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Posted to commits@nemo.apache.org by jo...@apache.org on 2018/03/23 01:55:16 UTC
[incubator-nemo-website] branch asf-site updated: add post
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The following commit(s) were added to refs/heads/asf-site by this push:
new 37fff52 add post
37fff52 is described below
commit 37fff522591b04945aa31fe373430424ba781b0d
Author: John Yang <jo...@apache.org>
AuthorDate: Fri Mar 23 10:55:04 2018 +0900
add post
---
_posts/2018-03-23-pado-on-nemo.md | 34 +
_posts/2018-03-23-shuffle-on-nemo.md | 3 +-
content/404.html | 2 +-
content/allposts.html | 7 +-
.../blog/2018/03/20/nemo-blog-published/index.html | 6 +-
content/blog/2018/03/23/pado-on-nemo/index.html | 184 ++
content/blog/2018/03/23/shuffle-on-nemo/index.html | 9 +-
content/docs/bootstrap/index.html | 4 +-
content/docs/cheatsheet/index.html | 4 +-
content/docs/compiler_design/index.html | 4 +-
content/docs/extending_nemo/index.html | 4 +-
content/docs/font-awesome/index.html | 4 +-
content/docs/getting_started/index.html | 4 +-
content/docs/home/index.html | 4 +-
content/docs/ir/index.html | 4 +-
content/docs/jekyll/index.html | 4 +-
content/docs/passes_and_policies/index.html | 4 +-
content/docs/runtime_design/index.html | 4 +-
content/docs/themes/index.html | 4 +-
content/docs/welcome_to_jekyll/index.html | 4 +-
content/feed.xml | 37 +-
content/index.html | 2 +-
content/pages/downloads/index.html | 4 +-
content/pages/license/index.html | 4 +-
content/pages/talks/index.html | 4 +-
content/pages/team/index.html | 4 +-
content/search.json | 5 +
content/sitemap.xml | 2072 ++++++++++----------
28 files changed, 1349 insertions(+), 1080 deletions(-)
diff --git a/_posts/2018-03-23-pado-on-nemo.md b/_posts/2018-03-23-pado-on-nemo.md
new file mode 100644
index 0000000..347600a
--- /dev/null
+++ b/_posts/2018-03-23-pado-on-nemo.md
@@ -0,0 +1,34 @@
+---
+layout: post
+title: "Harnessing transient resources using Nemo"
+author: John Yang
+---
+
+To increase datacenter utilization, data processing jobs are increasingly being deployed on transient resources temporarily borrowed from latency-critical jobs. However, these transient resources must be evicted whenever latency-critical jobs require them again. Resource evictions often lead to cascading recomputations that substantially degrade job performance.
+
+Pado[1] is an optimization technique that reduces the number of recomputations triggered by eviction of transient resources. Specifically, Pado uses a placement algorithm for selectively retaining intermediate results on reserved resources that are not evicted.
+
+Nemo provides an optimization policy interface that makes it easy for users to employ techniques like Pado to improve application performance. To demonstrate the flexibility of Nemo, we have developed and evaluated PadoPolicy. We summarize preliminary evaluation results as follows.
+
+
+### Experimentation setup
+
+
+- Systems: Spark 2.2.0, Nemo with PadoPolicy
+- Resources:
+ - m4.2xlarge AWS EC2 instances (8 vCPU, 32GB memory)
+ - 35 transient nodes, and 5 reserved nodes
+ - 5-minute mean poisson eviction rate for each transient node
+ - An evicted transient node is immediately replaced with a new transient node
+- Dataset: 10GB Yahoo! music ratings dataset[2]
+- Application: A machine learning recommendation algorithm (Alternating least squares)
+
+
+### Job completion time (JCT)
+
+Spark was not able to complete the job even after running for 120 minutes, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in 18 minutes by selectively retaining intermediate results on reserved nodes using the Pado technique.
+
+[1] Youngseok Yang, Geon-Woo Kim, Won Wook Song, Yunseong Lee, Andrew Chung, Zhengping Qian, Brian Cho, and Byung-Gon Chun. 2017. Pado: A Data Processing Engine for Harnessing Transient Resources in Datacenters. In Proceedings of the Twelfth European Conference on Computer Systems (EuroSys '17).
+
+[2] Yahoo! Music User Ratings of Songs with Artist, Album, and Genre Meta Information, v. 1.0. https://webscope. sandbox.yahoo.com/catalog.php?datatype=r.
+
diff --git a/_posts/2018-03-23-shuffle-on-nemo.md b/_posts/2018-03-23-shuffle-on-nemo.md
index 7b3c82c..00e3a11 100644
--- a/_posts/2018-03-23-shuffle-on-nemo.md
+++ b/_posts/2018-03-23-shuffle-on-nemo.md
@@ -40,8 +40,9 @@ To understand the performance difference, we’ve measured the mean throughput o
-[1] RAO, S., RAMAKRISHNAN, R., SILBERSTEIN, A., OVSIANNIKOV, M., AND REEVES, D. Sailfish: A framework for large scale data processing. In SOCC (2012).
