization, they could transform sequential programs into vectorized ones. In conjunction with their other optimizations, they achieved performance metrics comparable to native C~\cite{haskell-gap}. + + \subsubsection{MLton} + + MLton~\cite{mlton} is a widely used Standard ML compiler. It also uses whole program optimization, and focuses on efficiency. + + MLton has a wide array of distinct intermediate representations, each serving a different purpose. Each IR can express a certain aspect of the language more precisely than the others, allowing for more convenient implementation of the respective analyses and transformations. They use a technique similar to defunctionalization called 0CFA. This technique serves a very similar purpose to defunctionalization, but instead of following function tags, it tracks function closures. The main advantage of this technique is that it can be applied to higher-order languages as well. Also, MLton supports contification~\cite{contification}, a control-flow based transformation, which turns function calls into continuations. This can expose a lot of additional control-flow information, allowing for a broad range of optimizations such as tail recursive function call optimization. + + MLton has its own native code generator, but it can also generate LLVM~\cite{mlton-llvm}. - \subsection{Compilers with LLVM Back Ends} + % \subsection{Compilers with LLVM Back Ends} - In the imperative setting, probably the most well-known compiler with an LLVM back end is Clang~\cite{clang}. Clang's main goal is to provide a production quality compiler with a reusable, library-like structure. However, certain functional language compilers also have LLVM back ends. The two most notable ones are the Glasgow Haskell Compiler~\cite{ghc} and MLton~\cite{mlton-llvm}. + % In the imperative setting, probably the most well-known compiler with an LLVM back end is Clang~\cite{clang}. Clang's main goal is to provide a production quality compiler with a reusable, library-like structure. However, certain functional language compilers also have LLVM back ends. The two most notable ones are the Glasgow Haskell Compiler~\cite{ghc} and MLton~\cite{mlton-llvm}. \end{document} \ No newline at end of file From e849b705687dfff8e0373bb6448460d5af4c3695 Mon Sep 17 00:00:00 2001 From: Anabra Date: Fri, 5 Apr 2019 02:22:08 +0200 Subject: [PATCH 04/15] Started results --- .../article/img/exact-length-compile-time.png | Bin 0 -> 24504 bytes .../article/img/exact-length-runtime.png | Bin 0 -> 25786 bytes .../article/img/length-compile-time.png | Bin 0 -> 21389 bytes .../stcs-2019/article/img/length-runtime.png | Bin 0 -> 28685 bytes .../article/img/reverse-compile-time.png | Bin 0 -> 22690 bytes .../stcs-2019/article/img/reverse-runtime.png | Bin 0 -> 26028 bytes .../article/img/tyfuns-compile-time.png | Bin 0 -> 23380 bytes .../stcs-2019/article/img/tyfuns-runtime.png | Bin 0 -> 28982 bytes papers/stcs-2019/article/tex/abstract.tex | 2 +- papers/stcs-2019/article/tex/bib_database.bib | 25 ++- papers/stcs-2019/article/tex/dde.tex | 2 +- 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