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Posted to commits@singa.apache.org by ch...@apache.org on 2021/01/16 02:18:21 UTC

[singa-site] branch master updated: need to specific singa version for conda installation

This is an automated email from the ASF dual-hosted git repository.

chrishkchris pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/singa-site.git


The following commit(s) were added to refs/heads/master by this push:
     new f2ace68  need to specific singa version for conda installation
     new 28bb0ba  Merge pull request #14 from chrishkchris/version
f2ace68 is described below

commit f2ace68426b88f68f11f675552d9dcbb47d039b0
Author: Chris Yeung <ch...@yahoo.com.hk>
AuthorDate: Sat Jan 16 10:16:10 2021 +0800

    need to specific singa version for conda installation
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 <a href="/docs/download-singa.html#incubating-v110-12-february-2017">Download SINGA v1.1.0</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.1.0" data-url="https://singa.apache.org/blog/2017/02/12/v1-1-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.1.0" data-url="https://singa.apache.org/blog/2017/02/12/v1-1-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2017/02/12/v1-1-0/index.html b/content/blog/2017/02/12/v1-1-0/index.html
index 12eec87..4bf34c0 100644
--- a/content/blog/2017/02/12/v1-1-0/index.html
+++ b/content/blog/2017/02/12/v1-1-0/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="lonePost"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2017/02/12/v1-1-0">Version 1.1.0</a></h1><p class="post-meta">February 12, 2017</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></div></header><div><span><! [...]
 <p><strong>Version 1.1.0</strong> is now available, 12 Feb, 2017.
 <a href="/docs/download-singa.html#incubating-v110-12-february-2017">Download SINGA v1.1.0</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.1.0" data-url="https://singa.apache.org/blog/2017/02/12/v1-1-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.1.0" data-url="https://singa.apache.org/blog/2017/02/12/v1-1-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2018/06/09/v1-2-0.html b/content/blog/2018/06/09/v1-2-0.html
index 99c7196..c6b2708 100644
--- a/content/blog/2018/06/09/v1-2-0.html
+++ b/content/blog/2018/06/09/v1-2-0.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="lonePost"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2018/06/09/v1-2-0">Version 1.2.0</a></h1><p class="post-meta">June 9, 2018</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></div></header><div><span><!--- L [...]
 <p><strong>Version 1.2.0</strong> is now available, 6 June, 2018.
 <a href="/docs/download-singa.html#incubating-v120-6-june-2018">Download SINGA v1.2.0</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.2.0" data-url="https://singa.apache.org/blog/2018/06/09/v1-2-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.2.0" data-url="https://singa.apache.org/blog/2018/06/09/v1-2-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2018/06/09/v1-2-0/index.html b/content/blog/2018/06/09/v1-2-0/index.html
index 99c7196..c6b2708 100644
--- a/content/blog/2018/06/09/v1-2-0/index.html
+++ b/content/blog/2018/06/09/v1-2-0/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="lonePost"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2018/06/09/v1-2-0">Version 1.2.0</a></h1><p class="post-meta">June 9, 2018</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></div></header><div><span><!--- L [...]
 <p><strong>Version 1.2.0</strong> is now available, 6 June, 2018.
 <a href="/docs/download-singa.html#incubating-v120-6-june-2018">Download SINGA v1.2.0</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.2.0" data-url="https://singa.apache.org/blog/2018/06/09/v1-2-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 1.2.0" data-url="https://singa.apache.org/blog/2018/06/09/v1-2-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2018/07/16/DIBRIS.html b/content/blog/2018/07/16/DIBRIS.html
index 81fb0aa..9f34cef 100644
--- a/content/blog/2018/07/16/DIBRIS.html
+++ b/content/blog/2018/07/16/DIBRIS.html
@@ -64,7 +64,7 @@
 <p>SINGA was presented at
 <a href="https://www.dibris.unige.it/">DIBRIS, University of Genoa, Italy</a> on 16 July
 2018.9.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DIBRIS Genoa Presentation" data-url="https://singa.apache.org/blog/2018/07/16/DIBRIS" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DIBRIS Genoa Presentation" data-url="https://singa.apache.org/blog/2018/07/16/DIBRIS" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2018/07/16/DIBRIS/index.html b/content/blog/2018/07/16/DIBRIS/index.html
index 81fb0aa..9f34cef 100644
--- a/content/blog/2018/07/16/DIBRIS/index.html
+++ b/content/blog/2018/07/16/DIBRIS/index.html
@@ -64,7 +64,7 @@
 <p>SINGA was presented at
 <a href="https://www.dibris.unige.it/">DIBRIS, University of Genoa, Italy</a> on 16 July
 2018.9.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DIBRIS Genoa Presentation" data-url="https://singa.apache.org/blog/2018/07/16/DIBRIS" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DIBRIS Genoa Presentation" data-url="https://singa.apache.org/blog/2018/07/16/DIBRIS" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2018/12/14/DISI.html b/content/blog/2018/12/14/DISI.html
index 376601c..0f8ed63 100644
--- a/content/blog/2018/12/14/DISI.html
+++ b/content/blog/2018/12/14/DISI.html
@@ -64,7 +64,7 @@
 <p>SINGA was presented at
 <a href="https://www.disi.unitn.it/">DISI, University of Trento, Italy</a> on 14
 December 2018.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DISI Trento Presentation" data-url="https://singa.apache.org/blog/2018/12/14/DISI" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section clas [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DISI Trento Presentation" data-url="https://singa.apache.org/blog/2018/12/14/DISI" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section clas [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2018/12/14/DISI/index.html b/content/blog/2018/12/14/DISI/index.html
index 376601c..0f8ed63 100644
--- a/content/blog/2018/12/14/DISI/index.html
+++ b/content/blog/2018/12/14/DISI/index.html
@@ -64,7 +64,7 @@
 <p>SINGA was presented at
 <a href="https://www.disi.unitn.it/">DISI, University of Trento, Italy</a> on 14
 December 2018.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DISI Trento Presentation" data-url="https://singa.apache.org/blog/2018/12/14/DISI" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section clas [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="DISI Trento Presentation" data-url="https://singa.apache.org/blog/2018/12/14/DISI" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section clas [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/04/20/v2-0-0.html b/content/blog/2019/04/20/v2-0-0.html
index 8212e94..469305b 100644
--- a/content/blog/2019/04/20/v2-0-0.html
+++ b/content/blog/2019/04/20/v2-0-0.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="lonePost"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2019/04/20/v2-0-0">Version 2.0.0</a></h1><p class="post-meta">April 20, 2019</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></div></header><div><span><!--- [...]
 <p><strong>Version 2.0.0</strong> is now available, 20 April, 2019.
 <a href="/docs/download-singa.html#incubating-v200-20-april-2019">Download SINGA v2.0.0</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 2.0.0" data-url="https://singa.apache.org/blog/2019/04/20/v2-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 2.0.0" data-url="https://singa.apache.org/blog/2019/04/20/v2-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/04/20/v2-0-0/index.html b/content/blog/2019/04/20/v2-0-0/index.html
index 8212e94..469305b 100644
--- a/content/blog/2019/04/20/v2-0-0/index.html
+++ b/content/blog/2019/04/20/v2-0-0/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="lonePost"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2019/04/20/v2-0-0">Version 2.0.0</a></h1><p class="post-meta">April 20, 2019</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></div></header><div><span><!--- [...]
 <p><strong>Version 2.0.0</strong> is now available, 20 April, 2019.
 <a href="/docs/download-singa.html#incubating-v200-20-april-2019">Download SINGA v2.0.0</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 2.0.0" data-url="https://singa.apache.org/blog/2019/04/20/v2-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Version 2.0.0" data-url="https://singa.apache.org/blog/2019/04/20/v2-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitema [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/05/05/eu-fossa.html b/content/blog/2019/05/05/eu-fossa.html
index e4a8904..017c91b 100644
--- a/content/blog/2019/05/05/eu-fossa.html
+++ b/content/blog/2019/05/05/eu-fossa.html
@@ -64,7 +64,7 @@
 <p>SINGA participated at
 <a href="https://eufossa.github.io/apache-hackathon-2019/">EU FOSSA Apache Hackathon</a> in
 Brussels on 4 and 5 May 2019.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="EU FOSSA Apache Hackathon" data-url="https://singa.apache.org/blog/2019/05/05/eu-fossa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="EU FOSSA Apache Hackathon" data-url="https://singa.apache.org/blog/2019/05/05/eu-fossa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/05/05/eu-fossa/index.html b/content/blog/2019/05/05/eu-fossa/index.html
index e4a8904..017c91b 100644
--- a/content/blog/2019/05/05/eu-fossa/index.html
+++ b/content/blog/2019/05/05/eu-fossa/index.html
@@ -64,7 +64,7 @@
 <p>SINGA participated at
 <a href="https://eufossa.github.io/apache-hackathon-2019/">EU FOSSA Apache Hackathon</a> in
 Brussels on 4 and 5 May 2019.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="EU FOSSA Apache Hackathon" data-url="https://singa.apache.org/blog/2019/05/05/eu-fossa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="EU FOSSA Apache Hackathon" data-url="https://singa.apache.org/blog/2019/05/05/eu-fossa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/06/27/google-summer-of-code.html b/content/blog/2019/06/27/google-summer-of-code.html
index 1b38caf..20c726e 100644
--- a/content/blog/2019/06/27/google-summer-of-code.html
+++ b/content/blog/2019/06/27/google-summer-of-code.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="lonePost"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2019/06/27/google-summer-of-code">Google Summer of Code 2019</a></h1><p class="post-meta">June 27, 2019</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></di [...]
 <p>SINGA participated in mentoring the Google Summer of Code 2019 project
 <a href="https://summerofcode.withgoogle.com/projects/#5612088771215360">SpamAssassin: Statistical Classifier Plugin</a>.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Google Summer of Code 2019" data-url="https://singa.apache.org/blog/2019/06/27/google-summer-of-code" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Google Summer of Code 2019" data-url="https://singa.apache.org/blog/2019/06/27/google-summer-of-code" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/06/27/google-summer-of-code/index.html b/content/blog/2019/06/27/google-summer-of-code/index.html
index 1b38caf..20c726e 100644
--- a/content/blog/2019/06/27/google-summer-of-code/index.html
+++ b/content/blog/2019/06/27/google-summer-of-code/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="lonePost"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2019/06/27/google-summer-of-code">Google Summer of Code 2019</a></h1><p class="post-meta">June 27, 2019</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></di [...]
 <p>SINGA participated in mentoring the Google Summer of Code 2019 project
 <a href="https://summerofcode.withgoogle.com/projects/#5612088771215360">SpamAssassin: Statistical Classifier Plugin</a>.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Google Summer of Code 2019" data-url="https://singa.apache.org/blog/2019/06/27/google-summer-of-code" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Google Summer of Code 2019" data-url="https://singa.apache.org/blog/2019/06/27/google-summer-of-code" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/08/16/imda.html b/content/blog/2019/08/16/imda.html
index 391044b..9c68f42 100644
--- a/content/blog/2019/08/16/imda.html
+++ b/content/blog/2019/08/16/imda.html
@@ -66,7 +66,7 @@
 <p>Snapshots of the tutorial:</p>
 <p><img src="/blog/assets/imda2019_1.png" alt="snapshot1"> <img src="/blog/assets/imda2019_2.png" alt="snapshot2"></p>
 <!--truncate-->
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Singapore IMDA Presentation" data-url="https://singa.apache.org/blog/2019/08/16/imda" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Singapore IMDA Presentation" data-url="https://singa.apache.org/blog/2019/08/16/imda" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/08/16/imda/index.html b/content/blog/2019/08/16/imda/index.html
index 391044b..9c68f42 100644
--- a/content/blog/2019/08/16/imda/index.html
+++ b/content/blog/2019/08/16/imda/index.html
@@ -66,7 +66,7 @@
 <p>Snapshots of the tutorial:</p>
 <p><img src="/blog/assets/imda2019_1.png" alt="snapshot1"> <img src="/blog/assets/imda2019_2.png" alt="snapshot2"></p>
 <!--truncate-->
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Singapore IMDA Presentation" data-url="https://singa.apache.org/blog/2019/08/16/imda" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Singapore IMDA Presentation" data-url="https://singa.apache.org/blog/2019/08/16/imda" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section c [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/10/03/foodlg-with-singa.html b/content/blog/2019/10/03/foodlg-with-singa.html
index 7c8f810..9a58b7d 100644
--- a/content/blog/2019/10/03/foodlg-with-singa.html
+++ b/content/blog/2019/10/03/foodlg-with-singa.html
@@ -68,7 +68,7 @@ SINGA and this app can now be downloaded on the
 <a href="https://play.google.com/store/apps/details?id=com.nusidmi.foodlg&amp;hl=en_SG">Google Play</a>.
 Watch this <a href="https://www.youtube.com/watch?v=MHp-saJiP-0">video</a> of Food(lg) for
 more details.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Foodlg Powered by SINGA" data-url="https://singa.apache.org/blog/2019/10/03/foodlg-with-singa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer">< [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Foodlg Powered by SINGA" data-url="https://singa.apache.org/blog/2019/10/03/foodlg-with-singa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer">< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/10/03/foodlg-with-singa/index.html b/content/blog/2019/10/03/foodlg-with-singa/index.html
index 7c8f810..9a58b7d 100644
--- a/content/blog/2019/10/03/foodlg-with-singa/index.html
+++ b/content/blog/2019/10/03/foodlg-with-singa/index.html
@@ -68,7 +68,7 @@ SINGA and this app can now be downloaded on the
 <a href="https://play.google.com/store/apps/details?id=com.nusidmi.foodlg&amp;hl=en_SG">Google Play</a>.
 Watch this <a href="https://www.youtube.com/watch?v=MHp-saJiP-0">video</a> of Food(lg) for
 more details.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Foodlg Powered by SINGA" data-url="https://singa.apache.org/blog/2019/10/03/foodlg-with-singa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer">< [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Foodlg Powered by SINGA" data-url="https://singa.apache.org/blog/2019/10/03/foodlg-with-singa" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer">< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/10/16/graduate-tlp.html b/content/blog/2019/10/16/graduate-tlp.html
index de56d36..32b58f8 100644
--- a/content/blog/2019/10/16/graduate-tlp.html
+++ b/content/blog/2019/10/16/graduate-tlp.html
@@ -85,7 +85,7 @@ Management Committee (PMC) guides the Project's day-to-day operations, including
 community development and product releases. For downloads, documentation, and
 ways to become involved with Apache SINGA, visit <a href="https://singa.apache.org/">https://singa.apache.org/</a> and
 <a href="https://twitter.com/ApacheSINGA">https://twitter.com/ApacheSINGA</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Apache SINGA as a Top-Level Project" data-url="https://singa.apache.org/blog/2019/10/16/graduate-tlp" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Apache SINGA as a Top-Level Project" data-url="https://singa.apache.org/blog/2019/10/16/graduate-tlp" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
    The Apache Software Foundation. All rights reserved.
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2019/10/16/graduate-tlp/index.html b/content/blog/2019/10/16/graduate-tlp/index.html
index de56d36..32b58f8 100644
--- a/content/blog/2019/10/16/graduate-tlp/index.html
+++ b/content/blog/2019/10/16/graduate-tlp/index.html
@@ -85,7 +85,7 @@ Management Committee (PMC) guides the Project's day-to-day operations, including
 community development and product releases. For downloads, documentation, and
 ways to become involved with Apache SINGA, visit <a href="https://singa.apache.org/">https://singa.apache.org/</a> and
 <a href="https://twitter.com/ApacheSINGA">https://twitter.com/ApacheSINGA</a></p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Apache SINGA as a Top-Level Project" data-url="https://singa.apache.org/blog/2019/10/16/graduate-tlp" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Apache SINGA as a Top-Level Project" data-url="https://singa.apache.org/blog/2019/10/16/graduate-tlp" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="fo [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/blog/2020/04/19/v3-0-0.html b/content/blog/2020/04/19/v3-0-0.html
index 75bb753..88113b8 100644
--- a/content/blog/2020/04/19/v3-0-0.html
+++ b/content/blog/2020/04/19/v3-0-0.html
@@ -76,7 +76,7 @@ including gradient sparsification and compression. NCCL is integrated as the
 communication library.</p>
 <p>Please check the <a href="/docs/software-stack">overview page</a> and detailed
 <a href="/docs/installation">guides</a>.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Release Version 3.0.0" data-url="https://singa.apache.org/blog/2020/04/19/v3-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Release Version 3.0.0" data-url="https://singa.apache.org/blog/2020/04/19/v3-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/2020/04/19/v3-0-0/index.html b/content/blog/2020/04/19/v3-0-0/index.html
index 75bb753..88113b8 100644
--- a/content/blog/2020/04/19/v3-0-0/index.html
+++ b/content/blog/2020/04/19/v3-0-0/index.html
@@ -76,7 +76,7 @@ including gradient sparsification and compression. NCCL is integrated as the
 communication library.</p>
 <p>Please check the <a href="/docs/software-stack">overview page</a> and detailed
 <a href="/docs/installation">guides</a>.</p>
-</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Release Version 3.0.0" data-url="https://singa.apache.org/blog/2020/04/19/v3-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class [...]
+</span></div></div><div class="blogSocialSection"><div class="blogSocialSectionItem"><a href="https://twitter.com/share" class="twitter-share-button" data-text="Release Version 3.0.0" data-url="https://singa.apache.org/blog/2020/04/19/v3-0-0" data-related="true" data-show-count="false">Tweet</a></div></div></div><div class="blog-recent"><a class="button" href="/blog/">Recent News</a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/atom.xml b/content/blog/atom.xml
index 4538ae4..d92e4c9 100644
--- a/content/blog/atom.xml
+++ b/content/blog/atom.xml
@@ -7,7 +7,7 @@
     <link rel="alternate" href="https://singa.apache.org/blog"/>
     <subtitle>The best place to stay up-to-date with the latest Apache SINGA news and events.</subtitle>
     <logo>https://singa.apache.org/img/singa.png</logo>
-    <rights>Copyright © 2020
+    <rights>Copyright © 2021
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/feed.xml b/content/blog/feed.xml
index 1a67dd7..13773c3 100644
--- a/content/blog/feed.xml
+++ b/content/blog/feed.xml
@@ -12,7 +12,7 @@
             <url>https://singa.apache.org/img/singa.png</url>
             <link>https://singa.apache.org/blog</link>
         </image>
-        <copyright>Copyright © 2020
+        <copyright>Copyright © 2021
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/index.html b/content/blog/index.html
index 2e562bb..23165e6 100644
--- a/content/blog/index.html
+++ b/content/blog/index.html
@@ -122,7 +122,7 @@ December 2018.</p>
 </span></div></article></div><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2018/06/09/v1-2-0">Version 1.2.0</a></h1><p class="post-meta">June 9, 2018</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></div></header><article class="post-content"><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor  [...]
 <p><strong>Version 1.2.0</strong> is now available, 6 June, 2018.
 <a href="/docs/download-singa.html#incubating-v120-6-june-2018">Download SINGA v1.2.0</a></p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-next" href="/blog/page2/">Next →</a></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a> [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-next" href="/blog/page2/">Next →</a></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/blog/page2/index.html b/content/blog/page2/index.html
index 6e086c3..9b3d0ca 100644
--- a/content/blog/page2/index.html
+++ b/content/blog/page2/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer postContainer blogContainer"><div class="wrapper"><div class="posts"><div class="post"><header class="postHeader"><h1 class="postHeaderTitle"><a href="/blog/2017/02/12/v1-1-0">Version 1.1.0</a></h1><p class="post-meta">February 12, 2017</p><div class="authorBlock"><p class="post-authorName"><a href="https://twitter.com/ApacheSINGA" target="_blank" rel="noreferrer noopener">Apache SINGA</a></p></div></header><article class=" [...]
 <p><strong>Version 1.1.0</strong> is now available, 12 Feb, 2017.
 <a href="/docs/download-singa.html#incubating-v110-12-february-2017">Download SINGA v1.1.0</a></p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev" href="/blog/">← Prev</a></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a hre [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev" href="/blog/">← Prev</a></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a hre [...]
    The Apache Software Foundation. All rights reserved.
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/autograd.html b/content/docs/2.0.0/autograd.html
index 0005200..8cf1e63 100644
--- a/content/docs/2.0.0/autograd.html
+++ b/content/docs/2.0.0/autograd.html
@@ -170,7 +170,7 @@ pooling2 = autograd.AvgPool2d(<span class="hljs-number">3</span>, <span class="h
         <span class="hljs-keyword">for</span> p, gp <span class="hljs-keyword">in</span> autograd.backward(loss):  <span class="hljs-comment"># auto backward</span>
             sgd.update(p, gp)
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-cnn-cifar10"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operati [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-cnn-cifar10"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operati [...]
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diff --git a/content/docs/2.0.0/autograd/index.html b/content/docs/2.0.0/autograd/index.html
index 0005200..8cf1e63 100644
--- a/content/docs/2.0.0/autograd/index.html
+++ b/content/docs/2.0.0/autograd/index.html
@@ -170,7 +170,7 @@ pooling2 = autograd.AvgPool2d(<span class="hljs-number">3</span>, <span class="h
         <span class="hljs-keyword">for</span> p, gp <span class="hljs-keyword">in</span> autograd.backward(loss):  <span class="hljs-comment"># auto backward</span>
             sgd.update(p, gp)
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-cnn-cifar10"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operati [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-cnn-cifar10"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operati [...]