+[1] Sriram Rao, Raghu Ramakrishnan, Adam Silberstein, Mike Ovsiannikov, and Damian Reeves. 2012. Sailfish: a framework for large scale data processing. In Proceedings of the Third ACM Symposium on Cloud Computing (SoCC '12).
[2] Apache Spark. https://spark.apache.org/.
[3] Wikipedia pageview statistics. https://dumps.wikimedia.org/other/pagecounts-raw/.
+
diff --git a/content/404.html b/content/404.html
index 32734ad..f22d896 100644
--- a/content/404.html
+++ b/content/404.html
@@ -25,7 +25,7 @@
<meta property="og:url" content="http://nemo.apache.org//404.html" />
<meta property="og:site_name" content="Nemo" />
<script type="application/ld+json">
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+{"name":null,"description":"A Data Processing System for Flexible Employment With Different Deployment Characteristics.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//404.html","publisher":null,"image":null,"headline":"Nemo","dateModified":null,"datePublished":null,"sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/allposts.html b/content/allposts.html
index 8fca445..3d048c0 100644
--- a/content/allposts.html
+++ b/content/allposts.html
@@ -25,7 +25,7 @@
<meta property="og:url" content="http://nemo.apache.org//allposts.html" />
<meta property="og:site_name" content="Nemo" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"A Data Processing System for Flexible Employment With Different Deployment Characteristics.","name":null,"@type":"WebPage","headline":"Blog","dateModified":null,"datePublished":null,"url":"http://nemo.apache.org//allposts.html","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"A Data Processing System for Flexible Employment With Different Deployment Characteristics.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//allposts.html","publisher":null,"image":null,"headline":"Blog","dateModified":null,"datePublished":null,"sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
@@ -86,6 +86,11 @@
</p>
<p>
+ <strong><a href="/blog/2018/03/23/pado-on-nemo/">Harnessing transient resources using Nemo</a></strong>
+ <span>on March 23, 2018 by John Yang</span>
+ </p>
+
+ <p>
<strong><a href="/blog/2018/03/20/nemo-blog-published/">Nemo blog published!</a></strong>
<span>on March 20, 2018 by Won Wook SONG</span>
</p>
diff --git a/content/blog/2018/03/20/nemo-blog-published/index.html b/content/blog/2018/03/20/nemo-blog-published/index.html
index 5550d93..c8d2230 100644
--- a/content/blog/2018/03/20/nemo-blog-published/index.html
+++ b/content/blog/2018/03/20/nemo-blog-published/index.html
@@ -27,7 +27,7 @@
<meta property="og:type" content="article" />
<meta property="article:published_time" content="2018-03-20T00:00:00+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":{"@type":"Person","name":"Won Wook SONG"},"description":"Our blog is published and is online! We’ll be posting exciting news related to our project on our blog.","name":null,"@type":"BlogPosting","headline":"Nemo blog published!","dateModified":"2018-03-20T00:00:00+09:00","datePublished":"2018-03-20T00:00:00+09:00","url":"http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/","sameAs":null,"mainEntityOfPage":{"@type":"WebPage","@id":"http://nemo.apache.o [...]
+{"name":null,"description":"Our blog is published and is online! We’ll be posting exciting news related to our project on our blog.","author":{"@type":"Person","name":"Won Wook SONG"},"@type":"BlogPosting","url":"http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/","publisher":null,"image":null,"headline":"Nemo blog published!","dateModified":"2018-03-20T00:00:00+09:00","datePublished":"2018-03-20T00:00:00+09:00","sameAs":null,"mainEntityOfPage":{"@type":"WebPage","@id":"http:// [...]
