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<!DOCTYPE HTML>
<html>
<head>
<title>RISE language</title>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no" />
<link rel="stylesheet" href="assets/css/main.css" />
<link rel="stylesheet" href="assets/css/highlight.default.css">
<noscript>
<link rel="stylesheet" href="assets/css/noscript.css" />
</noscript>
<link rel="shortcut icon" type="image/x-icon" href="images/favicon.ico">
</head>
<body class="is-preload">
<!-- Wrapper -->
<div id="wrapper" class="divided">
<section
class="banner style3 orient-left content-align-left image-position-right fullscreen onload-image-fade-in onload-content-fade-in ">
<div class="content">
<h1>
<i class="far fa-sun"></i> <span style="font-family: 'Roboto', sans-serif;"><span
style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span
style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span>
</h1>
<p class="major">A functional pattern-based data-parallel language</p>
<ul class="actions stacked">
<li><a href="#first" class="button big wide smooth-scroll">Learn more</a></li>
</ul>
</div>
<div class="image">
<img src="images/sunrise.jpg" alt="" />
</div>
</section>
<!-- RISE & Shine -->
<section class="spotlight style5 orient-right content-align-left image-position-center onload-image-fade-in"
id="first">
<div class="content">
<h2>
<span style="font-family: 'Roboto', sans-serif;">
<span style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span
style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span>
</span>
& <span style="font-family: 'Roboto Mono', monospace;">Shine</span>
</h2>
<p>Programs are expressed at a high level in <span style="font-family: 'Roboto', sans-serif;"><span
style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span
style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span>.
Programs are transformed using a set of <span style="font-style: italic;">rewrite rules</span> that
encode implementation and optimization choices.
The <span style="font-family: 'Roboto Mono', monospace;">Shine</span> compiler
generates
high-performance parallel C or OpenCL code while preserving the optimization choices made during
rewriting.</p>
<p style="font-size: 80%;">
<span style="font-family: 'Roboto', sans-serif;"><span style="font-weight: 300;">R</span><span
style="font-weight: 400;">I</span><span style="font-weight: 500;">S</span><span
style="font-weight: 700;">E</span></span> is a spiritual successor to the <a
href="http://www.lift-project.org">Lift project</a>.
</p>
</div>
<div class="image">
<img src="images/sun.jpg" alt="" />
</div>
</section>
<!-- Overview -->
<section class="wrapper style1">
<div class="inner">
<h2 class="align-center">
Overview
</h2>
<div style="width: 70%; margin: auto;">
<p>
Starting from a <strong>High-Level <span style="font-family: 'Roboto', sans-serif;"><span style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span> Program</strong> and an <a href="https://elevate-lang.org/"><span style="font-family: 'Fira Sans', sans-serif; font-weight: 300; font-variant: small-caps;">Elevate</span></a> Optimization Strategy the <span style="font-family: 'Roboto Mono', monospace;">Shine</span> compiler <strong>rewrites</strong> the high-level program as specified by the optimization strategy into a <strong>Low-Level <span style="font-family: 'Roboto', sans-serif;"><span style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span> Program</strong> that encodes all implementation and optimization decissions explicitly.
</p>
<p>
The <strong>code generator</strong> processes the low-level program to generate the final <strong>Optimized C, OpenMP, OpenCL, or CUDA Program</strong>.