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diff --git a/content/docs/2.0.0/benchmark-train.html b/content/docs/2.0.0/benchmark-train.html
index 4a0be5f..7d83a1c 100644
--- a/content/docs/2.0.0/benchmark-train.html
+++ b/content/docs/2.0.0/benchmark-train.html
@@ -65,7 +65,7 @@
 <p>Hardware: we use p2.8xlarge instances from AWS, each of which has 8 Nvidia Tesla K80 GPUs, 96 GB GPU memory in total, 32 vCPU, 488 GB main memory, 10 Gbps network bandwidth.</p>
 <p>Metric: we measure the time per iteration for different number of workers to evaluate the scalability of SINGA. The batch size is fixed to be 32 per GPU. Synchronous training scheme is applied. As a result, the effective batch size is $32N$, where N is the number of GPUs. We compare with a popular open source system which uses the parameter server topology. The first GPU is selected as the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars are for the throughput; lines are for the communication cost.</strong></p>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/2.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SI [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/benchmark-train/index.html b/content/docs/2.0.0/benchmark-train/index.html
index 4a0be5f..7d83a1c 100644
--- a/content/docs/2.0.0/benchmark-train/index.html
+++ b/content/docs/2.0.0/benchmark-train/index.html
@@ -65,7 +65,7 @@
 <p>Hardware: we use p2.8xlarge instances from AWS, each of which has 8 Nvidia Tesla K80 GPUs, 96 GB GPU memory in total, 32 vCPU, 488 GB main memory, 10 Gbps network bandwidth.</p>
 <p>Metric: we measure the time per iteration for different number of workers to evaluate the scalability of SINGA. The batch size is fixed to be 32 per GPU. Synchronous training scheme is applied. As a result, the effective batch size is $32N$, where N is the number of GPUs. We compare with a popular open source system which uses the parameter server topology. The first GPU is selected as the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars are for the throughput; lines are for the communication cost.</strong></p>
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    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/build.html b/content/docs/2.0.0/build.html
index 4ef3240..cfc7fc8 100644
--- a/content/docs/2.0.0/build.html
+++ b/content/docs/2.0.0/build.html
@@ -323,7 +323,7 @@ export CMAKE_LIBRARY_PATH=&lt;path to the lib file folder&gt;
 </code></pre>
 <p>If installed PySINGA from binary packages, e.g. debian or wheel, then you need to change the python interpreter, e.g., reset the $PATH to put the correct path of Python at the front position.</p></li>
 </ul>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/2.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to build SINGA</a><ul class="toc-headings"><li><a href="#build [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/build/index.html b/content/docs/2.0.0/build/index.html
index 4ef3240..cfc7fc8 100644
--- a/content/docs/2.0.0/build/index.html
+++ b/content/docs/2.0.0/build/index.html
@@ -323,7 +323,7 @@ export CMAKE_LIBRARY_PATH=&lt;path to the lib file folder&gt;
 </code></pre>
 <p>If installed PySINGA from binary packages, e.g. debian or wheel, then you need to change the python interpreter, e.g., reset the $PATH to put the correct path of Python at the front position.</p></li>
 </ul>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/2.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to build SINGA</a><ul class="toc-headings"><li><a href="#build [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/contribute-code.html b/content/docs/2.0.0/contribute-code.html
index f0573e3..581ba15 100644
--- a/content/docs/2.0.0/contribute-code.html
+++ b/content/docs/2.0.0/contribute-code.html
@@ -123,7 +123,7 @@ git push origin feature-foo:feature-foo
 <p>If you only update the Python code, you can install SINGAS once, and then copy the updated Python files to replace those in the Python installation folder,</p>
 <pre><code class="hljs css language-shell">cp python/singa/xx.py  &lt;path to conda&gt;/lib/python3.7/site-packages/singa/
 </code></pre>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/2.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Style</a></li><li><a href="#jira-format">JIRA format</a></li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/contribute-code/index.html b/content/docs/2.0.0/contribute-code/index.html
index f0573e3..581ba15 100644
--- a/content/docs/2.0.0/contribute-code/index.html
+++ b/content/docs/2.0.0/contribute-code/index.html
@@ -123,7 +123,7 @@ git push origin feature-foo:feature-foo
 <p>If you only update the Python code, you can install SINGAS once, and then copy the updated Python files to replace those in the Python installation folder,</p>
 <pre><code class="hljs css language-shell">cp python/singa/xx.py  &lt;path to conda&gt;/lib/python3.7/site-packages/singa/
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/2.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Style</a></li><li><a href="#jira-format">JIRA format</a></li [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/2.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Style</a></li><li><a href="#jira-format">JIRA format</a></li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/contribute-docs.html b/content/docs/2.0.0/contribute-docs.html
index bb11635..7b4dabc 100644
--- a/content/docs/2.0.0/contribute-docs.html
+++ b/content/docs/2.0.0/contribute-docs.html
@@ -142,7 +142,7 @@ pip install doc8=0.8.0
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/2.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#docusaurus-website">Docusaurus Website</a></li><li><a href="#docs-for-the-docusauru [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/2.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#docusaurus-website">Docusaurus Website</a></li><li><a href="#docs-for-the-docusauru [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/contribute-docs/index.html b/content/docs/2.0.0/contribute-docs/index.html
index bb11635..7b4dabc 100644
--- a/content/docs/2.0.0/contribute-docs/index.html
+++ b/content/docs/2.0.0/contribute-docs/index.html
@@ -142,7 +142,7 @@ pip install doc8=0.8.0
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/2.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#docusaurus-website">Docusaurus Website</a></li><li><a href="#docs-for-the-docusauru [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/2.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#docusaurus-website">Docusaurus Website</a></li><li><a href="#docs-for-the-docusauru [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/device.html b/content/docs/2.0.0/device.html
index 3cf4c57..04aba20 100644
--- a/content/docs/2.0.0/device.html
+++ b/content/docs/2.0.0/device.html
@@ -79,7 +79,7 @@ ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/benchmark-train"><span class="arrow-prev">← </span><span>Benchmark for Distributed Training</span></a><a class="docs-next button" href="/docs/2.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#python-api">Python API</a></li><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/device/index.html b/content/docs/2.0.0/device/index.html
index 3cf4c57..04aba20 100644
--- a/content/docs/2.0.0/device/index.html
+++ b/content/docs/2.0.0/device/index.html
@@ -79,7 +79,7 @@ ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/benchmark-train"><span class="arrow-prev">← </span><span>Benchmark for Distributed Training</span></a><a class="docs-next button" href="/docs/2.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#python-api">Python API</a></li><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/dist-train.html b/content/docs/2.0.0/dist-train.html
index 9a50167..be6dec5 100644
--- a/content/docs/2.0.0/dist-train.html
+++ b/content/docs/2.0.0/dist-train.html
@@ -292,7 +292,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
 <h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
 <p>然后,python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象,以执行基于MPI或Multiprocess的分布式训练。在初始化过程中,它创建了一个NCCL communicator对象(来自于上面小节提到的C接口),然后,<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
 <p>在MPI或Multiprocess中,每个进程都有一个独立的rank,它给出了各个进程使用的GPU的信息。训练数据是被拆分的,因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来,就可以将所有进程计算出的子梯度做all-reduce,得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度(half-precision-gradients)">半精度梯度(Half-precision Gradi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度(half-precision-gradients)">半精度梯度(Half-precision Gradi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/dist-train/index.html b/content/docs/2.0.0/dist-train/index.html
index 9a50167..be6dec5 100644
--- a/content/docs/2.0.0/dist-train/index.html
+++ b/content/docs/2.0.0/dist-train/index.html
@@ -292,7 +292,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
 <h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
 <p>然后,python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象,以执行基于MPI或Multiprocess的分布式训练。在初始化过程中,它创建了一个NCCL communicator对象(来自于上面小节提到的C接口),然后,<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
 <p>在MPI或Multiprocess中,每个进程都有一个独立的rank,它给出了各个进程使用的GPU的信息。训练数据是被拆分的,因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来,就可以将所有进程计算出的子梯度做all-reduce,得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度(half-precision-gradients)">半精度梯度(Half-precision Gradi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度(half-precision-gradients)">半精度梯度(Half-precision Gradi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/downloads.html b/content/docs/2.0.0/downloads.html
index e748d22..47d3d57 100644
--- a/content/docs/2.0.0/downloads.html
+++ b/content/docs/2.0.0/downloads.html
@@ -196,7 +196,7 @@
 <p><strong>Disclaimer</strong></p>
 <p>Apache SINGA is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the name of Apache Incubator PMC. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate tha [...]
 </blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/downloads/index.html b/content/docs/2.0.0/downloads/index.html
index e748d22..47d3d57 100644
--- a/content/docs/2.0.0/downloads/index.html
+++ b/content/docs/2.0.0/downloads/index.html
@@ -196,7 +196,7 @@
 <p><strong>Disclaimer</strong></p>
 <p>Apache SINGA is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the name of Apache Incubator PMC. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate tha [...]
 </blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/2.0.0/examples.html b/content/docs/2.0.0/examples.html
index bab5a41..1cf838c 100644
--- a/content/docs/2.0.0/examples.html
+++ b/content/docs/2.0.0/examples.html
@@ -81,7 +81,7 @@
 <li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav- [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/examples/index.html b/content/docs/2.0.0/examples/index.html
index bab5a41..1cf838c 100644
--- a/content/docs/2.0.0/examples/index.html
+++ b/content/docs/2.0.0/examples/index.html
@@ -81,7 +81,7 @@
 <li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav- [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/git-workflow.html b/content/docs/2.0.0/git-workflow.html
index 3055ce9..0c3523c 100644
--- a/content/docs/2.0.0/git-workflow.html
+++ b/content/docs/2.0.0/git-workflow.html
@@ -62,7 +62,7 @@ git push asf dev:dev
 </code></pre>
 <p>不要使用rebase来合并PR,并禁用fast forward。</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/git-workflow/index.html b/content/docs/2.0.0/git-workflow/index.html
index 3055ce9..0c3523c 100644
--- a/content/docs/2.0.0/git-workflow/index.html
+++ b/content/docs/2.0.0/git-workflow/index.html
@@ -62,7 +62,7 @@ git push asf dev:dev
 </code></pre>
 <p>不要使用rebase来合并PR,并禁用fast forward。</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/graph.html b/content/docs/2.0.0/graph.html
index 839182e..3d2c971 100644
--- a/content/docs/2.0.0/graph.html
+++ b/content/docs/2.0.0/graph.html
@@ -434,7 +434,7 @@ C-&gt;device()-&gt;Exec(
 <li>在启用计算图的情况下进行训练,可以显著减少内存占用。</li>
 <li>目前,在速度上有一点改进。在效率方面还可以做更多的优化。</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/graph/index.html b/content/docs/2.0.0/graph/index.html
index 839182e..3d2c971 100644
--- a/content/docs/2.0.0/graph/index.html
+++ b/content/docs/2.0.0/graph/index.html
@@ -434,7 +434,7 @@ C-&gt;device()-&gt;Exec(
 <li>在启用计算图的情况下进行训练,可以显著减少内存占用。</li>
 <li>目前,在速度上有一点改进。在效率方面还可以做更多的优化。</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/history-singa.html b/content/docs/2.0.0/history-singa.html
index 91d1f5d..65e3db5 100644
--- a/content/docs/2.0.0/history-singa.html
+++ b/content/docs/2.0.0/history-singa.html
@@ -74,7 +74,7 @@
 <p>Companies like <a href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html">NetEase</a>, <a href="http://www.yzbigdata.com/en/index.html">yzBigData</a>, <a href="https://shentilium.com/">Shentilium</a>, <a href="http://www.foodlg.com/">Foodlg</a> and <a href="https://medilot.com/technologies">Medilot</a> are using SINGA for their applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" wid [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" wid [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/history-singa/index.html b/content/docs/2.0.0/history-singa/index.html
index 91d1f5d..65e3db5 100644
--- a/content/docs/2.0.0/history-singa/index.html
+++ b/content/docs/2.0.0/history-singa/index.html
@@ -74,7 +74,7 @@
 <p>Companies like <a href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html">NetEase</a>, <a href="http://www.yzbigdata.com/en/index.html">yzBigData</a>, <a href="https://shentilium.com/">Shentilium</a>, <a href="http://www.foodlg.com/">Foodlg</a> and <a href="https://medilot.com/technologies">Medilot</a> are using SINGA for their applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" wid [...]
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/how-to-release.html b/content/docs/2.0.0/how-to-release.html
index 358655f..f28bedf 100644
--- a/content/docs/2.0.0/how-to-release.html
+++ b/content/docs/2.0.0/how-to-release.html
@@ -197,7 +197,7 @@ We look forward to hearing your feedbacks, suggestions, and contributions to the
 On behalf of the SINGA team,
 {SINGA Team Member Name}
 </code></pre>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#select-a-release-manager">Select a release manager</a></li><li><a href="#prepare-license-file">Prepare LICENSE file</a></li><li><a href="#prepare-notice-file">Prepare NOTICE file</a></li><li><a href="#prepare [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/how-to-release/index.html b/content/docs/2.0.0/how-to-release/index.html
index 358655f..f28bedf 100644
--- a/content/docs/2.0.0/how-to-release/index.html
+++ b/content/docs/2.0.0/how-to-release/index.html
@@ -197,7 +197,7 @@ We look forward to hearing your feedbacks, suggestions, and contributions to the
 On behalf of the SINGA team,
 {SINGA Team Member Name}
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#select-a-release-manager">Select a release manager</a></li><li><a href="#prepare-license-file">Prepare LICENSE file</a></li><li><a href="#prepare-notice-file">Prepare NOTICE file</a></li><li><a href="#prepare [...]
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    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/2.0.0/initializer.html b/content/docs/2.0.0/initializer.html
index fdeb4c1..0d8cca3 100644
--- a/content/docs/2.0.0/initializer.html
+++ b/content/docs/2.0.0/initializer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/initializer/index.html b/content/docs/2.0.0/initializer/index.html
index fdeb4c1..0d8cca3 100644
--- a/content/docs/2.0.0/initializer/index.html
+++ b/content/docs/2.0.0/initializer/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/install-win.html b/content/docs/2.0.0/install-win.html
index e08961b..3b8dc9c 100644
--- a/content/docs/2.0.0/install-win.html
+++ b/content/docs/2.0.0/install-win.html
@@ -295,7 +295,7 @@ SingaEnv\Scripts\activate
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU support with CUDA</a><ul class="toc-headings"><li><a href="#install-dep [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU support with CUDA</a><ul class="toc-headings"><li><a href="#install-dep [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/install-win/index.html b/content/docs/2.0.0/install-win/index.html
index e08961b..3b8dc9c 100644
--- a/content/docs/2.0.0/install-win/index.html
+++ b/content/docs/2.0.0/install-win/index.html
@@ -295,7 +295,7 @@ SingaEnv\Scripts\activate
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU support with CUDA</a><ul class="toc-headings"><li><a href="#install-dep [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU support with CUDA</a><ul class="toc-headings"><li><a href="#install-dep [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/installation.html b/content/docs/2.0.0/installation.html
index f2a9300..3c4084d 100644
--- a/content/docs/2.0.0/installation.html
+++ b/content/docs/2.0.0/installation.html
@@ -147,7 +147,7 @@ conda install -c nusdbsystem -c conda-forge singa-cpu
 <li><p>Q: When I run SINGA in Mac OS X, I got the error &quot;Fatal Python error: PyThreadState_Get: no current thread Abort trap: 6&quot;</p>
 <p>A: This error happens typically when you have multiple versions of Python in your system, e.g, the one comes with the OS and the one installed by Homebrew. The Python linked by SINGA must be the same as the Python interpreter. You can check your interpreter by <code>which python</code> and check the Python linked by SINGA via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if SINGA is installation via conda.</p></li>
 </ul>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/2.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/installation/index.html b/content/docs/2.0.0/installation/index.html
index f2a9300..3c4084d 100644
--- a/content/docs/2.0.0/installation/index.html
+++ b/content/docs/2.0.0/installation/index.html
@@ -147,7 +147,7 @@ conda install -c nusdbsystem -c conda-forge singa-cpu
 <li><p>Q: When I run SINGA in Mac OS X, I got the error &quot;Fatal Python error: PyThreadState_Get: no current thread Abort trap: 6&quot;</p>
 <p>A: This error happens typically when you have multiple versions of Python in your system, e.g, the one comes with the OS and the one installed by Homebrew. The Python linked by SINGA must be the same as the Python interpreter. You can check your interpreter by <code>which python</code> and check the Python linked by SINGA via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if SINGA is installation via conda.</p></li>
 </ul>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/2.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class= [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/issue-tracking.html b/content/docs/2.0.0/issue-tracking.html
index b11bd9d..e85158b 100644
--- a/content/docs/2.0.0/issue-tracking.html
+++ b/content/docs/2.0.0/issue-tracking.html
@@ -66,7 +66,7 @@
 <ul>
 <li><a href="https://issues.apache.org/jira/browse/singa">https://issues.apache.org/jira/browse/singa</a></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/2.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Ap [...]
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/issue-tracking/index.html b/content/docs/2.0.0/issue-tracking/index.html
index b11bd9d..e85158b 100644
--- a/content/docs/2.0.0/issue-tracking/index.html
+++ b/content/docs/2.0.0/issue-tracking/index.html
@@ -66,7 +66,7 @@
 <ul>
 <li><a href="https://issues.apache.org/jira/browse/singa">https://issues.apache.org/jira/browse/singa</a></li>
 </ul>
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diff --git a/content/docs/2.0.0/layer.html b/content/docs/2.0.0/layer.html
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--- a/content/docs/2.0.0/layer.html
+++ b/content/docs/2.0.0/layer.html
@@ -7,7 +7,7 @@
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+++ b/content/docs/2.0.0/model-zoo-char-rnn.html
@@ -81,7 +81,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
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diff --git a/content/docs/2.0.0/model-zoo-char-rnn/index.html b/content/docs/2.0.0/model-zoo-char-rnn/index.html
index a870501..3dffe7a 100644
--- a/content/docs/2.0.0/model-zoo-char-rnn/index.html
+++ b/content/docs/2.0.0/model-zoo-char-rnn/index.html
@@ -81,7 +81,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-cnn-cifar10"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-rbm-mnist"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile an [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-cnn-cifar10"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-rbm-mnist"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile an [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/model-zoo-cnn-cifar10.html b/content/docs/2.0.0/model-zoo-cnn-cifar10.html
index ad1c343..26cddc9 100644
--- a/content/docs/2.0.0/model-zoo-cnn-cifar10.html
+++ b/content/docs/2.0.0/model-zoo-cnn-cifar10.html
@@ -107,7 +107,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-char-rnn"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li> [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/model-zoo-cnn-cifar10/index.html b/content/docs/2.0.0/model-zoo-cnn-cifar10/index.html
index ad1c343..26cddc9 100644
--- a/content/docs/2.0.0/model-zoo-cnn-cifar10/index.html
+++ b/content/docs/2.0.0/model-zoo-cnn-cifar10/index.html
@@ -107,7 +107,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-alexnet.html b/content/docs/2.0.0/model-zoo-imagenet-alexnet.html
index 7cfa64f..db2fffd 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-alexnet.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-alexnet.html
@@ -108,7 +108,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-rbm-mnist"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-densenet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-rbm-mnist"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-densenet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a [...]
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-alexnet/index.html b/content/docs/2.0.0/model-zoo-imagenet-alexnet/index.html
index 7cfa64f..db2fffd 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-alexnet/index.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-alexnet/index.html
@@ -108,7 +108,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-rbm-mnist"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-densenet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a [...]
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-densenet.html b/content/docs/2.0.0/model-zoo-imagenet-densenet.html
index 93bb372..3b1a5d2 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-densenet.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-densenet.html
@@ -94,7 +94,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-alexnet"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-googlenet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter- [...]
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-densenet/index.html b/content/docs/2.0.0/model-zoo-imagenet-densenet/index.html
index 93bb372..3b1a5d2 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-densenet/index.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-densenet/index.html
@@ -94,7 +94,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-alexnet"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-googlenet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter- [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-alexnet"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-googlenet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter- [...]
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-googlenet.html b/content/docs/2.0.0/model-zoo-imagenet-googlenet.html
index eb78084..b533e2c 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-googlenet.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-googlenet.html
@@ -106,7 +106,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-googlenet/index.html b/content/docs/2.0.0/model-zoo-imagenet-googlenet/index.html
index eb78084..b533e2c 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-googlenet/index.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-googlenet/index.html
@@ -106,7 +106,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-inception.html b/content/docs/2.0.0/model-zoo-imagenet-inception.html
index d7d99a7..b367f67 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-inception.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-inception.html
@@ -88,7 +88,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/model-zoo-imagenet-inception/index.html b/content/docs/2.0.0/model-zoo-imagenet-inception/index.html
index d7d99a7..b367f67 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-inception/index.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-inception/index.html
@@ -88,7 +88,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-googlenet"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-resnet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></ [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-googlenet"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-resnet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></ [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/model-zoo-imagenet-resnet.html b/content/docs/2.0.0/model-zoo-imagenet-resnet.html
index 2f4d789..01f3dfb 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-resnet.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-resnet.html
@@ -99,7 +99,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-inception"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li> [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-inception"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-vgg"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li> [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/model-zoo-imagenet-resnet/index.html b/content/docs/2.0.0/model-zoo-imagenet-resnet/index.html
index 2f4d789..01f3dfb 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-resnet/index.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-resnet/index.html
@@ -99,7 +99,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-vgg.html b/content/docs/2.0.0/model-zoo-imagenet-vgg.html
index 4814bda..540bbc5 100644
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+++ b/content/docs/2.0.0/model-zoo-imagenet-vgg.html
@@ -97,7 +97,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
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diff --git a/content/docs/2.0.0/model-zoo-imagenet-vgg/index.html b/content/docs/2.0.0/model-zoo-imagenet-vgg/index.html
index 4814bda..540bbc5 100644
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+++ b/content/docs/2.0.0/model-zoo-imagenet-vgg/index.html
@@ -97,7 +97,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
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diff --git a/content/docs/2.0.0/model-zoo-rbm-mnist.html b/content/docs/2.0.0/model-zoo-rbm-mnist.html
index c26e7b9..c30db05 100644
--- a/content/docs/2.0.0/model-zoo-rbm-mnist.html
+++ b/content/docs/2.0.0/model-zoo-rbm-mnist.html
@@ -74,7 +74,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
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diff --git a/content/docs/2.0.0/model-zoo-rbm-mnist/index.html b/content/docs/2.0.0/model-zoo-rbm-mnist/index.html
index c26e7b9..c30db05 100644
--- a/content/docs/2.0.0/model-zoo-rbm-mnist/index.html
+++ b/content/docs/2.0.0/model-zoo-rbm-mnist/index.html
@@ -74,7 +74,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-char-rnn"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/model-zoo-imagenet-alexnet"><span>Next</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Downloa [...]
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diff --git a/content/docs/2.0.0/onnx.html b/content/docs/2.0.0/onnx.html
index 0752634..c3128e7 100644
--- a/content/docs/2.0.0/onnx.html
+++ b/content/docs/2.0.0/onnx.html
@@ -394,7 +394,7 @@ test(new_model, valid_x, valid_y, dev=dev)
 <li>Neg</li>
 <li>Reciprocal</li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example-onnx-mnist-on-singa">Example: ONNX mnist on singa</a><ul class="toc-headings"><li><a href="#load-dataset">Load dataset</a></li><li><a href="#mnist-model">MNIST model</a></li><li><a href="#train-mnist-model-and-export-it-to-onnx">Train mnist model and export it to onnx</a></li><li><a href="#inference">Inference</a></li><li><a href="#re-training">R [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example-onnx-mnist-on-singa">Example: ONNX mnist on singa</a><ul class="toc-headings"><li><a href="#load-dataset">Load dataset</a></li><li><a href="#mnist-model">MNIST model</a></li><li><a href="#train-mnist-model-and-export-it-to-onnx">Train mnist model and export it to onnx</a></li><li><a href="#inference">Inference</a></li><li><a href="#re-training">R [...]
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diff --git a/content/docs/2.0.0/onnx/index.html b/content/docs/2.0.0/onnx/index.html
index 0752634..c3128e7 100644
--- a/content/docs/2.0.0/onnx/index.html
+++ b/content/docs/2.0.0/onnx/index.html
@@ -394,7 +394,7 @@ test(new_model, valid_x, valid_y, dev=dev)
 <li>Neg</li>
 <li>Reciprocal</li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example-onnx-mnist-on-singa">Example: ONNX mnist on singa</a><ul class="toc-headings"><li><a href="#load-dataset">Load dataset</a></li><li><a href="#mnist-model">MNIST model</a></li><li><a href="#train-mnist-model-and-export-it-to-onnx">Train mnist model and export it to onnx</a></li><li><a href="#inference">Inference</a></li><li><a href="#re-training">R [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example-onnx-mnist-on-singa">Example: ONNX mnist on singa</a><ul class="toc-headings"><li><a href="#load-dataset">Load dataset</a></li><li><a href="#mnist-model">MNIST model</a></li><li><a href="#train-mnist-model-and-export-it-to-onnx">Train mnist model and export it to onnx</a></li><li><a href="#inference">Inference</a></li><li><a href="#re-training">R [...]