<!-- End Jekyll SEO tag -->
@@ -89,6 +89,8 @@
<li><a href="/blog/2018/03/23/shuffle-on-nemo/" >Optimizing shuffle performance using Nemo</a></li>
+ <li><a href="/blog/2018/03/23/pado-on-nemo/" >Harnessing transient resources using Nemo</a></li>
+
<li><a href="/blog/2018/03/20/nemo-blog-published/" class="active" >Nemo blog published!</a></li>
<li><a href="/allposts">All posts ...</a></li>
@@ -107,7 +109,7 @@
<ul class="pager">
<li class="next">
- <a href="/blog/2018/03/23/shuffle-on-nemo/">
+ <a href="/blog/2018/03/23/pado-on-nemo/">
Newer <span aria-hidden="true">→</span>
</a>
</li>
diff --git a/content/blog/2018/03/23/pado-on-nemo/index.html b/content/blog/2018/03/23/pado-on-nemo/index.html
new file mode 100644
index 0000000..fa7ce7f
--- /dev/null
+++ b/content/blog/2018/03/23/pado-on-nemo/index.html
@@ -0,0 +1,184 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+ <meta charset="utf-8">
+ <meta http-equiv="X-UA-Compatible" content="IE=edge">
+ <meta name="viewport" content="width=device-width, initial-scale=1">
+
+ <title>Harnessing transient resources using Nemo</title>
+ <meta name="description" content="To increase datacenter utilization, data processing jobs are increasingly being deployed on transient resources temporarily borrowed from latency-critical jo...">
+
+
+ <link rel="stylesheet" href="/css/main.css">
+ <link rel="stylesheet" href="/css/font-awesome.min.css">
+
+ <link rel="shortcut icon" href="/favicon.ico?1">
+ <!-- Begin Jekyll SEO tag v2.3.0 -->
+<title>Harnessing transient resources using Nemo | Nemo</title>
+<meta property="og:title" content="Harnessing transient resources using Nemo" />
+<meta name="author" content="John Yang" />
+<meta property="og:locale" content="en_US" />
+<meta name="description" content="To increase datacenter utilization, data processing jobs are increasingly being deployed on transient resources temporarily borrowed from latency-critical jobs. However, these transient resources must be evicted whenever latency-critical jobs require them again. Resource evictions often lead to cascading recomputations that substantially degrade job performance." />
+<meta property="og:description" content="To increase datacenter utilization, data processing jobs are increasingly being deployed on transient resources temporarily borrowed from latency-critical jobs. However, these transient resources must be evicted whenever latency-critical jobs require them again. Resource evictions often lead to cascading recomputations that substantially degrade job performance." />
+<link rel="canonical" href="http://nemo.apache.org//blog/2018/03/23/pado-on-nemo/" />
+<meta property="og:url" content="http://nemo.apache.org//blog/2018/03/23/pado-on-nemo/" />
+<meta property="og:site_name" content="Nemo" />
+<meta property="og:type" content="article" />
+<meta property="article:published_time" content="2018-03-23T00:00:00+09:00" />
+<script type="application/ld+json">
+{"name":null,"description":"To increase datacenter utilization, data processing jobs are increasingly being deployed on transient resources temporarily borrowed from latency-critical jobs. However, these transient resources must be evicted whenever latency-critical jobs require them again. Resource evictions often lead to cascading recomputations that substantially degrade job performance.","author":{"@type":"Person","name":"John Yang"},"@type":"BlogPosting","url":"http://nemo.apache.org [...]
+<!-- End Jekyll SEO tag -->
+
+
+ <link rel="canonical" href="http://nemo.apache.org//blog/2018/03/23/pado-on-nemo/">
+ <link rel="alternate" type="application/rss+xml" title="Nemo" href="http://nemo.apache.org//feed.xml" />
+</head>
+
+
+<body>
+
+ <nav class="navbar navbar-default navbar-fixed-top">
+ <div class="container navbar-container">
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+ </ul>
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+ </div>
+ </form>
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+ <div class="page-content">
+ <div class="wrapper">
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+
+ <div class="col-md-4">
+ <div class="well">
+ <h4>RECENT POSTS</h4>
+ <ul class="list-unstyled post-list-container">
+
+ <li><a href="/blog/2018/03/23/shuffle-on-nemo/" >Optimizing shuffle performance using Nemo</a></li>
+
+ <li><a href="/blog/2018/03/23/pado-on-nemo/" class="active" >Harnessing transient resources using Nemo</a></li>
+
+ <li><a href="/blog/2018/03/20/nemo-blog-published/" >Nemo blog published!</a></li>
+
+ <li><a href="/allposts">All posts ...</a></li>
+ </ul>
+ </div>
+ </div>
+
+ <div class="col-md-8">
+ <h1>Harnessing transient resources using Nemo</h1>
+ <p>Mar 23, 2018 • John Yang</p>
+ <div id="markdown-content-container"><p>To increase datacenter utilization, data processing jobs are increasingly being deployed on transient resources temporarily borrowed from latency-critical jobs. However, these transient resources must be evicted whenever latency-critical jobs require them again. Resource evictions often lead to cascading recomputations that substantially degrade job performance.</p>
+
+<p>Pado[1] is an optimization technique that reduces the number of recomputations triggered by eviction of transient resources. Specifically, Pado uses a placement algorithm for selectively retaining intermediate results on reserved resources that are not evicted.</p>
+
+<p>Nemo provides an optimization policy interface that makes it easy for users to employ techniques like Pado to improve application performance. To demonstrate the flexibility of Nemo, we have developed and evaluated PadoPolicy. We summarize preliminary evaluation results as follows.</p>