</p>
</div>
<hr>
<div class="align-center" style="width:50%; float:left;">
<h3>High-Level <span style="font-family: 'Roboto', sans-serif;"><span style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span> Program</h3>
<pre><code class="language-scala align-left">def highLevelProgram: ToBeTyped[Rise] =
depFun((n: Nat, m: Nat, o: Nat) =>
fun(n`.`o`.`f32)(A => fun(m`.`o`.`f32)(B =>
A |> map(fun(rowOfA =>
B |> map(fun(rowOfB =>
zip(rowOfA)(rowOfB) |>
map(fun(x => fst(x) * snd(x))) |>
reduce(add)(l(0.0f)) )) )) )) )
</code></pre>
</div>
<div class="align-center">
<h3><a href="https://elevate-lang.org/"><span style="font-family: 'Fira Sans', sans-serif; font-weight: 300; font-variant: small-caps;">Elevate</span></a> Optimization Strategy</h3>
<pre><code class="language-scala align-left">def optimizationStrategy: Strategy[Rise] =
(`map |-> mapPar` `@` outermost(isMap)) `;`
(`map |-> mapSeq` `@` outermost(isMap)) `;`
(`reduce |-> reduceSeq` `@` everywhere)
</code></pre>
</div>
<div style="clear: both;"></div>
<div class="align-center" style="width:50%; float:left;">
<i class="fas fa-4x fa-arrow-down fa-rotate-315"></i>
</div>
<div class="align-center">
<i class="fas fa-4x fa-arrow-down fa-rotate-45"></i>
</div>
<div style="clear: both;"></div>
<div style="width: 50%; margin: auto; border: 2px solid black; border-radius: 5px;">
<div style="margin-left: 5px;">
<h3><span style="font-family: 'Roboto Mono', monospace;">Shine</span> Compiler</h3>
</div>
<div class="align-center" style="margin-top: -1em;">
<i class="fas fa-4x fa-sync"></i><br>
<span style="font-weight: bold; position: relative; left:5em; top:-3em;">rewriting</span>
</div>
<div class="align-center" style="margin-top: -1em;">
<i class="fas fa-2x fa-arrow-down"></i>
</div>
<div class="align-center">
<h3>Low-Level <span style="font-family: 'Roboto', sans-serif;"><span style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span> Program</h3>
<pre><code class="language-scala align-left">def lowLevelProgram: ToBeTyped[Rise] =
depFun((n: Nat, m: Nat, o: Nat) =>
fun(n`.`o`.`f32)(A => fun(m`.`o`.`f32)(B =>
A |> mapPar(fun(rowOfA =>
B |> mapSeq(fun(rowOfB =>
zip(rowOfA)(rowOfB) |>
map(fun(x => fst(x) * snd(x))) |>
reduceSeq(add)(l(0.0f)) )) )) )) )
</code></pre>
</div>
<div class="align-center" style="margin-top: 0.5em; margin-bottom: 0.5em;">
<i class="fas fa-2x fa-arrow-down"></i>
</div>
<div class="align-center">
<i class="fas fa-4x fa-cog"></i><br>
<span style="font-weight: bold; position: relative; left:6em; top:-3em;">code generation</span>
</div>
</div>
<div class="align-center">
<i class="fas fa-4x fa-arrow-down"></i>
</div>
<div style="clear: both;"></div>
<div style="width: 70%; margin: auto;" class="align-center">
<h3>Optimized <span style="font-family: 'JetBrains Mono', monospace; font-size: 85%;"> C / OpenMP / OpenCL / CUDA </span> Program</h3>
<pre><code class="language-c align-left">#include <stdint.h>
void foo(float* output, int n, int m, int o, float* A, float* B){
#pragma omp parallel for
for (int i = 0; i < n; i = 1 + i) {
for (int j = 0; j < m; j = 1 + j) {
float acc;
acc = 0.0f;
for (int k = 0; k < o; k = 1 + k) {
acc = acc + A[k + i * o] * B[k + j * o]; }
output[j + i * m] = acc; } }
}
</code></pre>
</div>
<hr>
</div>
</section>
<!-- RISE is Open Source -->
<section class="spotlight style1 orient-left content-align-left image-position-center onload-image-fade-in ">
<div class="content">
<h2>
<span style="font-family: 'Roboto', sans-serif;">
<span style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span
style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span>
</span>
is Open Source
</h2>
<p>
<a href="https://github.com/rise-lang/shine"><i class="fab fa-github fa-2x" aria-hidden="true"></i>
https://github.com/rise-lang/shine</a>
</p>
</div>
<div class="image">
<img src="images/github.jpg" alt="" />
</div>
</section>
<!-- RISE in MLIR -->
<section class="spotlight style1 orient-right content-align-right image-position-center onload-image-fade-in ">
<div class="content">
<a href="https://rise-lang.org/mlir">
<h2>
<span style="font-family: 'Roboto', sans-serif;"><span style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span>
in MLIR
</h2>
</a>
We are implementing <span style="font-family: 'Roboto', sans-serif;"><span
style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span
style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span>
as a Dialect in MLIR. We argue that this approach of using simple reusable patterns to
break up the established concept of using inflexible monolithic kernels will enable easier exploration
of different novel optimizations for machine learning workloads.