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/optimizer.html b/content/docs/2.0.0/optimizer.html
index db4f559..ba4c66e 100644
--- a/content/docs/2.0.0/optimizer.html
+++ b/content/docs/2.0.0/optimizer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
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diff --git a/content/docs/2.0.0/optimizer/index.html b/content/docs/2.0.0/optimizer/index.html
index db4f559..ba4c66e 100644
--- a/content/docs/2.0.0/optimizer/index.html
+++ b/content/docs/2.0.0/optimizer/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0.html b/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0.html
index 7ce932e..64fb32a 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0.html
@@ -111,7 +111,7 @@
 <li><a href="https://issues.apache.org/jira/browse/SINGA-40">SINGA-40</a> Support sparse Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node single GPU training</li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0/index.html b/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0/index.html
index 7ce932e..64fb32a 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0/index.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_0.1.0/index.html
@@ -111,7 +111,7 @@
 <li><a href="https://issues.apache.org/jira/browse/SINGA-40">SINGA-40</a> Support sparse Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node single GPU training</li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0.html b/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0.html
index 93d8aeb..5b9a96e 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0.html
@@ -99,7 +99,7 @@
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0/index.html
index 93d8aeb..5b9a96e 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0/index.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_0.2.0/index.html
@@ -99,7 +99,7 @@
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0.html b/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0.html
index 8ec43b0..38e3090 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0.html
@@ -39,7 +39,7 @@
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0/index.html
index 8ec43b0..38e3090 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0/index.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_0.3.0/index.html
@@ -39,7 +39,7 @@
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_1.0.0.html b/content/docs/2.0.0/releases/RELEASE_NOTES_1.0.0.html
index 6388ffc..ac34a43 100644
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@@ -98,7 +98,7 @@
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/2.0.0/releases/RELEASE_NOTES_1.0.0/index.html
index 6388ffc..ac34a43 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_1.0.0/index.html
@@ -98,7 +98,7 @@
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0.html b/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0.html
index 7bd3695..ee06c2b 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0.html
@@ -53,7 +53,7 @@
 <li>[SINGA-293] Bug from compiling PySINGA on Mac OS X with multiple version of Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0/index.html
index 7bd3695..ee06c2b 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_1.1.0/index.html
@@ -53,7 +53,7 @@
 <li>[SINGA-293] Bug from compiling PySINGA on Mac OS X with multiple version of Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_1.2.0.html b/content/docs/2.0.0/releases/RELEASE_NOTES_1.2.0.html
index 443d826..5fad549 100644
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+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_1.2.0.html
@@ -61,7 +61,7 @@
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/2.0.0/releases/RELEASE_NOTES_1.2.0/index.html
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--- a/content/docs/2.0.0/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_1.2.0/index.html
@@ -61,7 +61,7 @@
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0.html b/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0.html
index 4c6b3b8..ec569c7 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0.html
@@ -52,7 +52,7 @@
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
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    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0/index.html
index 4c6b3b8..ec569c7 100644
--- a/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/2.0.0/releases/RELEASE_NOTES_2.0.0/index.html
@@ -52,7 +52,7 @@
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
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diff --git a/content/docs/2.0.0/security.html b/content/docs/2.0.0/security.html
index d94b0dd..d54a379 100644
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@@ -62,7 +62,7 @@
             });
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 <p>Users can report security vulnerabilities to <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
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diff --git a/content/docs/2.0.0/security/index.html b/content/docs/2.0.0/security/index.html
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+++ b/content/docs/2.0.0/security/index.html
@@ -62,7 +62,7 @@
             });
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 <p>Users can report security vulnerabilities to <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
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diff --git a/content/docs/2.0.0/software-stack.html b/content/docs/2.0.0/software-stack.html
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+++ b/content/docs/2.0.0/software-stack.html
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 <li>Endpoint represents a communication endpoint which provides functions for passing messages to each other.</li>
 <li>Message represents communication messages between Endpoint instances. It carries both meta data and payload.</li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/2.0.0/benchmark-train"><span>Benchmark for Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#core">Core</a></li><li><a href="#model">Model</a></li><li><a href="#io">IO</a></li></ [...]
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 <li>Endpoint represents a communication endpoint which provides functions for passing messages to each other.</li>
 <li>Message represents communication messages between Endpoint instances. It carries both meta data and payload.</li>
 </ul>
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diff --git a/content/docs/2.0.0/source-repository.html b/content/docs/2.0.0/source-repository.html
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@@ -92,7 +92,7 @@ git push asf master:master
 </ul>
 <pre><code class="hljs css language-shell">git remote set-url origin git@github.com/apache/singa.git
 </code></pre>
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diff --git a/content/docs/2.0.0/source-repository/index.html b/content/docs/2.0.0/source-repository/index.html
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+++ b/content/docs/2.0.0/source-repository/index.html
@@ -92,7 +92,7 @@ git push asf master:master
 </ul>
 <pre><code class="hljs css language-shell">git remote set-url origin git@github.com/apache/singa.git
 </code></pre>
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diff --git a/content/docs/2.0.0/team-list.html b/content/docs/2.0.0/team-list.html
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--- a/content/docs/2.0.0/team-list.html
+++ b/content/docs/2.0.0/team-list.html
@@ -116,7 +116,7 @@
 <tr><td>Kaiyuan Yang</td><td><a href="mailto:yangky@comp.nus.edu.sg">yangky@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
 </tbody>
 </table>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/2.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Committers</a></li><li><a href="#contributors">Contributors</a></li></ [...]
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diff --git a/content/docs/2.0.0/team-list/index.html b/content/docs/2.0.0/team-list/index.html
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@@ -116,7 +116,7 @@
 <tr><td>Kaiyuan Yang</td><td><a href="mailto:yangky@comp.nus.edu.sg">yangky@comp.nus.edu.sg</a></td><td>National University of Singapore</td></tr>
 </tbody>
 </table>
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diff --git a/content/docs/2.0.0/tensor.html b/content/docs/2.0.0/tensor.html
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--- a/content/docs/2.0.0/tensor.html
+++ b/content/docs/2.0.0/tensor.html
@@ -168,7 +168,7 @@ array([[<span class="hljs-number">1.</span>, <span class="hljs-number">0.</span>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/2.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#create-tensor">Create Tensor</a></li><li><a href="#convert-to [...]
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diff --git a/content/docs/2.0.0/tensor/index.html b/content/docs/2.0.0/tensor/index.html
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--- a/content/docs/2.0.0/tensor/index.html
+++ b/content/docs/2.0.0/tensor/index.html
@@ -168,7 +168,7 @@ array([[<span class="hljs-number">1.</span>, <span class="hljs-number">0.</span>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
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+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/2.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#create-tensor">Create Tensor</a></li><li><a href="#convert-to [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/time-profiling.html b/content/docs/2.0.0/time-profiling.html
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--- a/content/docs/2.0.0/time-profiling.html
+++ b/content/docs/2.0.0/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
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diff --git a/content/docs/2.0.0/time-profiling/index.html b/content/docs/2.0.0/time-profiling/index.html
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+++ b/content/docs/2.0.0/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
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diff --git a/content/docs/2.0.0/wheel-cpu-dev.html b/content/docs/2.0.0/wheel-cpu-dev.html
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--- a/content/docs/2.0.0/wheel-cpu-dev.html
+++ b/content/docs/2.0.0/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/2.0.0/wheel-cpu-dev/index.html b/content/docs/2.0.0/wheel-cpu-dev/index.html
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+++ b/content/docs/2.0.0/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/2.0.0/wheel-cpu.html b/content/docs/2.0.0/wheel-cpu.html
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--- a/content/docs/2.0.0/wheel-cpu.html
+++ b/content/docs/2.0.0/wheel-cpu.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-cpu/index.html b/content/docs/2.0.0/wheel-cpu/index.html
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--- a/content/docs/2.0.0/wheel-cpu/index.html
+++ b/content/docs/2.0.0/wheel-cpu/index.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-gpu-dev.html b/content/docs/2.0.0/wheel-gpu-dev.html
index 5f022a7..e23a6af 100644
--- a/content/docs/2.0.0/wheel-gpu-dev.html
+++ b/content/docs/2.0.0/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/2.0.0/wheel-gpu-dev/index.html b/content/docs/2.0.0/wheel-gpu-dev/index.html
index 5f022a7..e23a6af 100644
--- a/content/docs/2.0.0/wheel-gpu-dev/index.html
+++ b/content/docs/2.0.0/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/2.0.0/wheel-gpu.html b/content/docs/2.0.0/wheel-gpu.html
index 78761df..78c865a 100644
--- a/content/docs/2.0.0/wheel-gpu.html
+++ b/content/docs/2.0.0/wheel-gpu.html
@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/2.0.0/wheel-gpu/index.html b/content/docs/2.0.0/wheel-gpu/index.html
index 78761df..78c865a 100644
--- a/content/docs/2.0.0/wheel-gpu/index.html
+++ b/content/docs/2.0.0/wheel-gpu/index.html
@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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diff --git a/content/docs/3.0.0.rc1/autograd.html b/content/docs/3.0.0.rc1/autograd.html
index 6313261..bb806ff 100644
--- a/content/docs/3.0.0.rc1/autograd.html
+++ b/content/docs/3.0.0.rc1/autograd.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
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diff --git a/content/docs/3.0.0.rc1/autograd/index.html b/content/docs/3.0.0.rc1/autograd/index.html
index 6313261..bb806ff 100644
--- a/content/docs/3.0.0.rc1/autograd/index.html
+++ b/content/docs/3.0.0.rc1/autograd/index.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
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diff --git a/content/docs/3.0.0.rc1/benchmark-train.html b/content/docs/3.0.0.rc1/benchmark-train.html
index bbf676e..eced784 100644
--- a/content/docs/3.0.0.rc1/benchmark-train.html
+++ b/content/docs/3.0.0.rc1/benchmark-train.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/benchmark-train/index.html b/content/docs/3.0.0.rc1/benchmark-train/index.html
index bbf676e..eced784 100644
--- a/content/docs/3.0.0.rc1/benchmark-train/index.html
+++ b/content/docs/3.0.0.rc1/benchmark-train/index.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.0.0.rc1/build.html b/content/docs/3.0.0.rc1/build.html
index 4474a44..92e1b17 100644
--- a/content/docs/3.0.0.rc1/build.html
+++ b/content/docs/3.0.0.rc1/build.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-sin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-sin [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.0.0.rc1/build/index.html b/content/docs/3.0.0.rc1/build/index.html
index 4474a44..92e1b17 100644
--- a/content/docs/3.0.0.rc1/build/index.html
+++ b/content/docs/3.0.0.rc1/build/index.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-sin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-sin [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0.rc1/contribute-code.html b/content/docs/3.0.0.rc1/contribute-code.html
index c4f866a..a671d42 100644
--- a/content/docs/3.0.0.rc1/contribute-code.html
+++ b/content/docs/3.0.0.rc1/contribute-code.html
@@ -149,7 +149,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#codin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#codin [...]
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diff --git a/content/docs/3.0.0.rc1/contribute-code/index.html b/content/docs/3.0.0.rc1/contribute-code/index.html
index c4f866a..a671d42 100644
--- a/content/docs/3.0.0.rc1/contribute-code/index.html
+++ b/content/docs/3.0.0.rc1/contribute-code/index.html
@@ -149,7 +149,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#codin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#codin [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.0.0.rc1/contribute-docs.html b/content/docs/3.0.0.rc1/contribute-docs.html
index a864119..6882593 100644
--- a/content/docs/3.0.0.rc1/contribute-docs.html
+++ b/content/docs/3.0.0.rc1/contribute-docs.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdow [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdow [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/contribute-docs/index.html b/content/docs/3.0.0.rc1/contribute-docs/index.html
index a864119..6882593 100644
--- a/content/docs/3.0.0.rc1/contribute-docs/index.html
+++ b/content/docs/3.0.0.rc1/contribute-docs/index.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdow [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/device.html b/content/docs/3.0.0.rc1/device.html
index 2b8d7fd..8cf3c1a 100644
--- a/content/docs/3.0.0.rc1/device.html
+++ b/content/docs/3.0.0.rc1/device.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/device/index.html b/content/docs/3.0.0.rc1/device/index.html
index 2b8d7fd..8cf3c1a 100644
--- a/content/docs/3.0.0.rc1/device/index.html
+++ b/content/docs/3.0.0.rc1/device/index.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/dist-train.html b/content/docs/3.0.0.rc1/dist-train.html
index 3af4285..03b31ed 100644
--- a/content/docs/3.0.0.rc1/dist-train.html
+++ b/content/docs/3.0.0.rc1/dist-train.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a h [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/dist-train/index.html b/content/docs/3.0.0.rc1/dist-train/index.html
index 3af4285..03b31ed 100644
--- a/content/docs/3.0.0.rc1/dist-train/index.html
+++ b/content/docs/3.0.0.rc1/dist-train/index.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a h [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/downloads.html b/content/docs/3.0.0.rc1/downloads.html
index 05a0490..e1d4fdc 100644
--- a/content/docs/3.0.0.rc1/downloads.html
+++ b/content/docs/3.0.0.rc1/downloads.html
@@ -233,7 +233,7 @@ incubation status is not necessarily a reflection of the completeness or
 stability of the code, it does indicate that the project has yet to be fully
 endorsed by the ASF.</p>
 </blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/downloads/index.html b/content/docs/3.0.0.rc1/downloads/index.html
index 05a0490..e1d4fdc 100644
--- a/content/docs/3.0.0.rc1/downloads/index.html
+++ b/content/docs/3.0.0.rc1/downloads/index.html
@@ -233,7 +233,7 @@ incubation status is not necessarily a reflection of the completeness or
 stability of the code, it does indicate that the project has yet to be fully
 endorsed by the ASF.</p>
 </blockquote>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li>< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/examples.html b/content/docs/3.0.0.rc1/examples.html
index ef17e90..c45af67 100644
--- a/content/docs/3.0.0.rc1/examples.html
+++ b/content/docs/3.0.0.rc1/examples.html
@@ -125,7 +125,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/examples/index.html b/content/docs/3.0.0.rc1/examples/index.html
index ef17e90..c45af67 100644
--- a/content/docs/3.0.0.rc1/examples/index.html
+++ b/content/docs/3.0.0.rc1/examples/index.html
@@ -125,7 +125,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/git-workflow.html b/content/docs/3.0.0.rc1/git-workflow.html
index 312234c..2edd703 100644
--- a/content/docs/3.0.0.rc1/git-workflow.html
+++ b/content/docs/3.0.0.rc1/git-workflow.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/git-workflow/index.html b/content/docs/3.0.0.rc1/git-workflow/index.html
index 312234c..2edd703 100644
--- a/content/docs/3.0.0.rc1/git-workflow/index.html
+++ b/content/docs/3.0.0.rc1/git-workflow/index.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/graph.html b/content/docs/3.0.0.rc1/graph.html
index 262b714..c99ee56 100644
--- a/content/docs/3.0.0.rc1/graph.html
+++ b/content/docs/3.0.0.rc1/graph.html
@@ -623,7 +623,7 @@ records x, W, b and handle in the class.</li>
   <span class="hljs-keyword">return</span> dx;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Com [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Com [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/graph/index.html b/content/docs/3.0.0.rc1/graph/index.html
index 262b714..c99ee56 100644
--- a/content/docs/3.0.0.rc1/graph/index.html
+++ b/content/docs/3.0.0.rc1/graph/index.html
@@ -623,7 +623,7 @@ records x, W, b and handle in the class.</li>
   <span class="hljs-keyword">return</span> dx;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Com [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#about-computational-graph">About Com [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/history-singa.html b/content/docs/3.0.0.rc1/history-singa.html
index e9d9a0d..5e1833e 100644
--- a/content/docs/3.0.0.rc1/history-singa.html
+++ b/content/docs/3.0.0.rc1/history-singa.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/history-singa/index.html b/content/docs/3.0.0.rc1/history-singa/index.html
index e9d9a0d..5e1833e 100644
--- a/content/docs/3.0.0.rc1/history-singa/index.html
+++ b/content/docs/3.0.0.rc1/history-singa/index.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/how-to-release.html b/content/docs/3.0.0.rc1/how-to-release.html
index 670d2dd..9bc45f2 100644
--- a/content/docs/3.0.0.rc1/how-to-release.html
+++ b/content/docs/3.0.0.rc1/how-to-release.html
@@ -182,7 +182,7 @@ and contributions to the project.
 On behalf of the SINGA team, {SINGA Team Member Name}
 </code></pre></li>
 </ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0.rc1/how-to-release/index.html b/content/docs/3.0.0.rc1/how-to-release/index.html
index 670d2dd..9bc45f2 100644
--- a/content/docs/3.0.0.rc1/how-to-release/index.html
+++ b/content/docs/3.0.0.rc1/how-to-release/index.html
@@ -182,7 +182,7 @@ and contributions to the project.
 On behalf of the SINGA team, {SINGA Team Member Name}
 </code></pre></li>
 </ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="foote [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/initializer.html b/content/docs/3.0.0.rc1/initializer.html
index b6b53a9..74ee5ae 100644
--- a/content/docs/3.0.0.rc1/initializer.html
+++ b/content/docs/3.0.0.rc1/initializer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/initializer/index.html b/content/docs/3.0.0.rc1/initializer/index.html
index b6b53a9..74ee5ae 100644
--- a/content/docs/3.0.0.rc1/initializer/index.html
+++ b/content/docs/3.0.0.rc1/initializer/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/install-win.html b/content/docs/3.0.0.rc1/install-win.html
index 59a7536..09eee5b 100644
--- a/content/docs/3.0.0.rc1/install-win.html
+++ b/content/docs/3.0.0.rc1/install-win.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/install-win/index.html b/content/docs/3.0.0.rc1/install-win/index.html
index 59a7536..09eee5b 100644
--- a/content/docs/3.0.0.rc1/install-win/index.html
+++ b/content/docs/3.0.0.rc1/install-win/index.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/installation.html b/content/docs/3.0.0.rc1/installation.html
index aaac270..6958e9e 100644
--- a/content/docs/3.0.0.rc1/installation.html
+++ b/content/docs/3.0.0.rc1/installation.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installation via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/installation/index.html b/content/docs/3.0.0.rc1/installation/index.html
index aaac270..6958e9e 100644
--- a/content/docs/3.0.0.rc1/installation/index.html
+++ b/content/docs/3.0.0.rc1/installation/index.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installation via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/issue-tracking.html b/content/docs/3.0.0.rc1/issue-tracking.html
index 1913ca8..bd6b240 100644
--- a/content/docs/3.0.0.rc1/issue-tracking.html
+++ b/content/docs/3.0.0.rc1/issue-tracking.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/issue-tracking/index.html b/content/docs/3.0.0.rc1/issue-tracking/index.html
index 1913ca8..bd6b240 100644
--- a/content/docs/3.0.0.rc1/issue-tracking/index.html
+++ b/content/docs/3.0.0.rc1/issue-tracking/index.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
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diff --git a/content/docs/3.0.0.rc1/model-zoo-char-rnn.html b/content/docs/3.0.0.rc1/model-zoo-char-rnn.html
index cd8e8be..9c21ac0 100644
--- a/content/docs/3.0.0.rc1/model-zoo-char-rnn.html
+++ b/content/docs/3.0.0.rc1/model-zoo-char-rnn.html
@@ -25,7 +25,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0.rc1/model-zoo-char-rnn/index.html b/content/docs/3.0.0.rc1/model-zoo-char-rnn/index.html
index cd8e8be..9c21ac0 100644
--- a/content/docs/3.0.0.rc1/model-zoo-char-rnn/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-char-rnn/index.html
@@ -25,7 +25,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10.html b/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10.html
index e7aaf71..81d8160 100644
--- a/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10.html
+++ b/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10.html
@@ -51,7 +51,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li><a href="#data-preparation">Data preparation</a></li><li><a href="#training">Training</a></li><li><a href="#prediction">Prediction</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10/index.html b/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10/index.html
index e7aaf71..81d8160 100644
--- a/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-cnn-cifar10/index.html
@@ -51,7 +51,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li><a href="#data-preparation">Data preparation</a></li><li><a href="#training">Training</a></li><li><a href="#prediction">Prediction</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li><a href="#data-preparation">Data preparation</a></li><li><a href="#training">Training</a></li><li><a href="#prediction">Prediction</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet.html
index 8462602..8fd4d7d 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet.html
@@ -52,7 +52,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet/index.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet/index.html
index 8462602..8fd4d7d 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-alexnet/index.html
@@ -52,7 +52,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet.html
index e75a0dc..09a29a5 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet.html
@@ -38,7 +38,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet/index.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet/index.html
index e75a0dc..09a29a5 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-densenet/index.html
@@ -38,7 +38,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet.html
index f3d5d3d..c5adf84 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet.html
@@ -50,7 +50,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet/index.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet/index.html
index f3d5d3d..c5adf84 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-googlenet/index.html
@@ -50,7 +50,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-inception.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-inception.html
index 8fa81a5..dd8db05 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-inception.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-inception.html
@@ -32,7 +32,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-inception/index.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-inception/index.html
index 8fa81a5..dd8db05 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-inception/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-inception/index.html
@@ -32,7 +32,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet.html
index 37b968c..cd0540b 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet.html
@@ -43,7 +43,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet/index.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet/index.html
index 37b968c..cd0540b 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-resnet/index.html
@@ -43,7 +43,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg.html
index d4c919e..fb02477 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg.html
@@ -41,7 +41,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg/index.html b/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg/index.html
index d4c919e..fb02477 100644
--- a/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-imagenet-vgg/index.html
@@ -41,7 +41,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-rbm-mnist.html b/content/docs/3.0.0.rc1/model-zoo-rbm-mnist.html
index ca30dc4..34be03d 100644
--- a/content/docs/3.0.0.rc1/model-zoo-rbm-mnist.html
+++ b/content/docs/3.0.0.rc1/model-zoo-rbm-mnist.html
@@ -18,7 +18,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/model-zoo-rbm-mnist/index.html b/content/docs/3.0.0.rc1/model-zoo-rbm-mnist/index.html
index ca30dc4..34be03d 100644
--- a/content/docs/3.0.0.rc1/model-zoo-rbm-mnist/index.html
+++ b/content/docs/3.0.0.rc1/model-zoo-rbm-mnist/index.html
@@ -18,7 +18,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/onnx.html b/content/docs/3.0.0.rc1/onnx.html
index 395149e..268b14f 100644
--- a/content/docs/3.0.0.rc1/onnx.html
+++ b/content/docs/3.0.0.rc1/onnx.html
@@ -692,7 +692,7 @@ of the model and run the SINGA operators one by one following the operators
 queue. The user can use <code>last_layers</code> to decide to run the model till the last
 few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
 also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 05/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 05/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/onnx/index.html b/content/docs/3.0.0.rc1/onnx/index.html
index 395149e..268b14f 100644
--- a/content/docs/3.0.0.rc1/onnx/index.html
+++ b/content/docs/3.0.0.rc1/onnx/index.html
@@ -692,7 +692,7 @@ of the model and run the SINGA operators one by one following the operators
 queue. The user can use <code>last_layers</code> to decide to run the model till the last
 few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
 also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 05/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 05/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a href="#loading-an-onnx-model-into-singa">Loading an ONNX Model into SINGA</a></li><li><a href="#inferernce-singa-model">Inferernce SINGA model</a></li><li><a href="#saving-an-onnx-model-from-singa">Saving an ONNX Model from  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/optimizer.html b/content/docs/3.0.0.rc1/optimizer.html
index e009132..55e2fd3 100644
--- a/content/docs/3.0.0.rc1/optimizer.html
+++ b/content/docs/3.0.0.rc1/optimizer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/optimizer/index.html b/content/docs/3.0.0.rc1/optimizer/index.html
index e009132..55e2fd3 100644
--- a/content/docs/3.0.0.rc1/optimizer/index.html
+++ b/content/docs/3.0.0.rc1/optimizer/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html
index 05d68f8..815f398 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0.html
@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html
index 05d68f8..815f398 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.1.0/index.html
@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html
index 2085690..e221a1f 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html
index 2085690..e221a1f 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.2.0/index.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html
index 0a26788..68dd639 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html
index 0a26788..68dd639 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_0.3.0/index.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html
index fb4fd7f..41cd109 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0.html
@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html
index fb4fd7f..41cd109 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.0.0/index.html
@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html
index a1ff7b2..dafa0d0 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0.html
@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html
index a1ff7b2..dafa0d0 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.1.0/index.html
@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html
index f2a1dcf..db85ce8 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html
index f2a1dcf..db85ce8 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_1.2.0/index.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html
index 81eef69..128ec98 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html
index 81eef69..128ec98 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_2.0.0/index.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html
index 73cb47b..cafcbf9 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html
index 73cb47b..cafcbf9 100644
--- a/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html
+++ b/content/docs/3.0.0.rc1/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
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diff --git a/content/docs/3.0.0.rc1/security.html b/content/docs/3.0.0.rc1/security.html
index 5b8b354..cc3309f 100644
--- a/content/docs/3.0.0.rc1/security.html
+++ b/content/docs/3.0.0.rc1/security.html
@@ -63,7 +63,7 @@
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diff --git a/content/docs/3.0.0.rc1/security/index.html b/content/docs/3.0.0.rc1/security/index.html
index 5b8b354..cc3309f 100644
--- a/content/docs/3.0.0.rc1/security/index.html
+++ b/content/docs/3.0.0.rc1/security/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>Users can report security vulnerabilities to
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diff --git a/content/docs/3.0.0.rc1/software-stack.html b/content/docs/3.0.0.rc1/software-stack.html
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--- a/content/docs/3.0.0.rc1/software-stack.html
+++ b/content/docs/3.0.0.rc1/software-stack.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
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diff --git a/content/docs/3.0.0.rc1/software-stack/index.html b/content/docs/3.0.0.rc1/software-stack/index.html
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+++ b/content/docs/3.0.0.rc1/software-stack/index.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
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diff --git a/content/docs/3.0.0.rc1/source-repository.html b/content/docs/3.0.0.rc1/source-repository.html
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+++ b/content/docs/3.0.0.rc1/source-repository.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
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diff --git a/content/docs/3.0.0.rc1/source-repository/index.html b/content/docs/3.0.0.rc1/source-repository/index.html
index e48dd3b..a44171e 100644
--- a/content/docs/3.0.0.rc1/source-repository/index.html
+++ b/content/docs/3.0.0.rc1/source-repository/index.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0.rc1/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/im [...]