+
+<h3 id="experimentation-setup">Experimentation setup</h3>
+
+<ul>
+ <li>Systems: Spark 2.2.0, Nemo with PadoPolicy</li>
+ <li>Resources:
+ <ul>
+ <li>m4.2xlarge AWS EC2 instances (8 vCPU, 32GB memory)</li>
+ <li>35 transient nodes, and 5 reserved nodes
+ <ul>
+ <li>5-minute mean poisson eviction rate for each transient node</li>
+ <li>An evicted transient node is immediately replaced with a new transient node</li>
+ </ul>
+ </li>
+ </ul>
+ </li>
+ <li>Dataset: 10GB Yahoo! music ratings dataset[2]</li>
+ <li>Application: A machine learning recommendation algorithm (Alternating least squares)</li>
+</ul>
+
+<h3 id="job-completion-time-jct">Job completion time (JCT)</h3>
+
+<p>Spark was not able to complete the job even after running for 120 minutes, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in 18 minutes by selectively retaining intermediate results on reserved nodes using the Pado technique.</p>
+
+<p>[1] Youngseok Yang, Geon-Woo Kim, Won Wook Song, Yunseong Lee, Andrew Chung, Zhengping Qian, Brian Cho, and Byung-Gon Chun. 2017. Pado: A Data Processing Engine for Harnessing Transient Resources in Datacenters. In Proceedings of the Twelfth European Conference on Computer Systems (EuroSys ‘17).</p>
+
+<p>[2] Yahoo! Music User Ratings of Songs with Artist, Album, and Genre Meta Information, v. 1.0. https://webscope. sandbox.yahoo.com/catalog.php?datatype=r.</p>
+
+</div>
+ <hr>
+ <ul class="pager">
+
+ <li class="previous">
+ <a href="/blog/2018/03/20/nemo-blog-published/">
+ <span aria-hidden="true">←</span> Older
+ </a>
+ </li>
+
+ <li class="next">
+ <a href="/blog/2018/03/23/shuffle-on-nemo/">
+ Newer <span aria-hidden="true">→</span>
+ </a>
+ </li>
+
+ </ul>
+ </div>
+
+ </div>
+</div>
+
+ </div>
+ </div>
+
+ <footer class="footer">
+ <div class="container">
+
+ <p class="text-center">
+ Nemo 2018 |
+ Powered by <a href="https://github.com/aksakalli/jekyll-doc-theme">Jekyll Doc Theme</a>
+ </p>
+ <!-- <p class="text-muted">Place sticky footer content here.</p> -->
+ </div>
+</footer>
+
+ <script>
+ var baseurl = ''
+</script>
+<script src="//code.jquery.com/jquery-1.10.2.min.js"></script>
+<script src="/js/bootstrap.min.js "></script>
+<script src="/js/typeahead.bundle.min.js "></script>
+
+<script src="/js/main.js "></script>
+
+</body>
+
+</html>
diff --git a/content/blog/2018/03/23/shuffle-on-nemo/index.html b/content/blog/2018/03/23/shuffle-on-nemo/index.html
index 2ad35e5..b228aa7 100644
--- a/content/blog/2018/03/23/shuffle-on-nemo/index.html
+++ b/content/blog/2018/03/23/shuffle-on-nemo/index.html
@@ -27,7 +27,7 @@
<meta property="og:type" content="article" />
<meta property="article:published_time" content="2018-03-23T00:00:00+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"Data shuffle is a key operation that underlies almost all large-scale data processing jobs. A shuffle operation typically involves writing intermediate data to disk, and reading the data back later when the successive computations are scheduled.","author":{"@type":"Person","name":"John Yang"},"@type":"BlogPosting","url":"http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo/","publisher":null,"image":null,"headline":"Optimizing shuffle performance using Nemo [...]
<!-- End Jekyll SEO tag -->
@@ -89,6 +89,8 @@
<li><a href="/blog/2018/03/23/shuffle-on-nemo/" class="active" >Optimizing shuffle performance using Nemo</a></li>
+ <li><a href="/blog/2018/03/23/pado-on-nemo/" >Harnessing transient resources using Nemo</a></li>
+
<li><a href="/blog/2018/03/20/nemo-blog-published/" >Nemo blog published!</a></li>
<li><a href="/allposts">All posts ...</a></li>
@@ -132,17 +134,18 @@
<p>To understand the performance difference, we’ve measured the mean throughput of the scratch disks that Nemo and Spark use for handling intermediate data. As depicted in Figure 2, Nemo’s reduce stage enjoys much higher disk read throughput with a smaller number of disk seeks. This explains why Nemo’s reduce stage was able to complete more quickly, and validates the effectiveness of SailfishPolicy.</p>
-<p>[1] RAO, S., RAMAKRISHNAN, R., SILBERSTEIN, A., OVSIANNIKOV, M., AND REEVES, D. Sailfish: A framework for large scale data processing. In SOCC (2012).</p>
+<p>[1] Sriram Rao, Raghu Ramakrishnan, Adam Silberstein, Mike Ovsiannikov, and Damian Reeves. 2012. Sailfish: a framework for large scale data processing. In Proceedings of the Third ACM Symposium on Cloud Computing (SoCC ‘12).</p>
<p>[2] Apache Spark. https://spark.apache.org/.</p>
<p>[3] Wikipedia pageview statistics. https://dumps.wikimedia.org/other/pagecounts-raw/.</p>
+
</div>
<hr>
<ul class="pager">
<li class="previous">
- <a href="/blog/2018/03/20/nemo-blog-published/">
+ <a href="/blog/2018/03/23/pado-on-nemo/">
<span aria-hidden="true">←</span> Older
</a>
</li>
diff --git a/content/docs/bootstrap/index.html b/content/docs/bootstrap/index.html
index 14d95fd..d77be18 100644
--- a/content/docs/bootstrap/index.html
+++ b/content/docs/bootstrap/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/bootstrap/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"Buttons Default Primary Success Info Warning Danger Link Default Primary Success Info Warning Danger Link Default Action Another action Something else here Separated link","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/bootstrap/","publisher":null,"image":null,"headline":"Bootstrap Features","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema [...]