<br></br>
<p>
<a href="https://rise-lang.org/mlir"><i class="fab fa-2x" aria-hidden="true"></i>
https://rise-lang.org/mlir</a>
<br>
<a href="https://github.com/rise-lang/mlir/"><i class="fab fa-github fa-2x" aria-hidden="true"></i>
https://github.com/rise-lang/mlir/</a>
</p>
</div>
<div class="image">
<img src="images/sunrise_mlir.jpg" alt="" />
</div>
</section>
<!-- Publications -->
<section class="spotlight style5 orient-left content-align-left image-position-center onload-image-fade-in">
<div class="content">
<h2>
Publications
</h2>
<ul class="fa-ul">
<li><span class="fa-li"><i class="far fa-file-alt fa-stack-2x"></i></span>
<i>Systematically Extending a High-Level Code Generator with Support for Tensor Cores</i>
<br>
Lukas Siefke, Bastian Köpcke, Sergei Gorlatch, and Michel Steuwer
<br>
<a href="https://conf.researchr.org/home/cgo-2021"><i class="fab fa-2x" aria-hidden="true"></i>
14th Workshop on General Purpose Processing Using GPU (<b>GPGPU 2022</b>)</a>
<br>
<a href="https://michel.steuwer.info/files/publications/2022/GPGPU-2022.pdf" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-pdf fa-stack-2x" style="font-size:36px"></i>
</span>
Paper</a>
<!-- <a href="https://dl.acm.org/do/10.1145/3410227/full/" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-code fa-stack-2x" style="font-size:36px"></i>
</span>
Artifact</a>
<a href="https://www.youtube.com/watch?v=ixuPI6PCTTU" style="margin-right: 1em;">
<span class="fa-stack fa-1x">
<i class="fas fa-file-video fa-stack-2x" style="font-size:36px"></i>
</span>
Video</a> -->
</li>
<br>
<li><span class="fa-li"><i class="far fa-file-alt fa-stack-2x"></i></span>
<i>Towards a Domain Extensible Compiler: Optimizing an Image Processing Pipeline on mobile CPUs</i>
<br>
Thomas Koehler and Michel Steuwer
<br>
<a href="https://conf.researchr.org/home/cgo-2021"><i class="fab fa-2x" aria-hidden="true"></i>
ACM SIGPLAN SIGMICRO International Symposion on Code Generation and Optimization (<b>CGO 2021</b>)</a>
<br>
<a href="https://michel.steuwer.info/files/publications/2021/CGO-2021.pdf" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-pdf fa-stack-2x" style="font-size:36px"></i>
</span>
Paper</a>
<!-- <a href="https://dl.acm.org/do/10.1145/3410227/full/" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-code fa-stack-2x" style="font-size:36px"></i>
</span>
Artifact</a>
<a href="https://www.youtube.com/watch?v=ixuPI6PCTTU" style="margin-right: 1em;">
<span class="fa-stack fa-1x">
<i class="fas fa-file-video fa-stack-2x" style="font-size:36px"></i>
</span>
Video</a> -->
</li>
<br>
<li><span class="fa-li"><i class="far fa-file-alt fa-stack-2x"></i></span>
<i>Integrating a Functional Pattern-Based IR into MLIR</i>
<br>
Martin Lücke, Michel Steuwer, and Aaron Smith
<br>
<a href="https://conf.researchr.org/home/CC-2021"><i class="fab fa-2x" aria-hidden="true"></i>
30th ACM SIGPLAN International Conference on Compiler Construction (<b>CC 2021</b>)</a>
<br>
<a href="https://michel.steuwer.info/files/publications/2021/CC-2021.pdf" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-pdf fa-stack-2x" style="font-size:36px"></i>
</span>
Paper</a>
<!-- <a href="https://dl.acm.org/do/10.1145/3410227/full/" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-code fa-stack-2x" style="font-size:36px"></i>
</span>
Artifact</a>
<a href="https://www.youtube.com/watch?v=ixuPI6PCTTU" style="margin-right: 1em;">
<span class="fa-stack fa-1x">
<i class="fas fa-file-video fa-stack-2x" style="font-size:36px"></i>
</span>
Video</a> -->
</li>
<br>
<li><span class="fa-li"><i class="far fa-file-alt fa-stack-2x"></i></span>