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diff --git a/content/docs/3.0.0.rc1/team-list.html b/content/docs/3.0.0.rc1/team-list.html
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+++ b/content/docs/3.0.0.rc1/team-list.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
 </tbody>
 </table>
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diff --git a/content/docs/3.0.0.rc1/team-list/index.html b/content/docs/3.0.0.rc1/team-list/index.html
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+++ b/content/docs/3.0.0.rc1/team-list/index.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#commit [...]
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diff --git a/content/docs/3.0.0.rc1/tensor.html b/content/docs/3.0.0.rc1/tensor.html
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+++ b/content/docs/3.0.0.rc1/tensor.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings" [...]
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diff --git a/content/docs/3.0.0.rc1/tensor/index.html b/content/docs/3.0.0.rc1/tensor/index.html
index a6f7275..bfbc7d0 100644
--- a/content/docs/3.0.0.rc1/tensor/index.html
+++ b/content/docs/3.0.0.rc1/tensor/index.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0.rc1/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0.rc1/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings" [...]
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diff --git a/content/docs/3.0.0.rc1/time-profiling.html b/content/docs/3.0.0.rc1/time-profiling.html
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--- a/content/docs/3.0.0.rc1/time-profiling.html
+++ b/content/docs/3.0.0.rc1/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0.rc1/time-profiling/index.html b/content/docs/3.0.0.rc1/time-profiling/index.html
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+++ b/content/docs/3.0.0.rc1/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu-dev.html b/content/docs/3.0.0.rc1/wheel-cpu-dev.html
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--- a/content/docs/3.0.0.rc1/wheel-cpu-dev.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html b/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
index 172692e..66b93b8 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu.html b/content/docs/3.0.0.rc1/wheel-cpu.html
index 23170c6..4fef7d7 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu/index.html b/content/docs/3.0.0.rc1/wheel-cpu/index.html
index 23170c6..4fef7d7 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu/index.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu/index.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-gpu-dev.html b/content/docs/3.0.0.rc1/wheel-gpu-dev.html
index 59f889e..0e07867 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu-dev.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html b/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
index 59f889e..0e07867 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-gpu.html b/content/docs/3.0.0.rc1/wheel-gpu.html
index eda360c..7836992 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu.html
@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/wheel-gpu/index.html b/content/docs/3.0.0.rc1/wheel-gpu/index.html
index eda360c..7836992 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu/index.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu/index.html
@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
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diff --git a/content/docs/3.0.0/autograd.html b/content/docs/3.0.0/autograd.html
index db3c325..64779b5 100644
--- a/content/docs/3.0.0/autograd.html
+++ b/content/docs/3.0.0/autograd.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li>< [...]
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/autograd/index.html b/content/docs/3.0.0/autograd/index.html
index db3c325..64779b5 100644
--- a/content/docs/3.0.0/autograd/index.html
+++ b/content/docs/3.0.0/autograd/index.html
@@ -275,7 +275,7 @@ model.graph(graph, sequential)
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/docs/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.0.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li>< [...]
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diff --git a/content/docs/3.0.0/benchmark-train.html b/content/docs/3.0.0/benchmark-train.html
index dd6ae1e..caf24f4 100644
--- a/content/docs/3.0.0/benchmark-train.html
+++ b/content/docs/3.0.0/benchmark-train.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/benchmark-train/index.html b/content/docs/3.0.0/benchmark-train/index.html
index dd6ae1e..caf24f4 100644
--- a/content/docs/3.0.0/benchmark-train/index.html
+++ b/content/docs/3.0.0/benchmark-train/index.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.0.0/build.html b/content/docs/3.0.0/build.html
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--- a/content/docs/3.0.0/build.html
+++ b/content/docs/3.0.0/build.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/build/index.html b/content/docs/3.0.0/build/index.html
index 9068b02..fd7421d 100644
--- a/content/docs/3.0.0/build/index.html
+++ b/content/docs/3.0.0/build/index.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-code.html b/content/docs/3.0.0/contribute-code.html
index 3d3353b..6da285a 100644
--- a/content/docs/3.0.0/contribute-code.html
+++ b/content/docs/3.0.0/contribute-code.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-code/index.html b/content/docs/3.0.0/contribute-code/index.html
index 3d3353b..6da285a 100644
--- a/content/docs/3.0.0/contribute-code/index.html
+++ b/content/docs/3.0.0/contribute-code/index.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="./git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.0.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-docs.html b/content/docs/3.0.0/contribute-docs.html
index a6926c1..a8b5fbb 100644
--- a/content/docs/3.0.0/contribute-docs.html
+++ b/content/docs/3.0.0/contribute-docs.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/contribute-docs/index.html b/content/docs/3.0.0/contribute-docs/index.html
index a6926c1..a8b5fbb 100644
--- a/content/docs/3.0.0/contribute-docs/index.html
+++ b/content/docs/3.0.0/contribute-docs/index.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.0.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/device.html b/content/docs/3.0.0/device.html
index 5cd1e7f..35dbb71 100644
--- a/content/docs/3.0.0/device.html
+++ b/content/docs/3.0.0/device.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/device/index.html b/content/docs/3.0.0/device/index.html
index 5cd1e7f..35dbb71 100644
--- a/content/docs/3.0.0/device/index.html
+++ b/content/docs/3.0.0/device/index.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.0.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#examp [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/dist-train.html b/content/docs/3.0.0/dist-train.html
index 373f791..0fa610b 100644
--- a/content/docs/3.0.0/dist-train.html
+++ b/content/docs/3.0.0/dist-train.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exam [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/dist-train/index.html b/content/docs/3.0.0/dist-train/index.html
index 373f791..0fa610b 100644
--- a/content/docs/3.0.0/dist-train/index.html
+++ b/content/docs/3.0.0/dist-train/index.html
@@ -397,7 +397,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.0.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#exam [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/downloads.html b/content/docs/3.0.0/downloads.html
index fb097c8..4ceb8e8 100644
--- a/content/docs/3.0.0/downloads.html
+++ b/content/docs/3.0.0/downloads.html
@@ -243,7 +243,7 @@ models, energy models and RNN models.</li>
 <li>Unit test using gtest</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/downloads/index.html b/content/docs/3.0.0/downloads/index.html
index fb097c8..4ceb8e8 100644
--- a/content/docs/3.0.0/downloads/index.html
+++ b/content/docs/3.0.0/downloads/index.html
@@ -243,7 +243,7 @@ models, energy models and RNN models.</li>
 <li>Unit test using gtest</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.0.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/examples.html b/content/docs/3.0.0/examples.html
index d03710a..fe4e558 100644
--- a/content/docs/3.0.0/examples.html
+++ b/content/docs/3.0.0/examples.html
@@ -125,7 +125,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/examples/index.html b/content/docs/3.0.0/examples/index.html
index d03710a..fe4e558 100644
--- a/content/docs/3.0.0/examples/index.html
+++ b/content/docs/3.0.0/examples/index.html
@@ -125,7 +125,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.0.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/git-workflow.html b/content/docs/3.0.0/git-workflow.html
index ed3c217..deef85a 100644
--- a/content/docs/3.0.0/git-workflow.html
+++ b/content/docs/3.0.0/git-workflow.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/git-workflow/index.html b/content/docs/3.0.0/git-workflow/index.html
index ed3c217..deef85a 100644
--- a/content/docs/3.0.0/git-workflow/index.html
+++ b/content/docs/3.0.0/git-workflow/index.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><se [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/graph.html b/content/docs/3.0.0/graph.html
index fa64ea9..89a9f89 100644
--- a/content/docs/3.0.0/graph.html
+++ b/content/docs/3.0.0/graph.html
@@ -547,7 +547,7 @@ memory footprint.</li>
 <li>Currently, there is a little improvement in terms of speed. More optimizations
 can be done towards the efficiency.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/graph/index.html b/content/docs/3.0.0/graph/index.html
index fa64ea9..89a9f89 100644
--- a/content/docs/3.0.0/graph/index.html
+++ b/content/docs/3.0.0/graph/index.html
@@ -547,7 +547,7 @@ memory footprint.</li>
 <li>Currently, there is a little improvement in terms of speed. More optimizations
 can be done towards the efficiency.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.0.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/history-singa.html b/content/docs/3.0.0/history-singa.html
index 333a653..00a7b31 100644
--- a/content/docs/3.0.0/history-singa.html
+++ b/content/docs/3.0.0/history-singa.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/history-singa/index.html b/content/docs/3.0.0/history-singa/index.html
index 333a653..00a7b31 100644
--- a/content/docs/3.0.0/history-singa/index.html
+++ b/content/docs/3.0.0/history-singa/index.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="na [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/how-to-release.html b/content/docs/3.0.0/how-to-release.html
index 6d6d17d..9652973 100644
--- a/content/docs/3.0.0/how-to-release.html
+++ b/content/docs/3.0.0/how-to-release.html
@@ -204,7 +204,7 @@ and contributions to the project.
 On behalf of the SINGA team, {SINGA Team Member Name}
 </code></pre></li>
 </ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/how-to-release/index.html b/content/docs/3.0.0/how-to-release/index.html
index 6d6d17d..9652973 100644
--- a/content/docs/3.0.0/how-to-release/index.html
+++ b/content/docs/3.0.0/how-to-release/index.html
@@ -204,7 +204,7 @@ and contributions to the project.
 On behalf of the SINGA team, {SINGA Team Member Name}
 </code></pre></li>
 </ol>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 13/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.0.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/initializer.html b/content/docs/3.0.0/initializer.html
index 33bcc6c..0f6d149 100644
--- a/content/docs/3.0.0/initializer.html
+++ b/content/docs/3.0.0/initializer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/initializer/index.html b/content/docs/3.0.0/initializer/index.html
index 33bcc6c..0f6d149 100644
--- a/content/docs/3.0.0/initializer/index.html
+++ b/content/docs/3.0.0/initializer/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/install-win.html b/content/docs/3.0.0/install-win.html
index fad05a5..dab180b 100644
--- a/content/docs/3.0.0/install-win.html
+++ b/content/docs/3.0.0/install-win.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/install-win/index.html b/content/docs/3.0.0/install-win/index.html
index fad05a5..dab180b 100644
--- a/content/docs/3.0.0/install-win/index.html
+++ b/content/docs/3.0.0/install-win/index.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/installation.html b/content/docs/3.0.0/installation.html
index 59c2d82..8add7bd 100644
--- a/content/docs/3.0.0/installation.html
+++ b/content/docs/3.0.0/installation.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installation via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></u [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/installation/index.html b/content/docs/3.0.0/installation/index.html
index 59c2d82..8add7bd 100644
--- a/content/docs/3.0.0/installation/index.html
+++ b/content/docs/3.0.0/installation/index.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installation via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#from-conda">From Conda</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a></li><li><a href="#faq">FAQ</a></li></u [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/issue-tracking.html b/content/docs/3.0.0/issue-tracking.html
index 27c6134..82a4dc7 100644
--- a/content/docs/3.0.0/issue-tracking.html
+++ b/content/docs/3.0.0/issue-tracking.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/issue-tracking/index.html b/content/docs/3.0.0/issue-tracking/index.html
index 27c6134..82a4dc7 100644
--- a/content/docs/3.0.0/issue-tracking/index.html
+++ b/content/docs/3.0.0/issue-tracking/index.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.0.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/layer.html b/content/docs/3.0.0/layer.html
index bacf5cc..21bea9b 100644
--- a/content/docs/3.0.0/layer.html
+++ b/content/docs/3.0.0/layer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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diff --git a/content/docs/3.0.0/layer/index.html b/content/docs/3.0.0/layer/index.html
index bacf5cc..21bea9b 100644
--- a/content/docs/3.0.0/layer/index.html
+++ b/content/docs/3.0.0/layer/index.html
@@ -7,7 +7,7 @@
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 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/loss.html b/content/docs/3.0.0/loss.html
index d0ed414..27a3d7f 100644
--- a/content/docs/3.0.0/loss.html
+++ b/content/docs/3.0.0/loss.html
@@ -7,7 +7,7 @@
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 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/loss/index.html b/content/docs/3.0.0/loss/index.html
index d0ed414..27a3d7f 100644
--- a/content/docs/3.0.0/loss/index.html
+++ b/content/docs/3.0.0/loss/index.html
@@ -7,7 +7,7 @@
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-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/mail-lists.html b/content/docs/3.0.0/mail-lists.html
index 09bf61f..6230b98 100644
--- a/content/docs/3.0.0/mail-lists.html
+++ b/content/docs/3.0.0/mail-lists.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
 <tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.0.0/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class=" [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.0.0/mail-lists/index.html b/content/docs/3.0.0/mail-lists/index.html
index 09bf61f..6230b98 100644
--- a/content/docs/3.0.0/mail-lists/index.html
+++ b/content/docs/3.0.0/mail-lists/index.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
 <tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
 </tbody>
 </table>
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diff --git a/content/docs/3.0.0/metric.html b/content/docs/3.0.0/metric.html
index b0cc23e..01391cd 100644
--- a/content/docs/3.0.0/metric.html
+++ b/content/docs/3.0.0/metric.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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diff --git a/content/docs/3.0.0/metric/index.html b/content/docs/3.0.0/metric/index.html
index b0cc23e..01391cd 100644
--- a/content/docs/3.0.0/metric/index.html
+++ b/content/docs/3.0.0/metric/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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diff --git a/content/docs/3.0.0/model-zoo-char-rnn.html b/content/docs/3.0.0/model-zoo-char-rnn.html
index 1dfd9ce..dbea328 100644
--- a/content/docs/3.0.0/model-zoo-char-rnn.html
+++ b/content/docs/3.0.0/model-zoo-char-rnn.html
@@ -25,7 +25,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0/model-zoo-char-rnn/index.html b/content/docs/3.0.0/model-zoo-char-rnn/index.html
index 1dfd9ce..dbea328 100644
--- a/content/docs/3.0.0/model-zoo-char-rnn/index.html
+++ b/content/docs/3.0.0/model-zoo-char-rnn/index.html
@@ -25,7 +25,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-and-install-singa">Compile and install SINGA.</a></li><li><a href="#prepare-the-dataset">Prepare the dataset.</a></li><li><a href="#start-the-training">Start the training,</a></li><li><a href="#sample-characters">Sample characters</a></li></ul></li></ul></nav></div><footer class [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-cnn-cifar10.html b/content/docs/3.0.0/model-zoo-cnn-cifar10.html
index ffcf868..53fdfbb 100644
--- a/content/docs/3.0.0/model-zoo-cnn-cifar10.html
+++ b/content/docs/3.0.0/model-zoo-cnn-cifar10.html
@@ -51,7 +51,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li><a href="#data-preparation">Data preparation</a></li><li><a href="#training">Training</a></li><li><a href="#prediction">Prediction</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li><a href="#data-preparation">Data preparation</a></li><li><a href="#training">Training</a></li><li><a href="#prediction">Prediction</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-cnn-cifar10/index.html b/content/docs/3.0.0/model-zoo-cnn-cifar10/index.html
index ffcf868..53fdfbb 100644
--- a/content/docs/3.0.0/model-zoo-cnn-cifar10/index.html
+++ b/content/docs/3.0.0/model-zoo-cnn-cifar10/index.html
@@ -51,7 +51,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li><a href="#data-preparation">Data preparation</a></li><li><a href="#training">Training</a></li><li><a href="#prediction">Prediction</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#singa-installation">SINGA installation</a></li><li><a href="#data-preparation">Data preparation</a></li><li><a href="#training">Training</a></li><li><a href="#prediction">Prediction</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-alexnet.html b/content/docs/3.0.0/model-zoo-imagenet-alexnet.html
index 2314358..fb3e547 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-alexnet.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-alexnet.html
@@ -52,7 +52,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-alexnet/index.html b/content/docs/3.0.0/model-zoo-imagenet-alexnet/index.html
index 2314358..fb3e547 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-alexnet/index.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-alexnet/index.html
@@ -52,7 +52,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-densenet.html b/content/docs/3.0.0/model-zoo-imagenet-densenet.html
index 4ad60f2..ed0e049 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-densenet.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-densenet.html
@@ -38,7 +38,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-densenet/index.html b/content/docs/3.0.0/model-zoo-imagenet-densenet/index.html
index 4ad60f2..ed0e049 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-densenet/index.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-densenet/index.html
@@ -38,7 +38,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-googlenet.html b/content/docs/3.0.0/model-zoo-imagenet-googlenet.html
index 735b86a..e6932c9 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-googlenet.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-googlenet.html
@@ -50,7 +50,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-googlenet/index.html b/content/docs/3.0.0/model-zoo-imagenet-googlenet/index.html
index 735b86a..e6932c9 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-googlenet/index.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-googlenet/index.html
@@ -50,7 +50,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-inception.html b/content/docs/3.0.0/model-zoo-imagenet-inception.html
index 590dc93..ceb4a9f 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-inception.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-inception.html
@@ -32,7 +32,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-inception/index.html b/content/docs/3.0.0/model-zoo-imagenet-inception/index.html
index 590dc93..ceb4a9f 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-inception/index.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-inception/index.html
@@ -32,7 +32,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-resnet.html b/content/docs/3.0.0/model-zoo-imagenet-resnet.html
index 199777e..cb85baf 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-resnet.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-resnet.html
@@ -43,7 +43,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-resnet/index.html b/content/docs/3.0.0/model-zoo-imagenet-resnet/index.html
index 199777e..cb85baf 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-resnet/index.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-resnet/index.html
@@ -43,7 +43,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-vgg.html b/content/docs/3.0.0/model-zoo-imagenet-vgg.html
index fb15819..b236a18 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-vgg.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-vgg.html
@@ -41,7 +41,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-imagenet-vgg/index.html b/content/docs/3.0.0/model-zoo-imagenet-vgg/index.html
index fb15819..b236a18 100644
--- a/content/docs/3.0.0/model-zoo-imagenet-vgg/index.html
+++ b/content/docs/3.0.0/model-zoo-imagenet-vgg/index.html
@@ -41,7 +41,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-rbm-mnist.html b/content/docs/3.0.0/model-zoo-rbm-mnist.html
index f9d1772..6efdd64 100644
--- a/content/docs/3.0.0/model-zoo-rbm-mnist.html
+++ b/content/docs/3.0.0/model-zoo-rbm-mnist.html
@@ -18,7 +18,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/model-zoo-rbm-mnist/index.html b/content/docs/3.0.0/model-zoo-rbm-mnist/index.html
index f9d1772..6efdd64 100644
--- a/content/docs/3.0.0/model-zoo-rbm-mnist/index.html
+++ b/content/docs/3.0.0/model-zoo-rbm-mnist/index.html
@@ -18,7 +18,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/onnx.html b/content/docs/3.0.0/onnx.html
index b48f790..618918c 100644
--- a/content/docs/3.0.0/onnx.html
+++ b/content/docs/3.0.0/onnx.html
@@ -752,7 +752,7 @@ of the model and run the SINGA operators one by one following the operators
 queue. The user can use <code>last_layers</code> to decide to run the model till the last
 few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
 also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/onnx/index.html b/content/docs/3.0.0/onnx/index.html
index b48f790..618918c 100644
--- a/content/docs/3.0.0/onnx/index.html
+++ b/content/docs/3.0.0/onnx/index.html
@@ -752,7 +752,7 @@ of the model and run the SINGA operators one by one following the operators
 queue. The user can use <code>last_layers</code> to decide to run the model till the last
 few layers. Set <code>all_outputs</code> as <code>False</code> to get only the final output, <code>True</code> to
 also get all the intermediate output.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.0.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-hea [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/optimizer.html b/content/docs/3.0.0/optimizer.html
index a02a96c..6e57a22 100644
--- a/content/docs/3.0.0/optimizer.html
+++ b/content/docs/3.0.0/optimizer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/optimizer/index.html b/content/docs/3.0.0/optimizer/index.html
index a02a96c..6e57a22 100644
--- a/content/docs/3.0.0/optimizer/index.html
+++ b/content/docs/3.0.0/optimizer/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
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diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
index bb97f7b..f6be6bc 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0.html
@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
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diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
index bb97f7b..f6be6bc 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.1.0/index.html
@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
index 31da46e..b91fa45 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
index 31da46e..b91fa45 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.2.0/index.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
index 246be3d..f2cc177 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
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    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
index 246be3d..f2cc177 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_0.3.0/index.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
index f92e95b..2e5e6b8 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0.html
@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
index f92e95b..2e5e6b8 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.0.0/index.html
@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
index e108fc4..e24243c 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0.html
@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
index e108fc4..e24243c 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.1.0/index.html
@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
index 77a1e87..4e7af19 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
index 77a1e87..4e7af19 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_1.2.0/index.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
index ef3b11b..0b3867d 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
index ef3b11b..0b3867d 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_2.0.0/index.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html
index 9bba9d2..c63e99e 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
index 0a31b1c..8f9e7f0 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
index 0a31b1c..8f9e7f0 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html
index 9bba9d2..c63e99e 100644
--- a/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html
+++ b/content/docs/3.0.0/releases/RELEASE_NOTES_3.0.0/index.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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diff --git a/content/docs/3.0.0/security.html b/content/docs/3.0.0/security.html
index 5f0b319..c343143 100644
--- a/content/docs/3.0.0/security.html
+++ b/content/docs/3.0.0/security.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>Users can report security vulnerabilities to
 <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/security/index.html b/content/docs/3.0.0/security/index.html
index 5f0b319..c343143 100644
--- a/content/docs/3.0.0/security/index.html
+++ b/content/docs/3.0.0/security/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>Users can report security vulnerabilities to
 <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.0.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a [...]
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diff --git a/content/docs/3.0.0/software-stack.html b/content/docs/3.0.0/software-stack.html
index 29a852b..815f005 100644
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+++ b/content/docs/3.0.0/software-stack.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/software-stack/index.html b/content/docs/3.0.0/software-stack/index.html
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+++ b/content/docs/3.0.0/software-stack/index.html
@@ -172,7 +172,7 @@ update the parameters via <code>Opt</code> automatically when training data is f
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.0.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class= [...]
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diff --git a/content/docs/3.0.0/source-repository.html b/content/docs/3.0.0/source-repository.html
index 892e587..ca38f39 100644
--- a/content/docs/3.0.0/source-repository.html
+++ b/content/docs/3.0.0/source-repository.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/source-repository/index.html b/content/docs/3.0.0/source-repository/index.html
index 892e587..ca38f39 100644
--- a/content/docs/3.0.0/source-repository/index.html
+++ b/content/docs/3.0.0/source-repository/index.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.0.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/si [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/team-list.html b/content/docs/3.0.0/team-list.html
index d30c051..a01c3e0 100644
--- a/content/docs/3.0.0/team-list.html
+++ b/content/docs/3.0.0/team-list.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/team-list/index.html b/content/docs/3.0.0/team-list/index.html
index d30c051..a01c3e0 100644
--- a/content/docs/3.0.0/team-list/index.html
+++ b/content/docs/3.0.0/team-list/index.html
@@ -120,7 +120,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Rulin Xing</td><td><a href="mailto:xjdkcsq3@gmail.com">xjdkcsq3@gmail.com</a></td><td>Huazhong University of Science and Technology</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.0.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Co [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/3.0.0/tensor.html b/content/docs/3.0.0/tensor.html
index a3ae82b..c020b19 100644
--- a/content/docs/3.0.0/tensor.html
+++ b/content/docs/3.0.0/tensor.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a  [...]