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diff --git a/content/docs/cheatsheet/index.html b/content/docs/cheatsheet/index.html
index 0323321..7942d5c 100644
--- a/content/docs/cheatsheet/index.html
+++ b/content/docs/cheatsheet/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/cheatsheet/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"From adam-p/markdown-here","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/cheatsheet/","publisher":null,"image":null,"headline":"Markdown Cheatsheet","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/docs/compiler_design/index.html b/content/docs/compiler_design/index.html
index 2bfba00..88ad3da 100644
--- a/content/docs/compiler_design/index.html
+++ b/content/docs/compiler_design/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/compiler_design/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"Overview","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/compiler_design/","publisher":null,"image":null,"headline":"Compiler Design","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
diff --git a/content/docs/extending_nemo/index.html b/content/docs/extending_nemo/index.html
index dc74b35..fdb1da3 100644
--- a/content/docs/extending_nemo/index.html
+++ b/content/docs/extending_nemo/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/extending_nemo/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Overview","name":null,"@type":"WebPage","headline":"Extending Nemo","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//docs/extending_nemo/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Overview","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/extending_nemo/","publisher":null,"image":null,"headline":"Extending Nemo","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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index e3c8787..9837258 100644
--- a/content/docs/font-awesome/index.html
+++ b/content/docs/font-awesome/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/font-awesome/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"500px address-book address-book-o address-card address-card-o adjust adn align-center align-justify align-left align-right amazon ambulance american-sign-language-interpreting anchor android angellist angle-double-down angle-double-left angle-double-right angle-double-up angle-down angle-left angle-right angle-up apple archive area-chart arrow-circle-down arrow-circle-left arrow-circle-o-down arrow-circle-o-left arrow-circle-o-right arrow-circle-o-up arrow-cir [...]
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diff --git a/content/docs/getting_started/index.html b/content/docs/getting_started/index.html
index bcd5f2a..0569dcf 100644
--- a/content/docs/getting_started/index.html
+++ b/content/docs/getting_started/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/getting_started/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Prerequisites Java 8 Maven Latest REEF snapshot YARN settings Download Hadoop 2.7.4 at http://apache.tt.co.kr/hadoop/common/hadoop-2.7.4/ Set the shell profile as following: export HADOOP_HOME=/path/to/hadoop-2.7.4 export YARN_HOME=$HADOOP_HOME export PATH=$PATH:$HADOOP_HOME/bin Protobuf 2.5.0 Downloadable at https://github.com/google/protobuf/releases/tag/v2.5.0 On Ubuntu: Run sudo apt-get install autoconf automake libtool curl make g++ unz [...]
+{"name":null,"description":"Prerequisites Java 8 Maven Latest REEF snapshot YARN settings Download Hadoop 2.7.4 at http://apache.tt.co.kr/hadoop/common/hadoop-2.7.4/ Set the shell profile as following: export HADOOP_HOME=/path/to/hadoop-2.7.4 export YARN_HOME=$HADOOP_HOME export PATH=$PATH:$HADOOP_HOME/bin Protobuf 2.5.0 Downloadable at https://github.com/google/protobuf/releases/tag/v2.5.0 On Ubuntu: Run sudo apt-get install autoconf automake libtool curl make g++ unzip Extract the down [...]
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diff --git a/content/docs/home/index.html b/content/docs/home/index.html
index 3c2431d..605fe0f 100644
--- a/content/docs/home/index.html
+++ b/content/docs/home/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/home/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"Nemo aims to optimize data processing for better performance and datacenter efficiency, not only in general and common conditions, but also with various deployment characteristics. Such characteristics include processing data on specific resource environments, like transient resources, and running jobs with specific attributes, like skewed data.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/home/","publisher":null,"image":null,"headline" [...]