<i>Achieving high-performance the functional way: a functional pearl on expressing high-performance optimizations as rewrite strategies</i>
<br>
Bastian Hagedorn, Johannes Lenfers, Thomas Koehler, Xueying Qin, Sergei Gorlatch, Michel Steuwer
<br>
<a href="https://icfp20.sigplan.org"><i class="fab fa-2x" aria-hidden="true"></i>
25th ACM SIGPLAN International Conference on Functional Programming (<b>ICFP 2020</b>)</a>
<br>
<a href="https://michel.steuwer.info/files/publications/2020/ICFP-2020.pdf" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-pdf fa-stack-2x" style="font-size:36px"></i>
</span>
Paper</a>
<a href="https://dl.acm.org/do/10.1145/3410227/full/" style="margin-right:1em">
<span class="fa-stack fa-1x">
<i class="fas fa-file-code fa-stack-2x" style="font-size:36px"></i>
</span>
Artifact</a>
<a href="https://www.youtube.com/watch?v=ixuPI6PCTTU" style="margin-right: 1em;">
<span class="fa-stack fa-1x">
<i class="fas fa-file-video fa-stack-2x" style="font-size:36px"></i>
</span>
Video</a>
</li>
<br>
<li><i><span class="fa-li"><i class="fas fa-microphone fa-2x"></i></span>
<span style="font-family: 'Roboto', sans-serif;"><span
style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span
style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span>
: A Functional Pattern-based Dialect in MLIR</i>
<br>
Martin Lücke
<br>
<a href="https://docs.google.com/document/d/1y_9f1AbfgcoVdJh4_aM6-BaSHvrHl8zuA5G4jv_94K8/"><i class="fab fa-2x" aria-hidden="true"></i>
<b>MLIR Open Design Meeting</b> 05/2020</a>
<br>
<a href="http://rise-lang.org/presentations/2020/talk_mlir_odm_05_2020_RISE_in_MLIR.pdf" style="margin-right: 1em;">
<span class="fa-stack fa-1x">
<i class="fas fa-file-image fa-stack-2x" style="font-size:36px"></i>
</span>
Slides</a>
<a href="https://drive.google.com/open?id=18DNvegfHcEQfkKktkBhmhUecyNunfy2s" style="margin-right: 1em;">
<span class="fa-stack fa-1x">
<i class="fas fa-file-video fa-stack-2x" style="font-size:36px"></i>
</span>
Video</a>
</li>
<br>
<li><i><span class="fa-li"><i class="far fa-image fa-stack-2x"></i></span>
<span style="font-family: 'Roboto', sans-serif;"><span
style="font-weight: 300;">R</span><span style="font-weight: 400;">I</span><span
style="font-weight: 500;">S</span><span style="font-weight: 700;">E</span></span> in MLIR - A functional pattern-based dialect </i>
<br>
Martin Lücke, Michel Steuwer
<br>
<a href="https://www.c4ml.org/c4ml2020"><i class="fab fa-2x" aria-hidden="true"></i>
2nd Compilers for Machine Learning (<b>C4ML</b>) workshop, co-located with CGO 2020</a>
<br>
<a href="http://rise-lang.org/presentations/2020/poster_rise_in_mlir_a_functional_pattern_based_dialect.pdf" style="margin-right: 1em;">
<span class="fa-stack fa-1x">
<i class="fas fa-image fa-stack-2x" style="font-size:36px"></i>
</span>
Poster</a>
</li>
<br>
<li><span class="fa-li"><i class="far fa-file-alt fa-stack-2x"></i></span>
<i>A functional pattern-based language in MLIR </i>
<br>
Martin Lücke, Michel Steuwer, Aaron Smith
<br>
<a href="http://workshops.inf.ed.ac.uk/accml/workshop-2020-hipeac.html"><i class="fab fa-2x" aria-hidden="true"></i>
1st Workshop on Accelerated Machine Learning (<b>AccML</b>) 2020 - co-located with HiPEAC 2020, Bologna</a>
<br>
<a href="http://rise-lang.org/publications/2020/accml_2020_a_functional_pattern_based_language_in_mlir.pdf" style="margin-right:1em">
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Paper</a>
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Slides</a>
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<h2>Presentations</h2>