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diff --git a/content/docs/3.0.0/tensor/index.html b/content/docs/3.0.0/tensor/index.html
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--- a/content/docs/3.0.0/tensor/index.html
+++ b/content/docs/3.0.0/tensor/index.html
@@ -242,7 +242,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 03/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.0.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.0.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a  [...]
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diff --git a/content/docs/3.0.0/time-profiling.html b/content/docs/3.0.0/time-profiling.html
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+++ b/content/docs/3.0.0/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/ [...]
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diff --git a/content/docs/3.0.0/time-profiling/index.html b/content/docs/3.0.0/time-profiling/index.html
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--- a/content/docs/3.0.0/time-profiling/index.html
+++ b/content/docs/3.0.0/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
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diff --git a/content/docs/3.0.0/wheel-cpu-dev.html b/content/docs/3.0.0/wheel-cpu-dev.html
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--- a/content/docs/3.0.0/wheel-cpu-dev.html
+++ b/content/docs/3.0.0/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
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diff --git a/content/docs/3.0.0/wheel-cpu-dev/index.html b/content/docs/3.0.0/wheel-cpu-dev/index.html
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--- a/content/docs/3.0.0/wheel-cpu-dev/index.html
+++ b/content/docs/3.0.0/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/3.0.0/wheel-cpu.html b/content/docs/3.0.0/wheel-cpu.html
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--- a/content/docs/3.0.0/wheel-cpu.html
+++ b/content/docs/3.0.0/wheel-cpu.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
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diff --git a/content/docs/3.0.0/wheel-cpu/index.html b/content/docs/3.0.0/wheel-cpu/index.html
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--- a/content/docs/3.0.0/wheel-cpu/index.html
+++ b/content/docs/3.0.0/wheel-cpu/index.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
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diff --git a/content/docs/3.0.0/wheel-gpu-dev.html b/content/docs/3.0.0/wheel-gpu-dev.html
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--- a/content/docs/3.0.0/wheel-gpu-dev.html
+++ b/content/docs/3.0.0/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
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diff --git a/content/docs/3.0.0/wheel-gpu-dev/index.html b/content/docs/3.0.0/wheel-gpu-dev/index.html
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--- a/content/docs/3.0.0/wheel-gpu-dev/index.html
+++ b/content/docs/3.0.0/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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diff --git a/content/docs/3.0.0/wheel-gpu.html b/content/docs/3.0.0/wheel-gpu.html
index 907e23e..9b6a50e 100644
--- a/content/docs/3.0.0/wheel-gpu.html
+++ b/content/docs/3.0.0/wheel-gpu.html
@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
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diff --git a/content/docs/3.0.0/wheel-gpu/index.html b/content/docs/3.0.0/wheel-gpu/index.html
index 907e23e..9b6a50e 100644
--- a/content/docs/3.0.0/wheel-gpu/index.html
+++ b/content/docs/3.0.0/wheel-gpu/index.html
@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/autograd.html b/content/docs/3.1.0_Chinese/autograd.html
index 39999ef..2a54ea5 100644
--- a/content/docs/3.1.0_Chinese/autograd.html
+++ b/content/docs/3.1.0_Chinese/autograd.html
@@ -240,7 +240,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
 </code></pre>
 <h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <p>关于Python API的更多细节,请参考<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">这里</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li>< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/autograd/index.html b/content/docs/3.1.0_Chinese/autograd/index.html
index 39999ef..2a54ea5 100644
--- a/content/docs/3.1.0_Chinese/autograd/index.html
+++ b/content/docs/3.1.0_Chinese/autograd/index.html
@@ -240,7 +240,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
 </code></pre>
 <h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <p>关于Python API的更多细节,请参考<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">这里</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li>< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/benchmark-train.html b/content/docs/3.1.0_Chinese/benchmark-train.html
index 582f042..25fef05 100644
--- a/content/docs/3.1.0_Chinese/benchmark-train.html
+++ b/content/docs/3.1.0_Chinese/benchmark-train.html
@@ -9,7 +9,7 @@
 <p>硬件方面:我们使用的是AWS的p2.8xlarge实例,每个实例有8个Nvidia Tesla K80 GPU,共96GB GPU内存,32个vCPU,488GB主内存,10Gbps网络带宽。</p>
 <p>衡量标准:我们衡量不同数量worker的每次迭代时间,以评估SINGA的可扩展性。Batch-size固定为每个GPU32个。采用同步训练方案。因此,有效的batch-size是<code>32N</code>,其中N是GPU的数量。我们与一个流行的开源系统进行比较,该系统采用参数服务器拓扑结构。选择第一个GPU作为服务器。</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>可扩展性测试。条形为吞吐量,折线形为通信成本。</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/benchmark-train/index.html b/content/docs/3.1.0_Chinese/benchmark-train/index.html
index 582f042..25fef05 100644
--- a/content/docs/3.1.0_Chinese/benchmark-train/index.html
+++ b/content/docs/3.1.0_Chinese/benchmark-train/index.html
@@ -9,7 +9,7 @@
 <p>硬件方面:我们使用的是AWS的p2.8xlarge实例,每个实例有8个Nvidia Tesla K80 GPU,共96GB GPU内存,32个vCPU,488GB主内存,10Gbps网络带宽。</p>
 <p>衡量标准:我们衡量不同数量worker的每次迭代时间,以评估SINGA的可扩展性。Batch-size固定为每个GPU32个。采用同步训练方案。因此,有效的batch-size是<code>32N</code>,其中N是GPU的数量。我们与一个流行的开源系统进行比较,该系统采用参数服务器拓扑结构。选择第一个GPU作为服务器。</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>可扩展性测试。条形为吞吐量,折线形为通信成本。</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/build.html b/content/docs/3.1.0_Chinese/build.html
index ad2af58..4f4802b 100644
--- a/content/docs/3.1.0_Chinese/build.html
+++ b/content/docs/3.1.0_Chinese/build.html
@@ -323,7 +323,7 @@ PyThreadState_Get: no current thread Abort trap: 6&quot;</p>
 <pre><code class="hljs">    $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
 </code></pre>
 <p>如果从二进制包中安装PySINGA,例如debian或wheel,那么你需要改变python解释器的路径,例如,重新设置$PATH,并把Python的正确路径放在前面的位置。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/build/index.html b/content/docs/3.1.0_Chinese/build/index.html
index ad2af58..4f4802b 100644
--- a/content/docs/3.1.0_Chinese/build/index.html
+++ b/content/docs/3.1.0_Chinese/build/index.html
@@ -323,7 +323,7 @@ PyThreadState_Get: no current thread Abort trap: 6&quot;</p>
 <pre><code class="hljs">    $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
 </code></pre>
 <p>如果从二进制包中安装PySINGA,例如debian或wheel,那么你需要改变python解释器的路径,例如,重新设置$PATH,并把Python的正确路径放在前面的位置。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-code.html b/content/docs/3.1.0_Chinese/contribute-code.html
index 4cbdc54..3832186 100644
--- a/content/docs/3.1.0_Chinese/contribute-code.html
+++ b/content/docs/3.1.0_Chinese/contribute-code.html
@@ -138,7 +138,7 @@ $ pip <span class="hljs-keyword">install</span> pylint
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="工作流程"></a><a href="#工作流程" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
 <p>请参阅<a href="/docs/3.1.0_Chinese/git-workflow">git工作流程页面</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-code/index.html b/content/docs/3.1.0_Chinese/contribute-code/index.html
index 4cbdc54..3832186 100644
--- a/content/docs/3.1.0_Chinese/contribute-code/index.html
+++ b/content/docs/3.1.0_Chinese/contribute-code/index.html
@@ -138,7 +138,7 @@ $ pip <span class="hljs-keyword">install</span> pylint
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="工作流程"></a><a href="#工作流程" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
 <p>请参阅<a href="/docs/3.1.0_Chinese/git-workflow">git工作流程页面</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-docs.html b/content/docs/3.1.0_Chinese/contribute-docs.html
index 03f2115..bebb3dd 100644
--- a/content/docs/3.1.0_Chinese/contribute-docs.html
+++ b/content/docs/3.1.0_Chinese/contribute-docs.html
@@ -116,7 +116,7 @@
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/contribute-docs/index.html b/content/docs/3.1.0_Chinese/contribute-docs/index.html
index 03f2115..bebb3dd 100644
--- a/content/docs/3.1.0_Chinese/contribute-docs/index.html
+++ b/content/docs/3.1.0_Chinese/contribute-docs/index.html
@@ -116,7 +116,7 @@
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/device.html b/content/docs/3.1.0_Chinese/device.html
index d142c63..f8eb522 100644
--- a/content/docs/3.1.0_Chinese/device.html
+++ b/content/docs/3.1.0_Chinese/device.html
@@ -77,7 +77,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/device/index.html b/content/docs/3.1.0_Chinese/device/index.html
index d142c63..f8eb522 100644
--- a/content/docs/3.1.0_Chinese/device/index.html
+++ b/content/docs/3.1.0_Chinese/device/index.html
@@ -77,7 +77,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/dist-train.html b/content/docs/3.1.0_Chinese/dist-train.html
index e7ba5e1..457acd3 100644
--- a/content/docs/3.1.0_Chinese/dist-train.html
+++ b/content/docs/3.1.0_Chinese/dist-train.html
@@ -348,7 +348,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
 <h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
 <p>然后,python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象,以执行基于MPI或Multiprocess的分布式训练。在初始化过程中,它创建了一个NCCL communicator对象(来自于上面小节提到的C接口),然后,<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
 <p>在MPI或Multiprocess中,每个进程都有一个独立的rank,它给出了各个进程使用的GPU的信息。训练数据是被拆分的,因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来,就可以将所有进程计算出的子梯度做all-reduce,得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/dist-train/index.html b/content/docs/3.1.0_Chinese/dist-train/index.html
index e7ba5e1..457acd3 100644
--- a/content/docs/3.1.0_Chinese/dist-train/index.html
+++ b/content/docs/3.1.0_Chinese/dist-train/index.html
@@ -348,7 +348,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
 <h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
 <p>然后,python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象,以执行基于MPI或Multiprocess的分布式训练。在初始化过程中,它创建了一个NCCL communicator对象(来自于上面小节提到的C接口),然后,<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
 <p>在MPI或Multiprocess中,每个进程都有一个独立的rank,它给出了各个进程使用的GPU的信息。训练数据是被拆分的,因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来,就可以将所有进程计算出的子梯度做all-reduce,得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/downloads.html b/content/docs/3.1.0_Chinese/downloads.html
index 18ac346..f01ad0c 100644
--- a/content/docs/3.1.0_Chinese/downloads.html
+++ b/content/docs/3.1.0_Chinese/downloads.html
@@ -224,7 +224,7 @@
 <li>使用gtest进行单元测试。</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/downloads/index.html b/content/docs/3.1.0_Chinese/downloads/index.html
index 18ac346..f01ad0c 100644
--- a/content/docs/3.1.0_Chinese/downloads/index.html
+++ b/content/docs/3.1.0_Chinese/downloads/index.html
@@ -224,7 +224,7 @@
 <li>使用gtest进行单元测试。</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/examples.html b/content/docs/3.1.0_Chinese/examples.html
index 9000348..716f839 100644
--- a/content/docs/3.1.0_Chinese/examples.html
+++ b/content/docs/3.1.0_Chinese/examples.html
@@ -137,7 +137,7 @@
 <li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/examples/index.html b/content/docs/3.1.0_Chinese/examples/index.html
index 9000348..716f839 100644
--- a/content/docs/3.1.0_Chinese/examples/index.html
+++ b/content/docs/3.1.0_Chinese/examples/index.html
@@ -137,7 +137,7 @@
 <li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/git-workflow.html b/content/docs/3.1.0_Chinese/git-workflow.html
index 6a55644..a757c59 100644
--- a/content/docs/3.1.0_Chinese/git-workflow.html
+++ b/content/docs/3.1.0_Chinese/git-workflow.html
@@ -118,7 +118,7 @@ git push asf dev:dev
 </code></pre>
 <p>不要使用rebase来合并PR,并禁用fast forward。</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/git-workflow/index.html b/content/docs/3.1.0_Chinese/git-workflow/index.html
index 6a55644..a757c59 100644
--- a/content/docs/3.1.0_Chinese/git-workflow/index.html
+++ b/content/docs/3.1.0_Chinese/git-workflow/index.html
@@ -118,7 +118,7 @@ git push asf dev:dev
 </code></pre>
 <p>不要使用rebase来合并PR,并禁用fast forward。</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/graph.html b/content/docs/3.1.0_Chinese/graph.html
index 74b3f7c..a33c510 100644
--- a/content/docs/3.1.0_Chinese/graph.html
+++ b/content/docs/3.1.0_Chinese/graph.html
@@ -490,7 +490,7 @@ C-&gt;device()-&gt;Exec(
 <li>在启用计算图的情况下进行训练,可以显著减少内存占用。</li>
 <li>目前,在速度上有一点改进。在效率方面还可以做更多的优化。</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/graph/index.html b/content/docs/3.1.0_Chinese/graph/index.html
index 74b3f7c..a33c510 100644
--- a/content/docs/3.1.0_Chinese/graph/index.html
+++ b/content/docs/3.1.0_Chinese/graph/index.html
@@ -490,7 +490,7 @@ C-&gt;device()-&gt;Exec(
 <li>在启用计算图的情况下进行训练,可以显著减少内存占用。</li>
 <li>目前,在速度上有一点改进。在效率方面还可以做更多的优化。</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/history-singa.html b/content/docs/3.1.0_Chinese/history-singa.html
index 78c74c1..b250efe 100644
--- a/content/docs/3.1.0_Chinese/history-singa.html
+++ b/content/docs/3.1.0_Chinese/history-singa.html
@@ -87,7 +87,7 @@ Chin Ooi, Jie Shao, Moaz Reyad.
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA以<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a>
 版本发布。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#licen [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#licen [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/history-singa/index.html b/content/docs/3.1.0_Chinese/history-singa/index.html
index 78c74c1..b250efe 100644
--- a/content/docs/3.1.0_Chinese/history-singa/index.html
+++ b/content/docs/3.1.0_Chinese/history-singa/index.html
@@ -87,7 +87,7 @@ Chin Ooi, Jie Shao, Moaz Reyad.
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA以<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a>
 版本发布。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#licen [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#licen [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/how-to-release.html b/content/docs/3.1.0_Chinese/how-to-release.html
index 77ce97e..e79411e 100644
--- a/content/docs/3.1.0_Chinese/how-to-release.html
+++ b/content/docs/3.1.0_Chinese/how-to-release.html
@@ -213,7 +213,7 @@ and contributions to the project.
 
 On behalf of the SINGA team, {SINGA Team Member Name}
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/how-to-release/index.html b/content/docs/3.1.0_Chinese/how-to-release/index.html
index 77ce97e..e79411e 100644
--- a/content/docs/3.1.0_Chinese/how-to-release/index.html
+++ b/content/docs/3.1.0_Chinese/how-to-release/index.html
@@ -213,7 +213,7 @@ and contributions to the project.
 
 On behalf of the SINGA team, {SINGA Team Member Name}
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" i [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/install-win.html b/content/docs/3.1.0_Chinese/install-win.html
index bf704e5..def4462 100644
--- a/content/docs/3.1.0_Chinese/install-win.html
+++ b/content/docs/3.1.0_Chinese/install-win.html
@@ -302,7 +302,7 @@ SingaEnv\Scripts\activate
 </ul>
 <p>运行单元测试的视频教程可以在这里找到:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/install-win/index.html b/content/docs/3.1.0_Chinese/install-win/index.html
index bf704e5..def4462 100644
--- a/content/docs/3.1.0_Chinese/install-win/index.html
+++ b/content/docs/3.1.0_Chinese/install-win/index.html
@@ -302,7 +302,7 @@ SingaEnv\Scripts\activate
 </ul>
 <p>运行单元测试的视频教程可以在这里找到:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/installation.html b/content/docs/3.1.0_Chinese/installation.html
index fc43147..7bb2421 100644
--- a/content/docs/3.1.0_Chinese/installation.html
+++ b/content/docs/3.1.0_Chinese/installation.html
@@ -68,13 +68,13 @@
 <li>只使用CPU
 <a href="https://colab.research.google.com/drive/1Ntkhi-Z6XTR8WYPXiLwujHd2dOm0772V?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu=3.1.0</span>
 </code></pre>
 <ol start="2">
 <li>使用带CUDA和cuDNN的GPU(需要CUDA驱动&gt;=384.81)
 <a href="https://colab.research.google.com/drive/1do_TLJe18IthLOnBOsHCEe-FFPGk1sPJ?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu=3.1.0</span>
 </code></pre>
 <ol start="3">
 <li>安装特定版本的SINGA,下面的命令列出了所有可用的SINGA软件包:</li>
@@ -173,7 +173,7 @@ conda install -c nusdbsystem -c conda-forge singa-cpu
 PyThreadState_Get: no current thread Abort trap: 6&quot;</p>
 <p>A: 这个错误通常发生在系统中有多个 Python 版本的时候,例如,操作系统自带的版本和 Homebrew 安装的版本。SINGA链接的Python必须与Python解释器相同。您可以通过<code>which python</code>来检查解释器python版本并通过<code>otool -L &lt;path to _singa_wrap.so&gt;</code> 检查 SINGA 链接的 Python,如果通过conda安装SINGA,这个问题应该可以解决。</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/installation/index.html b/content/docs/3.1.0_Chinese/installation/index.html
index fc43147..7bb2421 100644
--- a/content/docs/3.1.0_Chinese/installation/index.html
+++ b/content/docs/3.1.0_Chinese/installation/index.html
@@ -68,13 +68,13 @@
 <li>只使用CPU
 <a href="https://colab.research.google.com/drive/1Ntkhi-Z6XTR8WYPXiLwujHd2dOm0772V?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu=3.1.0</span>
 </code></pre>
 <ol start="2">
 <li>使用带CUDA和cuDNN的GPU(需要CUDA驱动&gt;=384.81)
 <a href="https://colab.research.google.com/drive/1do_TLJe18IthLOnBOsHCEe-FFPGk1sPJ?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu=3.1.0</span>
 </code></pre>
 <ol start="3">
 <li>安装特定版本的SINGA,下面的命令列出了所有可用的SINGA软件包:</li>
@@ -173,7 +173,7 @@ conda install -c nusdbsystem -c conda-forge singa-cpu
 PyThreadState_Get: no current thread Abort trap: 6&quot;</p>
 <p>A: 这个错误通常发生在系统中有多个 Python 版本的时候,例如,操作系统自带的版本和 Homebrew 安装的版本。SINGA链接的Python必须与Python解释器相同。您可以通过<code>which python</code>来检查解释器python版本并通过<code>otool -L &lt;path to _singa_wrap.so&gt;</code> 检查 SINGA 链接的 Python,如果通过conda安装SINGA,这个问题应该可以解决。</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda">使用Conda</a></li><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/issue-tracking.html b/content/docs/3.1.0_Chinese/issue-tracking.html
index f53aa39..5f74ab1 100644
--- a/content/docs/3.1.0_Chinese/issue-tracking.html
+++ b/content/docs/3.1.0_Chinese/issue-tracking.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/issue-tracking.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Issue Tracking</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
 <p>SINGA使用<a href="https://issues.apache.org/jira/browse/singa">JIRA</a>来管理问题,包括bug、新功能和讨论。</p>
 <p>我们现在正在转移到<a href="https://github.com/apache/singa/issues">Github Issues</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/issue-tracking/index.html b/content/docs/3.1.0_Chinese/issue-tracking/index.html
index f53aa39..5f74ab1 100644
--- a/content/docs/3.1.0_Chinese/issue-tracking/index.html
+++ b/content/docs/3.1.0_Chinese/issue-tracking/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/issue-tracking.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Issue Tracking</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
 <p>SINGA使用<a href="https://issues.apache.org/jira/browse/singa">JIRA</a>来管理问题,包括bug、新功能和讨论。</p>
 <p>我们现在正在转移到<a href="https://github.com/apache/singa/issues">Github Issues</a>。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/mail-lists.html b/content/docs/3.1.0_Chinese/mail-lists.html
index 0964abc..f4ae0d0 100644
--- a/content/docs/3.1.0_Chinese/mail-lists.html
+++ b/content/docs/3.1.0_Chinese/mail-lists.html
@@ -72,7 +72,7 @@
 <tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/mail-lists/index.html b/content/docs/3.1.0_Chinese/mail-lists/index.html
index 0964abc..f4ae0d0 100644
--- a/content/docs/3.1.0_Chinese/mail-lists/index.html
+++ b/content/docs/3.1.0_Chinese/mail-lists/index.html
@@ -72,7 +72,7 @@
 <tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/onnx.html b/content/docs/3.1.0_Chinese/onnx.html
index 80acfde..a254230 100644
--- a/content/docs/3.1.0_Chinese/onnx.html
+++ b/content/docs/3.1.0_Chinese/onnx.html
@@ -658,7 +658,7 @@ test(new_model, valid_x, valid_y, dev=dev)
 <p>该类最后返回一个<code>SingaRep</code>对象,并在其中存储所有SINGA时序和运算符。</p>
 <h3><a class="anchor" aria-hidden="true" id="singarep"></a><a href="#singarep" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p><code>SingaBackend</code>存储所有的SINGA tensors和运算符。<code>run</code>接受模型的输入,并按照运算符队列逐个运行SINGA运算符。用户可以使用<code>last_layers</code>来决定是否将模型运行到最后几层。将 <code>all_outputs</code> 设置为 <code>False</code> 表示只得到最后的输出,设置为 <code>True</code> 表示也得到所有的中间输出。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 20/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 20/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/onnx/index.html b/content/docs/3.1.0_Chinese/onnx/index.html
index 80acfde..a254230 100644
--- a/content/docs/3.1.0_Chinese/onnx/index.html
+++ b/content/docs/3.1.0_Chinese/onnx/index.html
@@ -658,7 +658,7 @@ test(new_model, valid_x, valid_y, dev=dev)
 <p>该类最后返回一个<code>SingaRep</code>对象,并在其中存储所有SINGA时序和运算符。</p>
 <h3><a class="anchor" aria-hidden="true" id="singarep"></a><a href="#singarep" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p><code>SingaBackend</code>存储所有的SINGA tensors和运算符。<code>run</code>接受模型的输入,并按照运算符队列逐个运行SINGA运算符。用户可以使用<code>last_layers</code>来决定是否将模型运行到最后几层。将 <code>all_outputs</code> 设置为 <code>False</code> 表示只得到最后的输出,设置为 <code>True</code> 表示也得到所有的中间输出。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 20/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 20/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#通常用法">通常用法</a><ul class="toc-headi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/optimizer.html b/content/docs/3.1.0_Chinese/optimizer.html
index 9720bea..bf3a770 100644
--- a/content/docs/3.1.0_Chinese/optimizer.html
+++ b/content/docs/3.1.0_Chinese/optimizer.html
@@ -160,7 +160,7 @@ model.set_optimizer(sgd)
     <span class="hljs-comment"># Training with one batch</span>
     out, loss = model(tx, ty)
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/optimizer/index.html b/content/docs/3.1.0_Chinese/optimizer/index.html
index 9720bea..bf3a770 100644
--- a/content/docs/3.1.0_Chinese/optimizer/index.html
+++ b/content/docs/3.1.0_Chinese/optimizer/index.html
@@ -160,7 +160,7 @@ model.set_optimizer(sgd)
     <span class="hljs-comment"># Training with one batch</span>
     out, loss = model(tx, ty)
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#创建一个优化器">创建一个优化器</a></li><li><a href="#创建一个衰减调度器 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/security.html b/content/docs/3.1.0_Chinese/security.html
index 708d072..4d383e6 100644
--- a/content/docs/3.1.0_Chinese/security.html
+++ b/content/docs/3.1.0_Chinese/security.html
@@ -62,7 +62,7 @@
             });
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>用户可以向<a href="mailto:security@singa.apache.org">SINGA安全团队邮件列表</a>报告安全漏洞。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/security/index.html b/content/docs/3.1.0_Chinese/security/index.html
index 708d072..4d383e6 100644
--- a/content/docs/3.1.0_Chinese/security/index.html
+++ b/content/docs/3.1.0_Chinese/security/index.html
@@ -62,7 +62,7 @@
             });
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>用户可以向<a href="mailto:security@singa.apache.org">SINGA安全团队邮件列表</a>报告安全漏洞。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/software-stack.html b/content/docs/3.1.0_Chinese/software-stack.html
index 79cd960..0f7fab0 100644
--- a/content/docs/3.1.0_Chinese/software-stack.html
+++ b/content/docs/3.1.0_Chinese/software-stack.html
@@ -110,7 +110,7 @@
 <li>SingaFrontend用于将SINGA模型保存为onnx格式。</li>
 <li>SingaBackend 用于将 onnx 格式的模型加载到 SINGA 中进行训练和inference。</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/software-stack/index.html b/content/docs/3.1.0_Chinese/software-stack/index.html
index 79cd960..0f7fab0 100644
--- a/content/docs/3.1.0_Chinese/software-stack/index.html
+++ b/content/docs/3.1.0_Chinese/software-stack/index.html
@@ -110,7 +110,7 @@
 <li>SingaFrontend用于将SINGA模型保存为onnx格式。</li>
 <li>SingaBackend 用于将 onnx 格式的模型加载到 SINGA 中进行训练和inference。</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#底层后端">底层后端</a><ul class="toc-headi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/source-repository.html b/content/docs/3.1.0_Chinese/source-repository.html
index 522d5d3..4eeb5a2 100644
--- a/content/docs/3.1.0_Chinese/source-repository.html
+++ b/content/docs/3.1.0_Chinese/source-repository.html
@@ -74,7 +74,7 @@
 <p>代码可以从任何一个repo中克隆,例如:</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/source-repository/index.html b/content/docs/3.1.0_Chinese/source-repository/index.html
index 522d5d3..4eeb5a2 100644
--- a/content/docs/3.1.0_Chinese/source-repository/index.html
+++ b/content/docs/3.1.0_Chinese/source-repository/index.html
@@ -74,7 +74,7 @@
 <p>代码可以从任何一个repo中克隆,例如:</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.1.0_Chinese/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/team-list.html b/content/docs/3.1.0_Chinese/team-list.html
index 079bc73..cbe9844 100644
--- a/content/docs/3.1.0_Chinese/team-list.html
+++ b/content/docs/3.1.0_Chinese/team-list.html
@@ -118,7 +118,7 @@
 <tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/team-list/index.html b/content/docs/3.1.0_Chinese/team-list/index.html
index 079bc73..cbe9844 100644
--- a/content/docs/3.1.0_Chinese/team-list/index.html
+++ b/content/docs/3.1.0_Chinese/team-list/index.html
@@ -118,7 +118,7 @@
 <tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href= [...]
