add post
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
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@@ -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 @@
-[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
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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//allposts.html","publisher":null,"image":null,"headline":"Blog","dateModified":null,"datePublished":null,"sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
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@@ -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>
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index 5550d93..c8d2230 100644
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+{"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://nemo.apache.org//blog/2018/03/20/nemo-blog-published/"},"@context":"http://schema.org"}</script>
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@@ -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>
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+ <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>
+
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+ <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>
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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
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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","dateModified":"2018-03-23T00:00:00+09:00","datePublished":"2018-03-23T00:00:00+09:00","sameAs":null,"mainEntityOfPage":{"@type":"WebPage","@id":"http://nemo.apache.org//blog/2018/03/23/shuffle-on-nemo/"},"@context":"http://schema.org"}</script>
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@@ -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>
+
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index bcd5f2a..0569dcf 100644
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index 5db3f8e..16aa73b 100644
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-{"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/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"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+09:00","sameAs":null,"mainEntityOfPage":null,"@context":"http://schema.org"}</script>
<!-- End Jekyll SEO tag -->
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","url":"http://nemo.apache.org//docs/welcome_to_jekyll/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"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":"2018-03-23T10:54:39+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/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 Different Deployment Characteristics.
+<?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 Different Deployment Characteristics.
</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>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.</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><link href="http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/" rel="alternate" type="text/html" title="Nemo blog published!" /><published>2018-03-20T00:00:00+09:00</published><updated>2018-03-20T00:00:00+09:00</updated><id>http://nemo.apache.org//blog/2018/03/20/nemo-blog-published</id><content type="html" xml:base="http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/"><p>Our blog is published and is online! We’ll be posting exciting news related to our project on our blog.</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">Harnessing transient resources using Nemo</title><link href="http://nemo.apache.org//blog/2018/03/23/pado-on-nemo/" rel="alternate" type="text/html" title="Harnessing transient resources 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/pado-on-nemo</id><content type="html" xml:base="http://nemo.apache.org//blog/2018/03/23/pado-on-nemo/"><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></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 require them again. Resource evictions often lead to cascading recomputations that substantially degrade job performance.</summary></entry><entry><title type="html">Nemo blog published!</title><link href="http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/" rel="alternate" type="text/html" title="Nemo blog published!" /><published>2018-03-20T00:00:00+09:00</published><updated>2018-03-20T00:00:00+09:00</updated><id>http://nemo.apache.org//blog/2018/03/20/nemo-blog-published</id><content type="html" xml:base="http://nemo.apache.org//blog/2018/03/20/nemo-blog-published/"><p>Our blog is published and is online! We’ll be posting exciting news related to our project on our blog.</p>
<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">
-{"publisher":null,"author":null,"description":"A Data Processing System for Flexible Employment With Different Deployment Characteristics.","name":"Nemo","@type":"WebSite","headline":"Nemo","dateModified":null,"datePublished":null,"url":"http://nemo.apache.org//","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"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>
<!-- End Jekyll SEO tag -->
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>
<!-- End Jekyll SEO tag -->
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">
-{"publisher":null,"author":null,"description":"Onyx: A Flexible and Extensible Data Processing System, Deview 2017 (link) (Later renamed to Nemo)","name":null,"@type":"WebPage","headline":"Talks","dateModified":"2018-03-23T01:20:55+09:00","datePublished":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//pages/talks/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"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":"2018-03-23T01:20:55+09:00","url":"http://nemo.apache.org//pages/team/","sameAs":null,"mainEntityOfPage":null,"image":null,"@context":"http://schema.org"}</script>
+{"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":"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/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>
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