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<!-- Towards a Domain-Extensible Compiler: Optimizing an Image Processing Pipeline on Mobile CPUs -->
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<!-- Short Talk: Towards an Exploration Tool for Program Optimization Using Heuristic Search Algorithms -->
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<!-- Longer Talk: Towards an Exploration Tool for Program Optimization Using Heuristic Search Algorithms -->
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<!-- Short Talk: Fine Grained Control of Program Transformations via Strategic Rewriting in MLIR -->
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<!-- Longer Talk: Fine Grained Control of Program Transformations via Strategic Rewriting in MLIR -->
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<!-- RISE in MLIR - A functional Pattern-based Dialect -->
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<!-- Achieving high-performance the functional way -->
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<h2>Team</h2>
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<a href="https://michel.steuwer.info" class="image">
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<h3>Michel Steuwer</h3>
<p>Lecturer at the University of Edinburgh</p>
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<a href="http://www.inf.ed.ac.uk/people/students/Federico_Pizzuti.html" class="image">
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<h3>Federico Pizzuti</h3>
<p>PhD student at the University of Edinburgh</p>
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<a href="https://johanneslenfers.github.io" class="image">
<img src="images/gallery/thumbs/johannes.jpg" alt="" />
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<h3>Johannes Lenfers</h3>
<p>PhD student at the University of Münster</p>
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<a href="https://thok.eu" class="image">
<img src="images/gallery/thumbs/thomas.jpg" alt="" />
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<h3>Thomas Kœhler</h3>
<p>PhD student at the University of Glasgow</p>
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<a href="https://bastian-koepcke.github.io" class="image">
<img src="images/gallery/thumbs/bastianK.jpg" alt="" />
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<h3>Bastian Köpcke</h3>
<p>PhD student at the University of Münster</p>
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<a href="https://github.com/martin-luecke" class="image">
<img src="images/gallery/thumbs/martin.jpg" alt="" />
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<h3>Martin Lücke</h3>
<p>PhD student at the University of Edinburgh</p>
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<a href="https://umazalakain.info" class="image">
<img src="images/gallery/thumbs/uma.jpg" alt="" />
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<h3>Uma Zalakain</h3>
<p>Research Assistant at the University of Edinburgh</p>
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<a href="https://github.com/roger-uw" class="image">
<img src="images/gallery/thumbs/rongxiao.png" alt="" />
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<h3>Rongxiao Fu</h3>
<p>PhD student at the University of Glasgow</p>
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<a href="https://bastianhagedorn.github.io" class="image">
<img src="images/gallery/thumbs/bastianH.jpg" alt="" />
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<h3>Bastian Hagedorn</h3>
<p>PhD student at the University of Münster</p>
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