    The Apache Software Foundation. All rights reserved.
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/tensor.html b/content/docs/3.1.0_Chinese/tensor.html
index 9bf0366..792dc9a 100644
--- a/content/docs/3.1.0_Chinese/tensor.html
+++ b/content/docs/3.1.0_Chinese/tensor.html
@@ -235,7 +235,7 @@ CTensor = singa.Tensor
 <p><em>进行中</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>进行中</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/tensor/index.html b/content/docs/3.1.0_Chinese/tensor/index.html
index 9bf0366..792dc9a 100644
--- a/content/docs/3.1.0_Chinese/tensor/index.html
+++ b/content/docs/3.1.0_Chinese/tensor/index.html
@@ -235,7 +235,7 @@ CTensor = singa.Tensor
 <p><em>进行中</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>进行中</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor用法">Tensor用法</a><ul class="toc-headings" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/time-profiling.html b/content/docs/3.1.0_Chinese/time-profiling.html
index 368bd5e..495d6e2 100644
--- a/content/docs/3.1.0_Chinese/time-profiling.html
+++ b/content/docs/3.1.0_Chinese/time-profiling.html
@@ -195,7 +195,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/time-profiling/index.html b/content/docs/3.1.0_Chinese/time-profiling/index.html
index 368bd5e..495d6e2 100644
--- a/content/docs/3.1.0_Chinese/time-profiling/index.html
+++ b/content/docs/3.1.0_Chinese/time-profiling/index.html
@@ -195,7 +195,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu-dev.html b/content/docs/3.1.0_Chinese/wheel-cpu-dev.html
index eea70f5..e104c43 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu-dev.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu-dev.html
@@ -67,7 +67,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></l [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></l [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html b/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html
index eea70f5..e104c43 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu-dev/index.html
@@ -67,7 +67,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></l [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></l [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu.html b/content/docs/3.1.0_Chinese/wheel-cpu.html
index f48ae68..f15af7e 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu.html
@@ -73,7 +73,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-cpu/index.html b/content/docs/3.1.0_Chinese/wheel-cpu/index.html
index f48ae68..f15af7e 100644
--- a/content/docs/3.1.0_Chinese/wheel-cpu/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-cpu/index.html
@@ -73,7 +73,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0 [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-gpu-dev.html b/content/docs/3.1.0_Chinese/wheel-gpu-dev.html
index 296df76..f8255f0 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu-dev.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu-dev.html
@@ -67,7 +67,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/i [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html b/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html
index 296df76..f8255f0 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu-dev/index.html
@@ -67,7 +67,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/i [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/i [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/3.1.0_Chinese/wheel-gpu.html b/content/docs/3.1.0_Chinese/wheel-gpu.html
index 408ff4e..bbf9d3d 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu.html
@@ -76,7 +76,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0_Chinese/wheel-gpu/index.html b/content/docs/3.1.0_Chinese/wheel-gpu/index.html
index 408ff4e..bbf9d3d 100644
--- a/content/docs/3.1.0_Chinese/wheel-gpu/index.html
+++ b/content/docs/3.1.0_Chinese/wheel-gpu/index.html
@@ -76,7 +76,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.1.0_Chinese/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/3.1.0_Chinese/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="# [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/autograd.html b/content/docs/autograd.html
index f6e134f..3a158f9 100644
--- a/content/docs/autograd.html
+++ b/content/docs/autograd.html
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 17/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 17/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/autograd/index.html b/content/docs/autograd/index.html
index f6e134f..3a158f9 100644
--- a/content/docs/autograd/index.html
+++ b/content/docs/autograd/index.html
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 17/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 17/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/benchmark-train.html b/content/docs/benchmark-train.html
index 321fbfd..3b63175 100644
--- a/content/docs/benchmark-train.html
+++ b/content/docs/benchmark-train.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/benchmark-train/index.html b/content/docs/benchmark-train/index.html
index 321fbfd..3b63175 100644
--- a/content/docs/benchmark-train/index.html
+++ b/content/docs/benchmark-train/index.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/build.html b/content/docs/build.html
index 9a73dd4..291f3f0 100644
--- a/content/docs/build.html
+++ b/content/docs/build.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to bui [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to bui [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/build/index.html b/content/docs/build/index.html
index 9a73dd4..291f3f0 100644
--- a/content/docs/build/index.html
+++ b/content/docs/build/index.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to bui [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to bui [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/contribute-code.html b/content/docs/contribute-code.html
index d7bee95..736349b 100644
--- a/content/docs/contribute-code.html
+++ b/content/docs/contribute-code.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="/docs/git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/05/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Styl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/05/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Styl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/contribute-code/index.html b/content/docs/contribute-code/index.html
index d7bee95..736349b 100644
--- a/content/docs/contribute-code/index.html
+++ b/content/docs/contribute-code/index.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="/docs/git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/05/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Styl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/05/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Styl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/contribute-docs.html b/content/docs/contribute-docs.html
index 9ec34fd..a8980f8 100644
--- a/content/docs/contribute-docs.html
+++ b/content/docs/contribute-docs.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">Markdown Fi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">Markdown Fi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/contribute-docs/index.html b/content/docs/contribute-docs/index.html
index 9ec34fd..a8980f8 100644
--- a/content/docs/contribute-docs/index.html
+++ b/content/docs/contribute-docs/index.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">Markdown Fi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">Markdown Fi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/device.html b/content/docs/device.html
index 5928b88..996987a 100644
--- a/content/docs/device.html
+++ b/content/docs/device.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example-usage">Ex [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example-usage">Ex [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/device/index.html b/content/docs/device/index.html
index 5928b88..996987a 100644
--- a/content/docs/device/index.html
+++ b/content/docs/device/index.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example-usage">Ex [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example-usage">Ex [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/dist-train.html b/content/docs/dist-train.html
index c17a1f3..1069a30 100644
--- a/content/docs/dist-train.html
+++ b/content/docs/dist-train.html
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-cod [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-cod [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/dist-train/index.html b/content/docs/dist-train/index.html
index c17a1f3..1069a30 100644
--- a/content/docs/dist-train/index.html
+++ b/content/docs/dist-train/index.html
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-cod [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-cod [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/downloads.html b/content/docs/downloads.html
index ddfb529..b46dac9 100644
--- a/content/docs/downloads.html
+++ b/content/docs/downloads.html
@@ -283,7 +283,7 @@ models, energy models and RNN models.</li>
 <li>Unit test using gtest</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v310-30-o [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v310-30-o [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/downloads/index.html b/content/docs/downloads/index.html
index ddfb529..b46dac9 100644
--- a/content/docs/downloads/index.html
+++ b/content/docs/downloads/index.html
@@ -283,7 +283,7 @@ models, energy models and RNN models.</li>
 <li>Unit test using gtest</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v310-30-o [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v310-30-o [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/examples.html b/content/docs/examples.html
index 4abe906..7718694 100644
--- a/content/docs/examples.html
+++ b/content/docs/examples.html
@@ -143,7 +143,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/examples/index.html b/content/docs/examples/index.html
index 4abe906..7718694 100644
--- a/content/docs/examples/index.html
+++ b/content/docs/examples/index.html
@@ -143,7 +143,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/git-workflow.html b/content/docs/git-workflow.html
index a5d28db..1ed0985 100644
--- a/content/docs/git-workflow.html
+++ b/content/docs/git-workflow.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/git-workflow/index.html b/content/docs/git-workflow/index.html
index a5d28db..1ed0985 100644
--- a/content/docs/git-workflow/index.html
+++ b/content/docs/git-workflow/index.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/graph.html b/content/docs/graph.html
index 26f160f..e20a85c 100644
--- a/content/docs/graph.html
+++ b/content/docs/graph.html
@@ -559,7 +559,7 @@ memory footprint.</li>
 <li>Currently, there is a little improvement in terms of speed. More optimizations
 can be done towards the efficiency.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/graph/index.html b/content/docs/graph/index.html
index 26f160f..e20a85c 100644
--- a/content/docs/graph/index.html
+++ b/content/docs/graph/index.html
@@ -559,7 +559,7 @@ memory footprint.</li>
 <li>Currently, there is a little improvement in terms of speed. More optimizations
 can be done towards the efficiency.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/history-singa.html b/content/docs/history-singa.html
index ee1bbaa..7464c9b 100644
--- a/content/docs/history-singa.html
+++ b/content/docs/history-singa.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></l [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></l [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/history-singa/index.html b/content/docs/history-singa/index.html
index ee1bbaa..7464c9b 100644
--- a/content/docs/history-singa/index.html
+++ b/content/docs/history-singa/index.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></l [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></l [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/how-to-release.html b/content/docs/how-to-release.html
index b4daedd..aa3e2fb 100644
--- a/content/docs/how-to-release.html
+++ b/content/docs/how-to-release.html
@@ -242,7 +242,7 @@ the downloads."
  On behalf of the SINGA team, {SINGA Team Member Name}
  <span class="hljs-code">```</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/how-to-release/index.html b/content/docs/how-to-release/index.html
index b4daedd..aa3e2fb 100644
--- a/content/docs/how-to-release/index.html
+++ b/content/docs/how-to-release/index.html
@@ -242,7 +242,7 @@ the downloads."
  On behalf of the SINGA team, {SINGA Team Member Name}
  <span class="hljs-code">```</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/initializer.html b/content/docs/initializer.html
index 90f0d8c..e69e3d9 100644
--- a/content/docs/initializer.html
+++ b/content/docs/initializer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
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diff --git a/content/docs/initializer/index.html b/content/docs/initializer/index.html
index 90f0d8c..e69e3d9 100644
--- a/content/docs/initializer/index.html
+++ b/content/docs/initializer/index.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/install-win.html b/content/docs/install-win.html
index b66f3fd..e3c2901 100644
--- a/content/docs/install-win.html
+++ b/content/docs/install-win.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/install-win/index.html b/content/docs/install-win/index.html
index b66f3fd..e3c2901 100644
--- a/content/docs/install-win/index.html
+++ b/content/docs/install-win/index.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/installation.html b/content/docs/installation.html
index c90d313..7b1d1a8 100644
--- a/content/docs/installation.html
+++ b/content/docs/installation.html
@@ -67,19 +67,28 @@
 <a href="https://conda.io/miniconda.html">Miniconda3</a> is recommended to use with SINGA.
 After installing miniconda, execute the one of the following commands to install
 SINGA.</p>
+<p><strong>It is preferable to use python 3.6 as the conda virtual environment.</strong></p>
 <ol>
 <li>CPU only
 <a href="https://colab.research.google.com/drive/1Ntkhi-Z6XTR8WYPXiLwujHd2dOm0772V?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-cpu during the installation.</p>
 <ol start="2">
 <li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required)
 <a href="https://colab.research.google.com/drive/1do_TLJe18IthLOnBOsHCEe-FFPGk1sPJ?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-gpu during the installation.</p>
 <ol start="3">
+<li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required), and also with the distributed training module</li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-dist=3.1.0</span>
+</code></pre>
+<p>Please note that we need to specify the version of singa-dist during the installation.</p>
+<ol start="4">
 <li>Install a specific version of SINGA. The following command lists all the
 available SINGA packages.</li>
 </ol>
@@ -202,7 +211,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installed via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/installation/index.html b/content/docs/installation/index.html
index c90d313..7b1d1a8 100644
--- a/content/docs/installation/index.html
+++ b/content/docs/installation/index.html
@@ -67,19 +67,28 @@
 <a href="https://conda.io/miniconda.html">Miniconda3</a> is recommended to use with SINGA.
 After installing miniconda, execute the one of the following commands to install
 SINGA.</p>
+<p><strong>It is preferable to use python 3.6 as the conda virtual environment.</strong></p>
 <ol>
 <li>CPU only
 <a href="https://colab.research.google.com/drive/1Ntkhi-Z6XTR8WYPXiLwujHd2dOm0772V?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-cpu during the installation.</p>
 <ol start="2">
 <li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required)
 <a href="https://colab.research.google.com/drive/1do_TLJe18IthLOnBOsHCEe-FFPGk1sPJ?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-gpu during the installation.</p>
 <ol start="3">
+<li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required), and also with the distributed training module</li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-dist=3.1.0</span>
+</code></pre>
+<p>Please note that we need to specify the version of singa-dist during the installation.</p>
+<ol start="4">
 <li>Install a specific version of SINGA. The following command lists all the
 available SINGA packages.</li>
 </ol>
@@ -202,7 +211,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installed via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/issue-tracking.html b/content/docs/issue-tracking.html
index e674832..4d28ef8 100644
--- a/content/docs/issue-tracking.html
+++ b/content/docs/issue-tracking.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/issue-tracking/index.html b/content/docs/issue-tracking/index.html
index e674832..4d28ef8 100644
--- a/content/docs/issue-tracking/index.html
+++ b/content/docs/issue-tracking/index.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/layer.html b/content/docs/layer.html
index d807608..866d787 100644
--- a/content/docs/layer.html
+++ b/content/docs/layer.html
@@ -7,7 +7,7 @@
         </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
 <h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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index 14f4d69..32d4fee 100644
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@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
 <tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
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index e3d01e0..28603c6 100644
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diff --git a/content/docs/model-zoo-char-rnn.html b/content/docs/model-zoo-char-rnn.html
index cd99b5b..2a5cbd1 100644
--- a/content/docs/model-zoo-char-rnn.html
+++ b/content/docs/model-zoo-char-rnn.html
@@ -25,7 +25,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
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index cd99b5b..2a5cbd1 100644
--- a/content/docs/model-zoo-char-rnn/index.html
+++ b/content/docs/model-zoo-char-rnn/index.html
@@ -25,7 +25,7 @@
 <pre><code class="hljs css language-shell">python sample.py 'model.bin' 100 --seed '#include &lt;std'
 </code></pre>
 <p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
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diff --git a/content/docs/model-zoo-cnn-cifar10.html b/content/docs/model-zoo-cnn-cifar10.html
index 0a019ec..c2d7860 100644
--- a/content/docs/model-zoo-cnn-cifar10.html
+++ b/content/docs/model-zoo-cnn-cifar10.html
@@ -51,7 +51,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
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diff --git a/content/docs/model-zoo-cnn-cifar10/index.html b/content/docs/model-zoo-cnn-cifar10/index.html
index 0a019ec..c2d7860 100644
--- a/content/docs/model-zoo-cnn-cifar10/index.html
+++ b/content/docs/model-zoo-cnn-cifar10/index.html
@@ -51,7 +51,7 @@ python train.py vgg cifar-10-batches-py  --use_cpu
 <p>The predict.py file's main function provides an example of using the pre-trained alexnet model to do prediction for new images. The 'model.bin' file generated by the training program should be placed at the cifar10 folder to run</p>
 <pre><code class="hljs css language-shell">python predict.py
 </code></pre>
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diff --git a/content/docs/model-zoo-imagenet-alexnet.html b/content/docs/model-zoo-imagenet-alexnet.html
index 38cb801..ccb223c 100644
--- a/content/docs/model-zoo-imagenet-alexnet.html
+++ b/content/docs/model-zoo-imagenet-alexnet.html
@@ -52,7 +52,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
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diff --git a/content/docs/model-zoo-imagenet-alexnet/index.html b/content/docs/model-zoo-imagenet-alexnet/index.html
index 38cb801..ccb223c 100644
--- a/content/docs/model-zoo-imagenet-alexnet/index.html
+++ b/content/docs/model-zoo-imagenet-alexnet/index.html
@@ -52,7 +52,7 @@
 <li><code>-nthreads &lt;int&gt;</code>: the number of threads to load data which feed to the model.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#compile-singa">Compile SINGA</a></li><li><a href="#data-download">Data download</a></li><li><a href="#data-preprocessing">Data preprocessing</a></li><li><a href="#training">Training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hre [...]
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diff --git a/content/docs/model-zoo-imagenet-densenet.html b/content/docs/model-zoo-imagenet-densenet.html
index f91d751..aed7020 100644
--- a/content/docs/model-zoo-imagenet-densenet.html
+++ b/content/docs/model-zoo-imagenet-densenet.html
@@ -38,7 +38,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-densenet/index.html b/content/docs/model-zoo-imagenet-densenet/index.html
index f91d751..aed7020 100644
--- a/content/docs/model-zoo-imagenet-densenet/index.html
+++ b/content/docs/model-zoo-imagenet-densenet/index.html
@@ -38,7 +38,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download-one-parameter-checkpoint-file">Download one parameter checkpoint file</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit">Submit</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-foot [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-googlenet.html b/content/docs/model-zoo-imagenet-googlenet.html
index fb67dea..efb8474 100644
--- a/content/docs/model-zoo-imagenet-googlenet.html
+++ b/content/docs/model-zoo-imagenet-googlenet.html
@@ -50,7 +50,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-googlenet/index.html b/content/docs/model-zoo-imagenet-googlenet/index.html
index fb67dea..efb8474 100644
--- a/content/docs/model-zoo-imagenet-googlenet/index.html
+++ b/content/docs/model-zoo-imagenet-googlenet/index.html
@@ -50,7 +50,7 @@ params = {}
     pickle.dump(params, fd)
 </code></pre>
 <p>Then we construct the GoogleNet using SINGA's FeedForwardNet structure. Note that we added a EndPadding layer to resolve the issue from discrepancy of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor). Only the MaxPooling layers outside inception blocks have this problem. Refer to <a href="https://gist.github.com/joelouismarino/a2ede9ab3928f999575423b9887abd14">this</a> for more detials.</p>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-inception.html b/content/docs/model-zoo-imagenet-inception.html
index 36af619..6854c0c 100644
--- a/content/docs/model-zoo-imagenet-inception.html
+++ b/content/docs/model-zoo-imagenet-inception.html
@@ -32,7 +32,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-inception/index.html b/content/docs/model-zoo-imagenet-inception/index.html
index 36af619..6854c0c 100644
--- a/content/docs/model-zoo-imagenet-inception/index.html
+++ b/content/docs/model-zoo-imagenet-inception/index.html
@@ -32,7 +32,7 @@
 <p>We first extract the parameter values from <a href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow's checkpoint file</a> into a pickle version. After downloading and decompressing the checkpoint file, run the following script</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
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diff --git a/content/docs/model-zoo-imagenet-resnet.html b/content/docs/model-zoo-imagenet-resnet.html
index bcf6ad1..deac1b2 100644
--- a/content/docs/model-zoo-imagenet-resnet.html
+++ b/content/docs/model-zoo-imagenet-resnet.html
@@ -43,7 +43,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/model-zoo-imagenet-resnet/index.html b/content/docs/model-zoo-imagenet-resnet/index.html
index bcf6ad1..deac1b2 100644
--- a/content/docs/model-zoo-imagenet-resnet/index.html
+++ b/content/docs/model-zoo-imagenet-resnet/index.html
@@ -43,7 +43,7 @@
 <p>Usage:</p>
 <pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-vgg.html b/content/docs/model-zoo-imagenet-vgg.html
index 6705ea4..90b8cae 100644
--- a/content/docs/model-zoo-imagenet-vgg.html
+++ b/content/docs/model-zoo-imagenet-vgg.html
@@ -41,7 +41,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-vgg/index.html b/content/docs/model-zoo-imagenet-vgg/index.html
index 6705ea4..90b8cae 100644
--- a/content/docs/model-zoo-imagenet-vgg/index.html
+++ b/content/docs/model-zoo-imagenet-vgg/index.html
@@ -41,7 +41,7 @@
 <p>Usage:</p>
 <pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-rbm-mnist.html b/content/docs/model-zoo-rbm-mnist.html
index 0b70827..14b5122 100644
--- a/content/docs/model-zoo-rbm-mnist.html
+++ b/content/docs/model-zoo-rbm-mnist.html
@@ -18,7 +18,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
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    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-rbm-mnist/index.html b/content/docs/model-zoo-rbm-mnist/index.html
index 0b70827..14b5122 100644
--- a/content/docs/model-zoo-rbm-mnist/index.html
+++ b/content/docs/model-zoo-rbm-mnist/index.html
@@ -18,7 +18,7 @@
 <p>By default the training code would run on CPU. To run it on a GPU card, please start the program with an additional argument</p>
 <pre><code class="hljs css language-shell">python train.py mnist.pkl.gz --use_gpu
 </code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#running-instructions">Running instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#start-the-training">Start the training</a></li></ul></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width= [...]