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diff --git a/content/docs/ir/index.html b/content/docs/ir/index.html
index 9bce862..8225efc 100644
--- a/content/docs/ir/index.html
+++ b/content/docs/ir/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/ir/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Overview","name":null,"@type":"WebPage","headline":"Nemo Intermediate Representation (IR)","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//docs/ir/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Overview","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/ir/","publisher":null,"image":null,"headline":"Nemo Intermediate Representation (IR)","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/docs/jekyll/index.html b/content/docs/jekyll/index.html
index b3487f6..01e2407 100644
--- a/content/docs/jekyll/index.html
+++ b/content/docs/jekyll/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/jekyll/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Getting started","name":null,"@type":"WebPage","headline":"Jekyll intro","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//docs/jekyll/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Getting started","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/jekyll/","publisher":null,"image":null,"headline":"Jekyll intro","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/docs/passes_and_policies/index.html b/content/docs/passes_and_policies/index.html
index 5db3f8e..16aa73b 100644
--- a/content/docs/passes_and_policies/index.html
+++ b/content/docs/passes_and_policies/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/passes_and_policies/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Optimization Passes","name":null,"@type":"WebPage","headline":"Passes and Policies","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//docs/passes_and_policies/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Optimization Passes","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/passes_and_policies/","publisher":null,"image":null,"headline":"Passes and Policies","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/docs/runtime_design/index.html b/content/docs/runtime_design/index.html
index 59ebadc..77f13df 100644
--- a/content/docs/runtime_design/index.html
+++ b/content/docs/runtime_design/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/runtime_design/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Receiving a Job from the Nemo Compiler","name":null,"@type":"WebPage","headline":"Runtime Design","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//docs/runtime_design/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Receiving a Job from the Nemo Compiler","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/runtime_design/","publisher":null,"image":null,"headline":"Runtime Design","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/docs/themes/index.html b/content/docs/themes/index.html
index 6e12a66..2176a39 100644
--- a/content/docs/themes/index.html
+++ b/content/docs/themes/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/themes/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"By default, this website uses paper theme, but you can change it to another bootwatch theme by setting bootwatch variable in _config.yml file. (Don’t forget to restart Jekyll if you are running locally because the configuration is not re-read upon change.)","name":null,"@type":"WebPage","headline":"Themes","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//docs/themes/","same [...]
+{"name":null,"description":"By default, this website uses paper theme, but you can change it to another bootwatch theme by setting bootwatch variable in _config.yml file. (Don’t forget to restart Jekyll if you are running locally because the configuration is not re-read upon change.)","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/themes/","publisher":null,"image":null,"headline":"Themes","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39 [...]
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diff --git a/content/docs/welcome_to_jekyll/index.html b/content/docs/welcome_to_jekyll/index.html
index 41b6808..f2ee060 100644
--- a/content/docs/welcome_to_jekyll/index.html
+++ b/content/docs/welcome_to_jekyll/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//docs/welcome_to_jekyll/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"You’ll find this post in your _posts directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run jekyll serve, which launches a web server and auto-regenerates your site when a file is updated.","name":null,"@type":"WebPage","headline":"Welcome to Jekyll!","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","ur [...]
+{"name":null,"description":"You’ll find this post in your _posts directory. Go ahead and edit it and re-build the site to see your changes. You can rebuild the site in many different ways, but the most common way is to run jekyll serve, which launches a web server and auto-regenerates your site when a file is updated.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//docs/welcome_to_jekyll/","publisher":null,"image":null,"headline":"Welcome to Jekyll!","dateModified":"2018- [...]
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diff --git a/content/feed.xml b/content/feed.xml
index 277cf01..faf1858 100644
--- a/content/feed.xml
+++ b/content/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.4.3">Jekyll</generator><link href="http://nemo.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://nemo.apache.org//" rel="alternate" type="text/html" /><updated>2018-03-23T01:20:55+09:00</updated><id>http://nemo.apache.org//</id><title type="html">Nemo</title><subtitle>A Data Processing System for Flexible Employment With Differ [...]
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.4.3">Jekyll</generator><link href="http://nemo.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://nemo.apache.org//" rel="alternate" type="text/html" /><updated>2018-03-23T10:54:39+09:00</updated><id>http://nemo.apache.org//</id><title type="html">Nemo</title><subtitle>A Data Processing System for Flexible Employment With Differ [...]
</subtitle><entry><title type="html">Optimizing shuffle performance using Nemo</title><link href="http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo/" rel="alternate" type="text/html" title="Optimizing shuffle performance using Nemo" /><published>2018-03-23T00:00:00+09:00</published><updated>2018-03-23T00:00:00+09:00</updated><id>http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo</id><content type="html" xml:base="http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo/"><p& [...]
<p>Sailfish[1] is an optimization technique that reduces disk overheads associated with a shuffle operation. Specifically, Sailfish minimizes the number of disk seeks involved in reading intermediate data back from disk. Jobs that handle large volumes of data can especially benefit from the Sailfish technique.</p>
@@ -32,10 +32,41 @@
<p>To understand the performance difference, we’ve measured the mean throughput of the scratch disks that Nemo and Spark use for handling intermediate data. As depicted in Figure 2, Nemo’s reduce stage enjoys much higher disk read throughput with a smaller number of disk seeks. This explains why Nemo’s reduce stage was able to complete more quickly, and validates the effectiveness of SailfishPolicy.</p>
-<p>[1] RAO, S., RAMAKRISHNAN, R., SILBERSTEIN, A., OVSIANNIKOV, M., AND REEVES, D. Sailfish: A framework for large scale data processing. In SOCC (2012).</p>
+<p>[1] Sriram Rao, Raghu Ramakrishnan, Adam Silberstein, Mike Ovsiannikov, and Damian Reeves. 2012. Sailfish: a framework for large scale data processing. In Proceedings of the Third ACM Symposium on Cloud Computing (SoCC ‘12).</p>
<p>[2] Apache Spark. https://spark.apache.org/.</p>
-<p>[3] Wikipedia pageview statistics. https://dumps.wikimedia.org/other/pagecounts-raw/.</p></content><author><name>John Yang</name></author><summary type="html">Data shuffle is a key operation that underlies almost all large-scale data processing jobs. A shuffle operation typically involves writing intermediate data to disk, and reading the data back later when the successive computations are scheduled.</summary></entry><entry><title type="html">Nemo blog published!</title>< [...]
