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Posted to commits@singa.apache.org by wa...@apache.org on 2020/04/12 16:07:57 UTC
[singa-site] branch master updated: Update docs for v3.0.0.rc2
This is an automated email from the ASF dual-hosted git repository.
wangwei 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 7a21d81 Update docs for v3.0.0.rc2
7a21d81 is described below
commit 7a21d81c5327b9be8ec47611d8ceb611ab094099
Author: wang wei <wa...@gmail.com>
AuthorDate: Mon Apr 13 00:07:22 2020 +0800
Update docs for v3.0.0.rc2
---
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271 files changed, 1057 insertions(+), 1055 deletions(-)
diff --git a/content/404.html b/content/404.html
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The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
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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/blog/2017/02/12/v1-1-0.html b/content/blog/2017/02/12/v1-1-0.html
index fc42fe4..16cc439 100644
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The Apache Software Foundation. All rights reserved.
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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/blog/2018/06/09/v1-2-0.html b/content/blog/2018/06/09/v1-2-0.html
index 3b6a3af..56f2588 100644
--- a/content/blog/2018/06/09/v1-2-0.html
+++ b/content/blog/2018/06/09/v1-2-0.html
@@ -62,7 +62,7 @@
});
</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><p><str [...]
<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://feynmandna.github.io/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="si [...]
+</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://feynmandna.github.io/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="si [...]
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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/blog/2018/06/09/v1-2-0/index.html b/content/blog/2018/06/09/v1-2-0/index.html
index 3b6a3af..56f2588 100644
--- a/content/blog/2018/06/09/v1-2-0/index.html
+++ b/content/blog/2018/06/09/v1-2-0/index.html
@@ -62,7 +62,7 @@
});
</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><p><str [...]
<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://feynmandna.github.io/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="si [...]
+</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://feynmandna.github.io/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="si [...]
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diff --git a/content/blog/2018/07/16/DIBRIS.html b/content/blog/2018/07/16/DIBRIS.html
index 74dd185..86f1fa2 100644
--- a/content/blog/2018/07/16/DIBRIS.html
+++ b/content/blog/2018/07/16/DIBRIS.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/2018/07/16/DIBRIS">DIBRIS Genoa Presentation</a></h1><p class="post-meta">July 16, 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> [...]
<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://feynmandna.github.io/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"><secti [...]
+</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://feynmandna.github.io/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"><secti [...]
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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 74dd185..86f1fa2 100644
--- a/content/blog/2018/07/16/DIBRIS/index.html
+++ b/content/blog/2018/07/16/DIBRIS/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/2018/07/16/DIBRIS">DIBRIS Genoa Presentation</a></h1><p class="post-meta">July 16, 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> [...]
<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://feynmandna.github.io/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"><secti [...]
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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 89c3cb0..1b547d5 100644
--- a/content/blog/2018/12/14/DISI.html
+++ b/content/blog/2018/12/14/DISI.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/2018/12/14/DISI">DISI Trento Presentation</a></h1><p class="post-meta">December 14, 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 [...]
<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://feynmandna.github.io/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 [...]
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diff --git a/content/blog/2018/12/14/DISI/index.html b/content/blog/2018/12/14/DISI/index.html
index 89c3cb0..1b547d5 100644
--- a/content/blog/2018/12/14/DISI/index.html
+++ b/content/blog/2018/12/14/DISI/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/2018/12/14/DISI">DISI Trento Presentation</a></h1><p class="post-meta">December 14, 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 [...]
<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://feynmandna.github.io/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 [...]
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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 5f7c3ae..080fc03 100644
--- a/content/blog/2019/04/20/v2-0-0.html
+++ b/content/blog/2019/04/20/v2-0-0.html
@@ -62,7 +62,7 @@
});
</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><s [...]
<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://feynmandna.github.io/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="si [...]
+</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://feynmandna.github.io/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="si [...]
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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 5f7c3ae..080fc03 100644
--- a/content/blog/2019/04/20/v2-0-0/index.html
+++ b/content/blog/2019/04/20/v2-0-0/index.html
@@ -62,7 +62,7 @@
});
</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><s [...]
<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://feynmandna.github.io/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="si [...]
+</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://feynmandna.github.io/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="si [...]
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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 722e07e..1c177aa 100644
--- a/content/blog/2019/05/05/eu-fossa.html
+++ b/content/blog/2019/05/05/eu-fossa.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/2019/05/05/eu-fossa">EU FOSSA Apache Hackathon</a></h1><p class="post-meta">May 5, 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> [...]
<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://feynmandna.github.io/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"><sec [...]
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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 722e07e..1c177aa 100644
--- a/content/blog/2019/05/05/eu-fossa/index.html
+++ b/content/blog/2019/05/05/eu-fossa/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/2019/05/05/eu-fossa">EU FOSSA Apache Hackathon</a></h1><p class="post-meta">May 5, 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> [...]