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diff --git a/content/docs/next/autograd.html b/content/docs/next/autograd.html
index f9ec160..7b5c93a 100644
--- a/content/docs/next/autograd.html
+++ b/content/docs/next/autograd.html
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
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diff --git a/content/docs/next/autograd/index.html b/content/docs/next/autograd/index.html
index f9ec160..7b5c93a 100644
--- a/content/docs/next/autograd/index.html
+++ b/content/docs/next/autograd/index.html
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
 <p>Refer
 <a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
 for more details of Python API.</p>
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diff --git a/content/docs/next/benchmark-train.html b/content/docs/next/benchmark-train.html
index 5751ee5..64b557f 100644
--- a/content/docs/next/benchmark-train.html
+++ b/content/docs/next/benchmark-train.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/next/benchmark-train/index.html b/content/docs/next/benchmark-train/index.html
index 5751ee5..64b557f 100644
--- a/content/docs/next/benchmark-train/index.html
+++ b/content/docs/next/benchmark-train/index.html
@@ -21,7 +21,7 @@ system which uses the parameter server topology. The first GPU is selected as
 the server.</p>
 <p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>Scalability test. Bars
 are for the throughput; lines are for the communication cost.</strong></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/next/build.html b/content/docs/next/build.html
index 111ef33..dd137c6 100644
--- a/content/docs/next/build.html
+++ b/content/docs/next/build.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/next/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/next/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Co [...]
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diff --git a/content/docs/next/build/index.html b/content/docs/next/build/index.html
index 111ef33..dd137c6 100644
--- a/content/docs/next/build/index.html
+++ b/content/docs/next/build/index.html
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
 to change the python interpreter, e.g., reset the $PATH to put the correct
 path of Python at the front position.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/next/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Co [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/next/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Co [...]
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diff --git a/content/docs/next/contribute-code.html b/content/docs/next/contribute-code.html
index 6d6d169..895bcfb 100644
--- a/content/docs/next/contribute-code.html
+++ b/content/docs/next/contribute-code.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="/docs/next/git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/05/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/next/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">C [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/05/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/next/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">C [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/next/contribute-code/index.html b/content/docs/next/contribute-code/index.html
index 6d6d169..895bcfb 100644
--- a/content/docs/next/contribute-code/index.html
+++ b/content/docs/next/contribute-code/index.html
@@ -155,7 +155,7 @@ the updated Python files to replace those in the Python installation folder,</p>
 </code></pre>
 <h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64  [...]
 <p>Please refer to the <a href="/docs/next/git-workflow">git workflow page</a>.</p>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/05/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/next/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">C [...]
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diff --git a/content/docs/next/contribute-docs.html b/content/docs/next/contribute-docs.html
index cc2d61c..39c4fd3 100644
--- a/content/docs/next/contribute-docs.html
+++ b/content/docs/next/contribute-docs.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/next/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
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diff --git a/content/docs/next/contribute-docs/index.html b/content/docs/next/contribute-docs/index.html
index cc2d61c..39c4fd3 100644
--- a/content/docs/next/contribute-docs/index.html
+++ b/content/docs/next/contribute-docs/index.html
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
 &quot;description&quot;: &quot;# spell check only for cpp comments&quot;
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/next/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/next/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/next/device.html b/content/docs/next/device.html
index 15875c1..fb1f250 100644
--- a/content/docs/next/device.html
+++ b/content/docs/next/device.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/next/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/next/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/device/index.html b/content/docs/next/device/index.html
index 15875c1..fb1f250 100644
--- a/content/docs/next/device/index.html
+++ b/content/docs/next/device/index.html
@@ -81,7 +81,7 @@ host = device.get_default_device()  <span class="hljs-comment"># get the default
 ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>)  <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
 ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>])  <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/next/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/next/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
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diff --git a/content/docs/next/dist-train.html b/content/docs/next/dist-train.html
index 351e8c6..6da39c8 100644
--- a/content/docs/next/dist-train.html
+++ b/content/docs/next/dist-train.html
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/next/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#e [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/next/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#e [...]
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--- a/content/docs/next/dist-train/index.html
+++ b/content/docs/next/dist-train/index.html
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
 partitioned training data. Once the sub-gradient is calculated on each
 processes, the overall stochastic gradient is obtained by all-reducing the
 sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/next/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#e [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/next/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#e [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/downloads.html b/content/docs/next/downloads.html
index 723ceef..950f5da 100644
--- a/content/docs/next/downloads.html
+++ b/content/docs/next/downloads.html
@@ -283,7 +283,7 @@ models, energy models and RNN models.</li>
 <li>Unit test using gtest</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/next/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/next/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/downloads/index.html b/content/docs/next/downloads/index.html
index 723ceef..950f5da 100644
--- a/content/docs/next/downloads/index.html
+++ b/content/docs/next/downloads/index.html
@@ -283,7 +283,7 @@ models, energy models and RNN models.</li>
 <li>Unit test using gtest</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/next/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href=" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 22/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/next/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href=" [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/examples.html b/content/docs/next/examples.html
index 72da0fe..e9716cf 100644
--- a/content/docs/next/examples.html
+++ b/content/docs/next/examples.html
@@ -143,7 +143,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/next/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/next/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li>< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/examples/index.html b/content/docs/next/examples/index.html
index 72da0fe..e9716cf 100644
--- a/content/docs/next/examples/index.html
+++ b/content/docs/next/examples/index.html
@@ -143,7 +143,7 @@ example is given below.</p>
 <li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
 <a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/next/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/next/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li>< [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/git-workflow.html b/content/docs/next/git-workflow.html
index 705dec1..8961ce1 100644
--- a/content/docs/next/git-workflow.html
+++ b/content/docs/next/git-workflow.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sec [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sec [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/git-workflow/index.html b/content/docs/next/git-workflow/index.html
index 705dec1..8961ce1 100644
--- a/content/docs/next/git-workflow/index.html
+++ b/content/docs/next/git-workflow/index.html
@@ -162,7 +162,7 @@ git push asf dev:dev
 </code></pre>
 <p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sec [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sec [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/graph.html b/content/docs/next/graph.html
index 6c19f36..ff056f3 100644
--- a/content/docs/next/graph.html
+++ b/content/docs/next/graph.html
@@ -559,7 +559,7 @@ memory footprint.</li>
 <li>Currently, there is a little improvement in terms of speed. More optimizations
 can be done towards the efficiency.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/next/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/next/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/graph/index.html b/content/docs/next/graph/index.html
index 6c19f36..ff056f3 100644
--- a/content/docs/next/graph/index.html
+++ b/content/docs/next/graph/index.html
@@ -559,7 +559,7 @@ memory footprint.</li>
 <li>Currently, there is a little improvement in terms of speed. More optimizations
 can be done towards the efficiency.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/next/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/next/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/half-precision.html b/content/docs/next/half-precision.html
index 136c286..8af6068 100644
--- a/content/docs/next/half-precision.html
+++ b/content/docs/next/half-precision.html
@@ -144,7 +144,7 @@ operation template with half type and implementation the low level computation.<
   <span class="hljs-comment">// ...</span>
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/next/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul cla [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/next/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul cla [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/half-precision/index.html b/content/docs/next/half-precision/index.html
index 136c286..8af6068 100644
--- a/content/docs/next/half-precision/index.html
+++ b/content/docs/next/half-precision/index.html
@@ -144,7 +144,7 @@ operation template with half type and implementation the low level computation.<
   <span class="hljs-comment">// ...</span>
 }
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/next/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul cla [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/next/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul cla [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/history-singa.html b/content/docs/next/history-singa.html
index c78cd6b..28e2742 100644
--- a/content/docs/next/history-singa.html
+++ b/content/docs/next/history-singa.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/history-singa/index.html b/content/docs/next/history-singa/index.html
index c78cd6b..28e2742 100644
--- a/content/docs/next/history-singa/index.html
+++ b/content/docs/next/history-singa/index.html
@@ -91,7 +91,7 @@ applications.</p>
 <h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p>SINGA is released under
 <a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/how-to-release.html b/content/docs/next/how-to-release.html
index 4adb15c..1f07727 100644
--- a/content/docs/next/how-to-release.html
+++ b/content/docs/next/how-to-release.html
@@ -242,7 +242,7 @@ the downloads."
  On behalf of the SINGA team, {SINGA Team Member Name}
  <span class="hljs-code">```</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/next/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sectio [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/next/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sectio [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/how-to-release/index.html b/content/docs/next/how-to-release/index.html
index 4adb15c..1f07727 100644
--- a/content/docs/next/how-to-release/index.html
+++ b/content/docs/next/how-to-release/index.html
@@ -242,7 +242,7 @@ the downloads."
  On behalf of the SINGA team, {SINGA Team Member Name}
  <span class="hljs-code">```</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/next/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sectio [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/next/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sectio [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/install-win.html b/content/docs/next/install-win.html
index bd59050..ace4060 100644
--- a/content/docs/next/install-win.html
+++ b/content/docs/next/install-win.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/install-win/index.html b/content/docs/next/install-win/index.html
index bd59050..ace4060 100644
--- a/content/docs/next/install-win/index.html
+++ b/content/docs/next/install-win/index.html
@@ -339,7 +339,7 @@ test/release folder</p></li>
 </ul>
 <p>A video tutorial for running the unit tests can be found here:</p>
 <p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#install-dependencies">Install Dependencies</a></li><li><a href="#build-singa-source">Build SINGA source</a></li><li><a href="#install-python-module">Install Python module</a></li><li><a href="#run-unit-tests">Run Unit Tests</a></li><li><a href="#build-gpu-support-with-cuda">Build GPU sup [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/installation.html b/content/docs/next/installation.html
index 7d7ac47..d7bcbbd 100644
--- a/content/docs/next/installation.html
+++ b/content/docs/next/installation.html
@@ -67,19 +67,28 @@
 <a href="https://conda.io/miniconda.html">Miniconda3</a> is recommended to use with SINGA.
 After installing miniconda, execute the one of the following commands to install
 SINGA.</p>
+<p><strong>It is preferable to use python 3.6 as the conda virtual environment.</strong></p>
 <ol>
 <li>CPU only
 <a href="https://colab.research.google.com/drive/1Ntkhi-Z6XTR8WYPXiLwujHd2dOm0772V?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-cpu during the installation.</p>
 <ol start="2">
 <li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required)
 <a href="https://colab.research.google.com/drive/1do_TLJe18IthLOnBOsHCEe-FFPGk1sPJ?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-gpu during the installation.</p>
 <ol start="3">
+<li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required), and also with the distributed training module</li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-dist=3.1.0</span>
+</code></pre>
+<p>Please note that we need to specify the version of singa-dist during the installation.</p>
+<ol start="4">
 <li>Install a specific version of SINGA. The following command lists all the
 available SINGA packages.</li>
 </ol>
@@ -202,7 +211,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installed via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/installation/index.html b/content/docs/next/installation/index.html
index 7d7ac47..d7bcbbd 100644
--- a/content/docs/next/installation/index.html
+++ b/content/docs/next/installation/index.html
@@ -67,19 +67,28 @@
 <a href="https://conda.io/miniconda.html">Miniconda3</a> is recommended to use with SINGA.
 After installing miniconda, execute the one of the following commands to install
 SINGA.</p>
+<p><strong>It is preferable to use python 3.6 as the conda virtual environment.</strong></p>
 <ol>
 <li>CPU only
 <a href="https://colab.research.google.com/drive/1Ntkhi-Z6XTR8WYPXiLwujHd2dOm0772V?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-cpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-cpu during the installation.</p>
 <ol start="2">
 <li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required)
 <a href="https://colab.research.google.com/drive/1do_TLJe18IthLOnBOsHCEe-FFPGk1sPJ?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
 </ol>
-<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu</span>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-gpu=3.1.0</span>
 </code></pre>
+<p>Please note that we need to specify the version of singa-gpu during the installation.</p>
 <ol start="3">
+<li>GPU with CUDA and cuDNN (CUDA driver &gt;=384.81 is required), and also with the distributed training module</li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> conda install -c nusdbsystem -c conda-forge singa-dist=3.1.0</span>
+</code></pre>
+<p>Please note that we need to specify the version of singa-dist during the installation.</p>
+<ol start="4">
 <li>Install a specific version of SINGA. The following command lists all the
 available SINGA packages.</li>
 </ol>
@@ -202,7 +211,7 @@ check your interpreter by <code>which python</code> and check the Python linked
 via <code>otool -L &lt;path to _singa_wrap.so&gt;</code>. This problem should be resolved if
 SINGA is installed via conda.</p></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 16/01/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/issue-tracking.html b/content/docs/next/issue-tracking.html
index 76ed485..5fcd1bb 100644
--- a/content/docs/next/issue-tracking.html
+++ b/content/docs/next/issue-tracking.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/next/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/next/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/issue-tracking/index.html b/content/docs/next/issue-tracking/index.html
index 76ed485..5fcd1bb 100644
--- a/content/docs/next/issue-tracking/index.html
+++ b/content/docs/next/issue-tracking/index.html
@@ -64,7 +64,7 @@
 <p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
 including bugs, new features and discussions.</p>
 <p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/next/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/next/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/mail-lists.html b/content/docs/next/mail-lists.html
index 35b1e11..2c72e9f 100644
--- a/content/docs/next/mail-lists.html
+++ b/content/docs/next/mail-lists.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
 <tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/next/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/next/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/mail-lists/index.html b/content/docs/next/mail-lists/index.html
index 35b1e11..2c72e9f 100644
--- a/content/docs/next/mail-lists/index.html
+++ b/content/docs/next/mail-lists/index.html
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
 <tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/next/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/next/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="si [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/onnx.html b/content/docs/next/onnx.html
index 425ce07..493a208 100644
--- a/content/docs/next/onnx.html
+++ b/content/docs/next/onnx.html
@@ -234,7 +234,7 @@ pencil, and many animals.</p>
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/mobilenet">MobileNet</a></b></td><td><a href="https://arxiv.org/abs/1801.04381">Sandler et al.</a></td><td>Light-weight deep neural network best suited for mobile and embedded vision applications. <br>Top-5 error from paper - ~10%</td><td><a href="https://colab.research.google.com/drive/1HsixqJMIpKyEPhkbB8jy7NwNEFEAUWAf"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Col [...]
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/resnet">ResNet18</a></b></td><td><a href="https://arxiv.org/abs/1512.03385">He et al.</a></td><td>A CNN model (up to 152 layers). Uses shortcut connections to achieve higher accuracy when classifying images. <br> Top-5 error from paper - ~3.6%</td><td><a href="https://colab.research.google.com/drive/1u1RYefSsVbiP4I-5wiBKHjsT9L0FxLm9"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt [...]
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/vgg">VGG16</a></b></td><td><a href="https://arxiv.org/abs/1409.1556">Simonyan et al.</a></td><td>Deep CNN model(up to 19 layers). Similar to AlexNet but uses multiple smaller kernel-sized filters that provides more accuracy when classifying images. <br>Top-5 error from paper - ~8%</td><td><a href="https://colab.research.google.com/drive/14kxgRKtbjPCKKsDJVNi3AvTev81Gp_Ds"><img src="https://colab.research. [...]
-<tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/shufflenet">ShuffleNet_V2</a></b></td><td><a href="https://arxiv.org/pdf/1707.01083.pdf">Simonyan et al.</a></td><td>Extremely computation efficient CNN model that is designed specifically for mobile devices. This network architecture design considers direct metric such as speed, instead of indirect metric like FLOP. Top-1 error from paper - ~30.6%</td><td>[<img src="https://colab.research.google.com/dri [...]
+<tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/shufflenet">ShuffleNet_V2</a></b></td><td><a href="https://arxiv.org/pdf/1707.01083.pdf">Simonyan et al.</a></td><td>Extremely computation efficient CNN model that is designed specifically for mobile devices. This network architecture design considers direct metric such as speed, instead of indirect metric like FLOP. Top-1 error from paper - ~30.6%</td><td><a href="https://colab.research.google.com/drive [...]
 </tbody>
 </table>
 <p>We also give some re-training examples by using VGG and ResNet, please check
@@ -272,7 +272,7 @@ given context paragraph.</p>
 <tbody>
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/bert-squad">BERT-Squad</a></b></td><td><a href="https://arxiv.org/pdf/1810.04805.pdf">Devlin et al.</a></td><td>This model answers questions based on the context of the given input paragraph.</td><td><a href="https://colab.research.google.com/drive/1kud-lUPjS_u-TkDAzihBTw0Vqr0FjCE-"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></td></tr>
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/roberta">RoBERTa</a></b></td><td><a href="https://arxiv.org/pdf/1907.11692.pdf">Devlin et al.</a></td><td>A large transformer-based model that predicts sentiment based on given input text.</td><td><a href="https://colab.research.google.com/drive/1F-c4LJSx3Cb2jW6tP7f8nAZDigyLH6iN?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></td></tr>
-<tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/gpt-2">GPT-2</a></b></td><td><a href="https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf">Devlin et al.</a></td><td>A large transformer-based language model that given a sequence of words within some text, predicts the next word.</td><td>[<img src="https://colab.research.google.com/drive/1ZlXLSIMppPch6HgzKRillJiUcWn3PiK7?usp=sharing" al [...]
+<tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/gpt-2">GPT-2</a></b></td><td><a href="https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf">Devlin et al.</a></td><td>A large transformer-based language model that given a sequence of words within some text, predicts the next word.</td><td><a href="https://colab.research.google.com/drive/1ZlXLSIMppPch6HgzKRillJiUcWn3PiK7"><img src="https: [...]
 </tbody>
 </table>
 <h2><a class="anchor" aria-hidden="true" id="supported-operators"></a><a href="#supported-operators" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.2 [...]
@@ -423,7 +423,7 @@ layers.</p>
 <h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
 <code>forward</code> to provide a unified API with other SINGA models.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 25/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/next/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/01/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/next/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headi [...]
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    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/onnx/index.html b/content/docs/next/onnx/index.html
index 425ce07..493a208 100644
--- a/content/docs/next/onnx/index.html
+++ b/content/docs/next/onnx/index.html
@@ -234,7 +234,7 @@ pencil, and many animals.</p>
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/mobilenet">MobileNet</a></b></td><td><a href="https://arxiv.org/abs/1801.04381">Sandler et al.</a></td><td>Light-weight deep neural network best suited for mobile and embedded vision applications. <br>Top-5 error from paper - ~10%</td><td><a href="https://colab.research.google.com/drive/1HsixqJMIpKyEPhkbB8jy7NwNEFEAUWAf"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Col [...]
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/resnet">ResNet18</a></b></td><td><a href="https://arxiv.org/abs/1512.03385">He et al.</a></td><td>A CNN model (up to 152 layers). Uses shortcut connections to achieve higher accuracy when classifying images. <br> Top-5 error from paper - ~3.6%</td><td><a href="https://colab.research.google.com/drive/1u1RYefSsVbiP4I-5wiBKHjsT9L0FxLm9"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt [...]
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/vgg">VGG16</a></b></td><td><a href="https://arxiv.org/abs/1409.1556">Simonyan et al.</a></td><td>Deep CNN model(up to 19 layers). Similar to AlexNet but uses multiple smaller kernel-sized filters that provides more accuracy when classifying images. <br>Top-5 error from paper - ~8%</td><td><a href="https://colab.research.google.com/drive/14kxgRKtbjPCKKsDJVNi3AvTev81Gp_Ds"><img src="https://colab.research. [...]
-<tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/shufflenet">ShuffleNet_V2</a></b></td><td><a href="https://arxiv.org/pdf/1707.01083.pdf">Simonyan et al.</a></td><td>Extremely computation efficient CNN model that is designed specifically for mobile devices. This network architecture design considers direct metric such as speed, instead of indirect metric like FLOP. Top-1 error from paper - ~30.6%</td><td>[<img src="https://colab.research.google.com/dri [...]
+<tr><td><b><a href="https://github.com/onnx/models/tree/master/vision/classification/shufflenet">ShuffleNet_V2</a></b></td><td><a href="https://arxiv.org/pdf/1707.01083.pdf">Simonyan et al.</a></td><td>Extremely computation efficient CNN model that is designed specifically for mobile devices. This network architecture design considers direct metric such as speed, instead of indirect metric like FLOP. Top-1 error from paper - ~30.6%</td><td><a href="https://colab.research.google.com/drive [...]
 </tbody>
 </table>
 <p>We also give some re-training examples by using VGG and ResNet, please check
@@ -272,7 +272,7 @@ given context paragraph.</p>
 <tbody>
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/bert-squad">BERT-Squad</a></b></td><td><a href="https://arxiv.org/pdf/1810.04805.pdf">Devlin et al.</a></td><td>This model answers questions based on the context of the given input paragraph.</td><td><a href="https://colab.research.google.com/drive/1kud-lUPjS_u-TkDAzihBTw0Vqr0FjCE-"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></td></tr>
 <tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/roberta">RoBERTa</a></b></td><td><a href="https://arxiv.org/pdf/1907.11692.pdf">Devlin et al.</a></td><td>A large transformer-based model that predicts sentiment based on given input text.</td><td><a href="https://colab.research.google.com/drive/1F-c4LJSx3Cb2jW6tP7f8nAZDigyLH6iN?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></td></tr>
-<tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/gpt-2">GPT-2</a></b></td><td><a href="https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf">Devlin et al.</a></td><td>A large transformer-based language model that given a sequence of words within some text, predicts the next word.</td><td>[<img src="https://colab.research.google.com/drive/1ZlXLSIMppPch6HgzKRillJiUcWn3PiK7?usp=sharing" al [...]
+<tr><td><b><a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/gpt-2">GPT-2</a></b></td><td><a href="https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf">Devlin et al.</a></td><td>A large transformer-based language model that given a sequence of words within some text, predicts the next word.</td><td><a href="https://colab.research.google.com/drive/1ZlXLSIMppPch6HgzKRillJiUcWn3PiK7"><img src="https: [...]
 </tbody>
 </table>
 <h2><a class="anchor" aria-hidden="true" id="supported-operators"></a><a href="#supported-operators" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.2 [...]