+<p>[3] Wikipedia pageview statistics. https://dumps.wikimedia.org/other/pagecounts-raw/.</p></content><author><name>John Yang</name></author><summary type="html">Data shuffle is a key operation that underlies almost all large-scale data processing jobs. A shuffle operation typically involves writing intermediate data to disk, and reading the data back later when the successive computations are scheduled.</summary></entry><entry><title type="html">Harnessing transient resource [...]
+
+<p>Pado[1] is an optimization technique that reduces the number of recomputations triggered by eviction of transient resources. Specifically, Pado uses a placement algorithm for selectively retaining intermediate results on reserved resources that are not evicted.</p>
+
+<p>Nemo provides an optimization policy interface that makes it easy for users to employ techniques like Pado to improve application performance. To demonstrate the flexibility of Nemo, we have developed and evaluated PadoPolicy. We summarize preliminary evaluation results as follows.</p>
+
+<h3 id="experimentation-setup">Experimentation setup</h3>
+
+<ul>
+ <li>Systems: Spark 2.2.0, Nemo with PadoPolicy</li>
+ <li>Resources:
+ <ul>
+ <li>m4.2xlarge AWS EC2 instances (8 vCPU, 32GB memory)</li>
+ <li>35 transient nodes, and 5 reserved nodes
+ <ul>
+ <li>5-minute mean poisson eviction rate for each transient node</li>
+ <li>An evicted transient node is immediately replaced with a new transient node</li>
+ </ul>
+ </li>
+ </ul>
+ </li>
+ <li>Dataset: 10GB Yahoo! music ratings dataset[2]</li>
+ <li>Application: A machine learning recommendation algorithm (Alternating least squares)</li>
+</ul>
+
+<h3 id="job-completion-time-jct">Job completion time (JCT)</h3>
+
+<p>Spark was not able to complete the job even after running for 120 minutes, because it was stuck repeatedly recomputing intermediate results that are lost due to eviction. In contrast, Nemo completed in 18 minutes by selectively retaining intermediate results on reserved nodes using the Pado technique.</p>
+
+<p>[1] Youngseok Yang, Geon-Woo Kim, Won Wook Song, Yunseong Lee, Andrew Chung, Zhengping Qian, Brian Cho, and Byung-Gon Chun. 2017. Pado: A Data Processing Engine for Harnessing Transient Resources in Datacenters. In Proceedings of the Twelfth European Conference on Computer Systems (EuroSys ‘17).</p>
+
+<p>[2] Yahoo! Music User Ratings of Songs with Artist, Album, and Genre Meta Information, v. 1.0. https://webscope. sandbox.yahoo.com/catalog.php?datatype=r.</p></content><author><name>John Yang</name></author><summary type="html">To increase datacenter utilization, data processing jobs are increasingly being deployed on transient resources temporarily borrowed from latency-critical jobs. However, these transient resources must be evicted whenever latency-critical jobs requir [...]
<p>Your contribution is welcome!</p></content><author><name>Won Wook SONG</name></author><summary type="html">Our blog is published and is online! We’ll be posting exciting news related to our project on our blog.</summary></entry></feed>
\ No newline at end of file
diff --git a/content/index.html b/content/index.html
index 4b962ed..338b13b 100644
--- a/content/index.html
+++ b/content/index.html
@@ -25,7 +25,7 @@
<meta property="og:url" content="http://nemo.apache.org//" />
<meta property="og:site_name" content="Nemo" />
<script type="application/ld+json">
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+{"name":"Nemo","description":"A Data Processing System for Flexible Employment With Different Deployment Characteristics.","author":null,"@type":"WebSite","url":"http://nemo.apache.org//","publisher":null,"image":null,"headline":"Nemo","dateModified":null,"datePublished":null,"sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/pages/downloads/index.html b/content/pages/downloads/index.html
index 4092f93..94af812 100644
--- a/content/pages/downloads/index.html
+++ b/content/pages/downloads/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//pages/downloads/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Releases","name":null,"@type":"WebPage","headline":"Downloads","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//pages/downloads/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"Releases","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/downloads/","publisher":null,"image":null,"headline":"Downloads","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/pages/license/index.html b/content/pages/license/index.html
index d76b89b..da1c988 100644
--- a/content/pages/license/index.html
+++ b/content/pages/license/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//pages/license/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"``` Apache License Version 2.0, January 2004 http://www.apache.org/licenses/","name":null,"@type":"WebPage","headline":"License","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//pages/license/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"name":null,"description":"``` Apache License Version 2.0, January 2004 http://www.apache.org/licenses/","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/license/","publisher":null,"image":null,"headline":"License","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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diff --git a/content/pages/talks/index.html b/content/pages/talks/index.html
index f9b1512..4d5df46 100644
--- a/content/pages/talks/index.html
+++ b/content/pages/talks/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//pages/talks/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
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+{"name":null,"description":"Onyx: A Flexible and Extensible Data Processing System, Deview 2017 (link) (Later renamed to Nemo)","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/talks/","publisher":null,"image":null,"headline":"Talks","dateModified":"2018-03-23T10:54:39+09:00","datePublished":"2018-03-23T10:54:39+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
diff --git a/content/pages/team/index.html b/content/pages/team/index.html
index 930665f..ae9ae34 100644
--- a/content/pages/team/index.html
+++ b/content/pages/team/index.html
@@ -24,9 +24,9 @@
<meta property="og:url" content="http://nemo.apache.org//pages/team/" />
<meta property="og:site_name" content="Nemo" />
<meta property="og:type" content="article" />
-<meta property="article:published_time" content="2018-03-23T01:20:55+09:00" />
+<meta property="article:published_time" content="2018-03-23T10:54:39+09:00" />
<script type="application/ld+json">
-{"publisher":null,"author":null,"description":"Contributing to Nemo Your contributation is always welcome :) If you would like to contribute to Nemo, please subscribe to our mailing list: dev@nemo.apache.org [subscribe]. We have a Slack channel for active discussions. Join us on Slack by requesting for an invitation by sending an e-mail to dev@ after subscription.","name":null,"@type":"WebPage","headline":"Team","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20 [...]
+{"name":null,"description":"Contributing to Nemo Your contributation is always welcome :) If you would like to contribute to Nemo, please subscribe to our mailing list: dev@nemo.apache.org [subscribe]. We have a Slack channel for active discussions. Join us on Slack by requesting for an invitation by sending an e-mail to dev@ after subscription.","author":null,"@type":"WebPage","url":"http://nemo.apache.org//pages/team/","publisher":null,"image":null,"headline":"Team","dateModified":"201 [...]
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diff --git a/content/search.json b/content/search.json
index 1cae7b2..0f1eb69 100644
--- a/content/search.json
+++ b/content/search.json
@@ -62,6 +62,11 @@
},
{
+ "title": "Harnessing transient resources using Nemo",
+ "url": "/blog/2018/03/23/pado-on-nemo/"
+ },
+
+ {
"title": "Nemo blog published!",
"url": "/blog/2018/03/20/nemo-blog-published/"
}
diff --git a/content/sitemap.xml b/content/sitemap.xml
index 969ed35..69baa5e 100644
--- a/content/sitemap.xml
+++ b/content/sitemap.xml
@@ -2,77 +2,81 @@
<urlset xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.sitemaps.org/schemas/sitemap/0.9 http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd" xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>http://nemo.apache.org//docs/compiler_design/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/runtime_design/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/getting_started/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/home/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/bootstrap/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/cheatsheet/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/jekyll/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/font-awesome/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/themes/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/welcome_to_jekyll/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/extending_nemo/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/ir/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//docs/passes_and_policies/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/downloads/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/license/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/talks/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//pages/team/</loc>
-<lastmod>2018-03-23T01:20:55+09:00</lastmod>
+<lastmod>2018-03-23T10:54:39+09:00</lastmod>
</url>
<url>
<loc>http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/</loc>
<lastmod>2018-03-20T00:00:00+09:00</lastmod>
</url>
<url>
+<loc>http://nemo.apache.org//blog/2018/03/23/pado-on-nemo/</loc>
+<lastmod>2018-03-23T00:00:00+09:00</lastmod>
+</url>
+<url>
<loc>http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo/</loc>
<lastmod>2018-03-23T00:00:00+09:00</lastmod>
</url>
@@ -84,4070 +88,4070 @@
</url>
<url>
<loc>http://nemo.apache.org//apidocs/allclasses-frame.html</loc>
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</url>
<url>
<loc>http://nemo.apache.org//apidocs/allclasses-noframe.html</loc>
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</url>
<url>
<loc>http://nemo.apache.org//apidocs/constant-values.html</loc>
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</url>
<url>
<loc>http://nemo.apache.org//apidocs/deprecated-list.html</loc>
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</url>
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</url>
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</url>
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</url>
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</url>
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<loc>http://nemo.apache.org//apidocs/edu/snu/nemo/client/NemoClient.html</loc>
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</url>
<url>
<loc>http://nemo.apache.org//apidocs/edu/snu/nemo/client/StateTranslator.html</loc>
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