@@ -423,7 +423,7 @@ layers.</p>
 <h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
 <code>forward</code> to provide a unified API with other SINGA models.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 25/11/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/next/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/01/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/next/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headi [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/optimizer.html b/content/docs/next/optimizer.html
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--- a/content/docs/next/optimizer.html
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@@ -165,7 +165,7 @@ the optimizer.</p>
     <span class="hljs-comment"># Training with one batch</span>
     out, loss = model(tx, ty)
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/optimizer/index.html b/content/docs/next/optimizer/index.html
index 7722067..cbb436d 100644
--- a/content/docs/next/optimizer/index.html
+++ b/content/docs/next/optimizer/index.html
@@ -165,7 +165,7 @@ the optimizer.</p>
     <span class="hljs-comment"># Training with one batch</span>
     out, loss = model(tx, ty)
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 07/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/next/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_0.1.0.html b/content/docs/next/releases/RELEASE_NOTES_0.1.0.html
index daeec85..05f2024 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.1.0.html
@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_0.1.0/index.html b/content/docs/next/releases/RELEASE_NOTES_0.1.0/index.html
index daeec85..05f2024 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.1.0/index.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.1.0/index.html
@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_0.2.0.html b/content/docs/next/releases/RELEASE_NOTES_0.2.0.html
index 00b6988..0f63971 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.2.0.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/next/releases/RELEASE_NOTES_0.2.0/index.html
index 00b6988..0f63971 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.2.0/index.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.2.0/index.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_0.3.0.html b/content/docs/next/releases/RELEASE_NOTES_0.3.0.html
index 43d1495..62db54a 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.3.0.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/next/releases/RELEASE_NOTES_0.3.0/index.html
index 43d1495..62db54a 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.3.0/index.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.3.0/index.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_1.0.0.html b/content/docs/next/releases/RELEASE_NOTES_1.0.0.html
index 2ec54a4..9639740 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_1.0.0.html
@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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diff --git a/content/docs/next/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/next/releases/RELEASE_NOTES_1.0.0/index.html
index 2ec54a4..9639740 100644
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@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_1.1.0.html b/content/docs/next/releases/RELEASE_NOTES_1.1.0.html
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--- a/content/docs/next/releases/RELEASE_NOTES_1.1.0.html
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@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/next/releases/RELEASE_NOTES_1.1.0/index.html
index b143411..d9b54dc 100644
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@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_1.2.0.html b/content/docs/next/releases/RELEASE_NOTES_1.2.0.html
index 9cb923e..237ff0c 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_1.2.0.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/next/releases/RELEASE_NOTES_1.2.0/index.html
index 9cb923e..237ff0c 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/next/releases/RELEASE_NOTES_1.2.0/index.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_2.0.0.html b/content/docs/next/releases/RELEASE_NOTES_2.0.0.html
index 7208feb..0a5b56f 100644
--- a/content/docs/next/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_2.0.0.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/next/releases/RELEASE_NOTES_2.0.0/index.html
index 7208feb..0a5b56f 100644
--- a/content/docs/next/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/next/releases/RELEASE_NOTES_2.0.0/index.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_3.0.0.html b/content/docs/next/releases/RELEASE_NOTES_3.0.0.html
index 61a37ac..234612f 100644
--- a/content/docs/next/releases/RELEASE_NOTES_3.0.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_3.0.0.html
@@ -94,7 +94,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_3.0.0/index.html b/content/docs/next/releases/RELEASE_NOTES_3.0.0/index.html
index 61a37ac..234612f 100644
--- a/content/docs/next/releases/RELEASE_NOTES_3.0.0/index.html
+++ b/content/docs/next/releases/RELEASE_NOTES_3.0.0/index.html
@@ -94,7 +94,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_3.1.0.html b/content/docs/next/releases/RELEASE_NOTES_3.1.0.html
index 1cbe533..b6440e5 100644
--- a/content/docs/next/releases/RELEASE_NOTES_3.1.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_3.1.0.html
@@ -43,7 +43,7 @@ management.</p></li>
 gradient by param python object id for testing purpose.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/releases/RELEASE_NOTES_3.1.0/index.html b/content/docs/next/releases/RELEASE_NOTES_3.1.0/index.html
index 1cbe533..b6440e5 100644
--- a/content/docs/next/releases/RELEASE_NOTES_3.1.0/index.html
+++ b/content/docs/next/releases/RELEASE_NOTES_3.1.0/index.html
@@ -43,7 +43,7 @@ management.</p></li>
 gradient by param python object id for testing purpose.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/security.html b/content/docs/next/security.html
index 13022df..a691e77 100644
--- a/content/docs/next/security.html
+++ b/content/docs/next/security.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>Users can report security vulnerabilities to
 <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/next/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/next/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/security/index.html b/content/docs/next/security/index.html
index 13022df..a691e77 100644
--- a/content/docs/next/security/index.html
+++ b/content/docs/next/security/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>Users can report security vulnerabilities to
 <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/next/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/next/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/next/software-stack.html b/content/docs/next/software-stack.html
index bba64d0..077c113 100644
--- a/content/docs/next/software-stack.html
+++ b/content/docs/next/software-stack.html
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/next/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="t [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/next/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="t [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/software-stack/index.html b/content/docs/next/software-stack/index.html
index bba64d0..077c113 100644
--- a/content/docs/next/software-stack/index.html
+++ b/content/docs/next/software-stack/index.html
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/next/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="t [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/next/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="t [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/source-repository.html b/content/docs/next/source-repository.html
index 2f883d0..60d6c05 100644
--- a/content/docs/next/source-repository.html
+++ b/content/docs/next/source-repository.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sin [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/source-repository/index.html b/content/docs/next/source-repository/index.html
index 2f883d0..60d6c05 100644
--- a/content/docs/next/source-repository/index.html
+++ b/content/docs/next/source-repository/index.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/next/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sin [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/team-list.html b/content/docs/next/team-list.html
index 48c89fd..546be96 100644
--- a/content/docs/next/team-list.html
+++ b/content/docs/next/team-list.html
@@ -121,7 +121,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/next/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/next/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/team-list/index.html b/content/docs/next/team-list/index.html
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--- a/content/docs/next/team-list/index.html
+++ b/content/docs/next/team-list/index.html
@@ -121,7 +121,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/next/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/next/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/tensor.html b/content/docs/next/tensor.html
index 034c82e..d86b08c 100644
--- a/content/docs/next/tensor.html
+++ b/content/docs/next/tensor.html
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/next/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/next/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/tensor/index.html b/content/docs/next/tensor/index.html
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--- a/content/docs/next/tensor/index.html
+++ b/content/docs/next/tensor/index.html
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/next/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/next/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a hr [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/time-profiling.html b/content/docs/next/time-profiling.html
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--- a/content/docs/next/time-profiling.html
+++ b/content/docs/next/time-profiling.html
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/next/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/next/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/time-profiling/index.html b/content/docs/next/time-profiling/index.html
index 652d2aa..1bf8167 100644
--- a/content/docs/next/time-profiling/index.html
+++ b/content/docs/next/time-profiling/index.html
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/next/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/next/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/wheel-cpu-dev.html b/content/docs/next/wheel-cpu-dev.html
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--- a/content/docs/next/wheel-cpu-dev.html
+++ b/content/docs/next/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/wheel-cpu-dev/index.html b/content/docs/next/wheel-cpu-dev/index.html
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--- a/content/docs/next/wheel-cpu-dev/index.html
+++ b/content/docs/next/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting  [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/wheel-cpu.html b/content/docs/next/wheel-cpu.html
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--- a/content/docs/next/wheel-cpu.html
+++ b/content/docs/next/wheel-cpu.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/wheel-cpu/index.html b/content/docs/next/wheel-cpu/index.html
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--- a/content/docs/next/wheel-cpu/index.html
+++ b/content/docs/next/wheel-cpu/index.html
@@ -17,7 +17,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/11/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/next/wheel-gpu-dev.html b/content/docs/next/wheel-gpu-dev.html
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+++ b/content/docs/next/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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@@ -11,7 +11,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
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@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
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@@ -20,7 +20,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
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diff --git a/content/docs/onnx.html b/content/docs/onnx.html
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@@ -423,7 +423,7 @@ layers.</p>
 <h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
 <code>forward</code> to provide a unified API with other SINGA models.</p>
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diff --git a/content/docs/onnx/index.html b/content/docs/onnx/index.html
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@@ -423,7 +423,7 @@ layers.</p>
 <h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
 <p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
 <code>forward</code> to provide a unified API with other SINGA models.</p>
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diff --git a/content/docs/optimizer.html b/content/docs/optimizer.html
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@@ -165,7 +165,7 @@ the optimizer.</p>
     <span class="hljs-comment"># Training with one batch</span>
     out, loss = model(tx, ty)
 </code></pre>
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@@ -165,7 +165,7 @@ the optimizer.</p>
     <span class="hljs-comment"># Training with one batch</span>
     out, loss = model(tx, ty)
 </code></pre>
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diff --git a/content/docs/releases/RELEASE_NOTES_0.1.0.html b/content/docs/releases/RELEASE_NOTES_0.1.0.html
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@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
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+++ b/content/docs/releases/RELEASE_NOTES_0.1.0/index.html
@@ -173,7 +173,7 @@ Param update</li>
 <li><a href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node
 single GPU training</li>
 </ul>
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diff --git a/content/docs/releases/RELEASE_NOTES_0.2.0.html b/content/docs/releases/RELEASE_NOTES_0.2.0.html
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+++ b/content/docs/releases/RELEASE_NOTES_0.2.0.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
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diff --git a/content/docs/releases/RELEASE_NOTES_0.2.0/index.html b/content/docs/releases/RELEASE_NOTES_0.2.0/index.html
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+++ b/content/docs/releases/RELEASE_NOTES_0.2.0/index.html
@@ -108,7 +108,7 @@ main()</li>
 <li>[SINGA-116] Fix a bug in InnerProductLayer caused by weight matrix sharing</li>
 </ul></li>
 </ul>
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diff --git a/content/docs/releases/RELEASE_NOTES_0.3.0.html b/content/docs/releases/RELEASE_NOTES_0.3.0.html
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@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
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diff --git a/content/docs/releases/RELEASE_NOTES_0.3.0/index.html b/content/docs/releases/RELEASE_NOTES_0.3.0/index.html
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+++ b/content/docs/releases/RELEASE_NOTES_0.3.0/index.html
@@ -42,7 +42,7 @@ of popular deep learning models.</p>
 <li>[SINGA-143] The compilation cannot detect libsingagpu.so file</li>
 </ul></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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diff --git a/content/docs/releases/RELEASE_NOTES_1.0.0.html b/content/docs/releases/RELEASE_NOTES_1.0.0.html
index 627342c..5bbe1df 100644
--- a/content/docs/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/releases/RELEASE_NOTES_1.0.0.html
@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
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    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/releases/RELEASE_NOTES_1.0.0/index.html b/content/docs/releases/RELEASE_NOTES_1.0.0/index.html
index 627342c..5bbe1df 100644
--- a/content/docs/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/releases/RELEASE_NOTES_1.0.0/index.html
@@ -104,7 +104,7 @@ layer.</li>
 <li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_1.1.0.html b/content/docs/releases/RELEASE_NOTES_1.1.0.html
index 4475bf8..d3571df 100644
--- a/content/docs/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/releases/RELEASE_NOTES_1.1.0.html
@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_1.1.0/index.html b/content/docs/releases/RELEASE_NOTES_1.1.0/index.html
index 4475bf8..d3571df 100644
--- a/content/docs/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/releases/RELEASE_NOTES_1.1.0/index.html
@@ -56,7 +56,7 @@ file</li>
 Python</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_1.2.0.html b/content/docs/releases/RELEASE_NOTES_1.2.0.html
index 58e4511..890d905 100644
--- a/content/docs/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/releases/RELEASE_NOTES_1.2.0.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_1.2.0/index.html b/content/docs/releases/RELEASE_NOTES_1.2.0/index.html
index 58e4511..890d905 100644
--- a/content/docs/releases/RELEASE_NOTES_1.2.0/index.html
+++ b/content/docs/releases/RELEASE_NOTES_1.2.0/index.html
@@ -62,7 +62,7 @@ learning models over large datasets.</p>
 <li>[SINGA-369] the errors of examples in testing</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_2.0.0.html b/content/docs/releases/RELEASE_NOTES_2.0.0.html
index 16742c9..d042c6d 100644
--- a/content/docs/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/releases/RELEASE_NOTES_2.0.0.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_2.0.0/index.html b/content/docs/releases/RELEASE_NOTES_2.0.0/index.html
index 16742c9..d042c6d 100644
--- a/content/docs/releases/RELEASE_NOTES_2.0.0/index.html
+++ b/content/docs/releases/RELEASE_NOTES_2.0.0/index.html
@@ -58,7 +58,7 @@ autograd</li>
 <li>[SINGA-380] Fix bugs from Reshape</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.html b/content/docs/releases/RELEASE_NOTES_3.0.0.html
index 72472fc..e2f6435 100644
--- a/content/docs/releases/RELEASE_NOTES_3.0.0.html
+++ b/content/docs/releases/RELEASE_NOTES_3.0.0.html
@@ -94,7 +94,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html
index b0fa780..dcfdaab 100644
--- a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1/index.html b/content/docs/releases/RELEASE_NOTES_3.0.0.rc1/index.html
index b0fa780..dcfdaab 100644
--- a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1/index.html
+++ b/content/docs/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -95,7 +95,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 09/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0/index.html b/content/docs/releases/RELEASE_NOTES_3.0.0/index.html
index 72472fc..e2f6435 100644
--- a/content/docs/releases/RELEASE_NOTES_3.0.0/index.html
+++ b/content/docs/releases/RELEASE_NOTES_3.0.0/index.html
@@ -94,7 +94,7 @@ move some inputs to its attributes;</li>
 <li>Define and implement the type conversion map.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 19/04/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.1.0.html b/content/docs/releases/RELEASE_NOTES_3.1.0.html
index 98ff7ee..7a3f2fc 100644
--- a/content/docs/releases/RELEASE_NOTES_3.1.0.html
+++ b/content/docs/releases/RELEASE_NOTES_3.1.0.html
@@ -43,7 +43,7 @@ management.</p></li>
 gradient by param python object id for testing purpose.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_3.1.0/index.html b/content/docs/releases/RELEASE_NOTES_3.1.0/index.html
index 98ff7ee..7a3f2fc 100644
--- a/content/docs/releases/RELEASE_NOTES_3.1.0/index.html
+++ b/content/docs/releases/RELEASE_NOTES_3.1.0/index.html
@@ -43,7 +43,7 @@ management.</p></li>
 gradient by param python object id for testing purpose.</li>
 </ul></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 30/10/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.read [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/security.html b/content/docs/security.html
index 5fb5edc..12939ef 100644
--- a/content/docs/security.html
+++ b/content/docs/security.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>Users can report security vulnerabilities to
 <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/security/index.html b/content/docs/security/index.html
index 5fb5edc..12939ef 100644
--- a/content/docs/security/index.html
+++ b/content/docs/security/index.html
@@ -63,7 +63,7 @@
         </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license  [...]
 <p>Users can report security vulnerabilities to
 <a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" cl [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/software-stack.html b/content/docs/software-stack.html
index aefd0b3..2268524 100644
--- a/content/docs/software-stack.html
+++ b/content/docs/software-stack.html
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-heading [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/software-stack/index.html b/content/docs/software-stack/index.html
index aefd0b3..2268524 100644
--- a/content/docs/software-stack/index.html
+++ b/content/docs/software-stack/index.html
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
 <li>SingaBackend for loading onnx format model into SINGA for training and
 inference.</li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-heading [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 04/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-heading [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/source-repository.html b/content/docs/source-repository.html
index c4e242d..8b64885 100644
--- a/content/docs/source-repository.html
+++ b/content/docs/source-repository.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-lo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-lo [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/source-repository/index.html b/content/docs/source-repository/index.html
index c4e242d..8b64885 100644
--- a/content/docs/source-repository/index.html
+++ b/content/docs/source-repository/index.html
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
 <p>The code can be cloned from either repo, e.g.,</p>
 <pre><code class="hljs">git clone https://github.com/apache/singa.git
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-lo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-lo [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/team-list.html b/content/docs/team-list.html
index c8e984e..f2eb28e 100644
--- a/content/docs/team-list.html
+++ b/content/docs/team-list.html
@@ -121,7 +121,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Committers</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Committers</a> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/team-list/index.html b/content/docs/team-list/index.html
index c8e984e..f2eb28e 100644
--- a/content/docs/team-list/index.html
+++ b/content/docs/team-list/index.html
@@ -121,7 +121,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
 <tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
 </tbody>
 </table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Committers</a> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Committers</a> [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/tensor.html b/content/docs/tensor.html
index d614795..8191a10 100644
--- a/content/docs/tensor.html
+++ b/content/docs/tensor.html
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#creat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#creat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/tensor/index.html b/content/docs/tensor/index.html
index d614795..8191a10 100644
--- a/content/docs/tensor/index.html
+++ b/content/docs/tensor/index.html
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
 <p><em>work in progress</em></p>
 <h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
 <p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#creat [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 18/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#creat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/time-profiling.html b/content/docs/time-profiling.html
index 7d1b02f..992b051 100644
--- a/content/docs/time-profiling.html
+++ b/content/docs/time-profiling.html
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the Tim [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the Tim [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/time-profiling/index.html b/content/docs/time-profiling/index.html
index 7d1b02f..992b051 100644
--- a/content/docs/time-profiling/index.html
+++ b/content/docs/time-profiling/index.html
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
 <span class="hljs-string">.</span>
 <span class="hljs-string">.</span>
 </code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the Tim [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 27/09/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the Tim [...]
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    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/wheel-cpu-dev.html b/content/docs/wheel-cpu-dev.html
index 237bff6..fada079 100644
--- a/content/docs/wheel-cpu-dev.html
+++ b/content/docs/wheel-cpu-dev.html
@@ -67,7 +67,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer c [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer c [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/wheel-cpu-dev/index.html b/content/docs/wheel-cpu-dev/index.html
index 237bff6..fada079 100644
--- a/content/docs/wheel-cpu-dev/index.html
+++ b/content/docs/wheel-cpu-dev/index.html
@@ -67,7 +67,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer c [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu"><span class="arrow-prev">← </span><span>CPU only</span></a><a class="docs-next button" href="/docs/wheel-gpu"><span>CUDA enabled</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer c [...]
    The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/wheel-cpu.html b/content/docs/wheel-cpu.html
index 51d7a12..d306003 100644
--- a/content/docs/wheel-cpu.html
+++ b/content/docs/wheel-cpu.html
@@ -73,7 +73,7 @@
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300"> [...]
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diff --git a/content/docs/wheel-cpu/index.html b/content/docs/wheel-cpu/index.html
index 51d7a12..d306003 100644
--- a/content/docs/wheel-cpu/index.html
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@@ -73,7 +73,7 @@
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 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/history-singa"><span class="arrow-prev">← </span><span>History of SINGA</span></a><a class="docs-next button" href="/docs/wheel-cpu-dev"><span>CPU only (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300"> [...]
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diff --git a/content/docs/wheel-gpu-dev.html b/content/docs/wheel-gpu-dev.html
index dfa882c..2d5eb15 100644
--- a/content/docs/wheel-gpu-dev.html
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@@ -67,7 +67,7 @@
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 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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diff --git a/content/docs/wheel-gpu-dev/index.html b/content/docs/wheel-gpu-dev/index.html
index dfa882c..2d5eb15 100644
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 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 02/04/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-gpu"><span class="arrow-prev">← </span><span>CUDA enabled</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo- [...]
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diff --git a/content/docs/wheel-gpu.html b/content/docs/wheel-gpu.html
index 4d10bf8..a73527c 100644
--- a/content/docs/wheel-gpu.html
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 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
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+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a hr [...]
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diff --git a/content/docs/wheel-gpu/index.html b/content/docs/wheel-gpu/index.html
index 4d10bf8..a73527c 100644
--- a/content/docs/wheel-gpu/index.html
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 <li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
 </ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 21/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/wheel-cpu-dev"><span class="arrow-prev">← </span><span>CPU only (dev version)</span></a><a class="docs-next button" href="/docs/wheel-gpu-dev"><span>CUDA enabled (dev version)</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a hr [...]
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diff --git a/content/en/404.html b/content/en/404.html
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diff --git a/content/en/404/index.html b/content/en/404/index.html
index 2bef389..eec4a51 100644
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diff --git a/content/en/help.html b/content/en/help.html
index 64dfb6e..915ed0f 100644
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diff --git a/content/en/help/index.html b/content/en/help/index.html
index 64dfb6e..915ed0f 100644
--- a/content/en/help/index.html
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@@ -10,7 +10,7 @@
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diff --git a/content/en/index.html b/content/en/index.html
index bbc1c12..4c64e9b 100644
--- a/content/en/index.html
+++ b/content/en/index.html
@@ -10,7 +10,7 @@
 </span></div></h2><div><span><p>SINGA <a href="./docs/graph">builds a computational graph</a> to optimizes the training speed and memory footprint.</p>
 </span></div></div><div class="blockImage"><img src="/img/GraphOfMLP.png" alt="Efficiency"/></div></div></div></div></div><div class="container mainPageContainer paddingBottom paddingTop"><div class="wrapper"><div class="gridBlock"><div class="blockElement imageAlignSide imageAlignLeft twoByGridBlock"><div class="blockImage"><img src="/img/singav3.1-sw.png" alt="Usability"/></div><div class="blockContent"><h2><div><span><p>Usability</p>
 </span></div></h2><div><span><p>SINGA has a simple <a href="./docs/software-stack">software stack and Python interface</a> to improve usability.</p>
-</span></div></div></div></div></div></div><div class="productShowcaseSection paddingBottom"><h2 style="color:#904600">Users of Apache SINGA</h2><p>Apache SINGA powers the following organizations and companies...</p><div class="showcase"><a class="link" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html"><img src="/img/users/NetEase.jpg" alt="NetEase" title="NetEase"/><span class="caption">NetEase</span></a><a class="link" href="https://www.nuh.com.sg/Pages/Home.aspx"><img src="/ [...]
+</span></div></div></div></div></div></div><div class="productShowcaseSection paddingBottom"><h2 style="color:#904600">Users of Apache SINGA</h2><p>Apache SINGA powers the following organizations and companies...</p><div class="showcase"><a class="link" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html"><img src="/img/users/NetEase.jpg" alt="NetEase" title="NetEase"/><span class="caption">NetEase</span></a><a class="link" href="https://www.nuh.com.sg/Pages/Home.aspx"><img src="/ [...]
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diff --git a/content/en/users.html b/content/en/users.html
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+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
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diff --git a/content/en/users/index.html b/content/en/users/index.html
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+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
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diff --git a/content/en/versions.html b/content/en/versions.html
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+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
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diff --git a/content/en/versions/index.html b/content/en/versions/index.html
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+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/help.html b/content/help.html
index 6c12e29..6fce033 100644
--- a/content/help.html
+++ b/content/help.html
@@ -10,7 +10,7 @@
 </span></div></h2><div><span><p>Ask questions about the documentation and project</p>
 </span></div></div></div><div class="blockElement threeByGridBlock"><div class="blockContent"><h2><div><span><p>Stay up to date</p>
 </span></div></h2><div><span><p>Find out what's new with this project</p>
-</span></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></ [...]
+</span></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></ [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/help/index.html b/content/help/index.html
index 6c12e29..6fce033 100644
--- a/content/help/index.html
+++ b/content/help/index.html
@@ -10,7 +10,7 @@
 </span></div></h2><div><span><p>Ask questions about the documentation and project</p>
 </span></div></div></div><div class="blockElement threeByGridBlock"><div class="blockContent"><h2><div><span><p>Stay up to date</p>
 </span></div></h2><div><span><p>Find out what's new with this project</p>
-</span></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></ [...]
+</span></div></div></div></div></div></div></div></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Examples</a><a href="/docs/download-singa">Development</a></ [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/index.html b/content/index.html
index 1c28c08..95be012 100644
--- a/content/index.html
+++ b/content/index.html
@@ -10,7 +10,7 @@
 </span></div></h2><div><span><p>SINGA <a href="./docs/graph">builds a computational graph</a> to optimizes the training speed and memory footprint.</p>
 </span></div></div><div class="blockImage"><img src="/img/GraphOfMLP.png" alt="Efficiency"/></div></div></div></div></div><div class="container mainPageContainer paddingBottom paddingTop"><div class="wrapper"><div class="gridBlock"><div class="blockElement imageAlignSide imageAlignLeft twoByGridBlock"><div class="blockImage"><img src="/img/singav3.1-sw.png" alt="Usability"/></div><div class="blockContent"><h2><div><span><p>Usability</p>
 </span></div></h2><div><span><p>SINGA has a simple <a href="./docs/software-stack">software stack and Python interface</a> to improve usability.</p>
-</span></div></div></div></div></div></div><div class="productShowcaseSection paddingBottom"><h2 style="color:#904600">Users of Apache SINGA</h2><p>Apache SINGA powers the following organizations and companies...</p><div class="showcase"><a class="link" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html"><img src="/img/users/NetEase.jpg" alt="NetEase" title="NetEase"/><span class="caption">NetEase</span></a><a class="link" href="https://www.nuh.com.sg/Pages/Home.aspx"><img src="/ [...]
+</span></div></div></div></div></div></div><div class="productShowcaseSection paddingBottom"><h2 style="color:#904600">Users of Apache SINGA</h2><p>Apache SINGA powers the following organizations and companies...</p><div class="showcase"><a class="link" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html"><img src="/img/users/NetEase.jpg" alt="NetEase" title="NetEase"/><span class="caption">NetEase</span></a><a class="link" href="https://www.nuh.com.sg/Pages/Home.aspx"><img src="/ [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/users.html b/content/users.html
index 449e6a4..1e65197 100644
--- a/content/users.html
+++ b/content/users.html
@@ -4,7 +4,7 @@
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           )
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-        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/users/index.html b/content/users/index.html
index 449e6a4..1e65197 100644
--- a/content/users/index.html
+++ b/content/users/index.html
@@ -4,7 +4,7 @@
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           )
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-        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/versions.html b/content/versions.html
index eae9467..9d4581a 100644
--- a/content/versions.html
+++ b/content/versions.html
@@ -4,7 +4,7 @@
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-        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The
diff --git a/content/versions/index.html b/content/versions/index.html
index eae9467..9d4581a 100644
--- a/content/versions/index.html
+++ b/content/versions/index.html
@@ -4,7 +4,7 @@
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+        </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.1.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
    The Apache Software Foundation. All rights reserved.
    Apache SINGA, Apache, the Apache feather logo, and
    the Apache SINGA project logos are trademarks of The