<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://feynmandna.github.io/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"><sec [...]
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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 f9e7d16..9d3b873 100644
--- a/content/blog/2019/06/27/google-summer-of-code.html
+++ b/content/blog/2019/06/27/google-summer-of-code.html
@@ -62,7 +62,7 @@
});
</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 [...]
<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://feynmandna.github.io/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 [...]
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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 f9e7d16..9d3b873 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
@@ -62,7 +62,7 @@
});
</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 [...]
<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://feynmandna.github.io/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 [...]
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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 12a38fc..6b6d909 100644
--- a/content/blog/2019/08/16/imda.html
+++ b/content/blog/2019/08/16/imda.html
@@ -65,7 +65,7 @@
<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://feynmandna.github.io/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"><secti [...]
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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/blog/2019/08/16/imda/index.html b/content/blog/2019/08/16/imda/index.html
index 12a38fc..6b6d909 100644
--- a/content/blog/2019/08/16/imda/index.html
+++ b/content/blog/2019/08/16/imda/index.html
@@ -65,7 +65,7 @@
<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://feynmandna.github.io/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"><secti [...]
+</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://feynmandna.github.io/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"><secti [...]
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diff --git a/content/blog/2019/10/03/foodlg-with-singa.html b/content/blog/2019/10/03/foodlg-with-singa.html
index 7abe68a..7edf716 100644
--- a/content/blog/2019/10/03/foodlg-with-singa.html
+++ b/content/blog/2019/10/03/foodlg-with-singa.html
@@ -67,7 +67,7 @@ SINGA and this app can now be downloaded on the
<a href="https://play.google.com/store/apps/details?id=com.nusidmi.foodlg&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://feynmandna.github.io/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="foote [...]
+</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://feynmandna.github.io/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="foote [...]
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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 7abe68a..7edf716 100644
--- a/content/blog/2019/10/03/foodlg-with-singa/index.html
+++ b/content/blog/2019/10/03/foodlg-with-singa/index.html
@@ -67,7 +67,7 @@ SINGA and this app can now be downloaded on the
<a href="https://play.google.com/store/apps/details?id=com.nusidmi.foodlg&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://feynmandna.github.io/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="foote [...]
+</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://feynmandna.github.io/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="foote [...]
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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 474ee97..7d21018 100644
--- a/content/blog/2019/10/16/graduate-tlp.html
+++ b/content/blog/2019/10/16/graduate-tlp.html
@@ -84,7 +84,7 @@ 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://feynmandna.github.io/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 [...]
+</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://feynmandna.github.io/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 [...]
The Apache Software Foundation. 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/index.html b/content/blog/2019/10/16/graduate-tlp/index.html
index 474ee97..7d21018 100644
--- a/content/blog/2019/10/16/graduate-tlp/index.html
+++ b/content/blog/2019/10/16/graduate-tlp/index.html
@@ -84,7 +84,7 @@ 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://feynmandna.github.io/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 [...]
+</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://feynmandna.github.io/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 [...]
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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/blog/index.html b/content/blog/index.html
index fa58239..cdfdd47 100644
--- a/content/blog/index.html
+++ b/content/blog/index.html
@@ -99,7 +99,7 @@ December 2018.</p>
<a href="/docs/download-singa.html#incubating-v120-6-june-2018">Download SINGA v1.2.0</a></p>
</span></div></article></div><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="post-content"><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></article></div><div class="docs-prevnext"></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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href="/docs/download-singa"> [...]
+</span></div></article></div><div class="docs-prevnext"></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 href="/docs/examples">Examples</a><a href="/docs [...]
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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 9ee6531..40e7c66 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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the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/autograd/index.html b/content/docs/2.0.0/autograd/index.html
index 9ee6531..40e7c66 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>
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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 8727600..10ae207 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>
-</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 [...]
+</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 8727600..10ae207 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>
-</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 [...]
+</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 [...]
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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/build.html b/content/docs/2.0.0/build.html
index 856ca84..6390e19 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=<path to the lib file folder>
</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/download-singa"><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="# [...]
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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/build/index.html b/content/docs/2.0.0/build/index.html
index 856ca84..6390e19 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=<path to the lib file folder>
</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>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/download-singa"><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="# [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/download-singa"><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="# [...]
The Apache Software Foundation. All 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 2ba8815..bfb1086 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 <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
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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/contribute-code/index.html b/content/docs/2.0.0/contribute-code/index.html
index 2ba8815..bfb1086 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 <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
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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/contribute-docs.html b/content/docs/2.0.0/contribute-docs.html
index 2bbee0e..8ff91a5 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
"description": "# spell check only for cpp comments"
}
</code></pre>
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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/contribute-docs/index.html b/content/docs/2.0.0/contribute-docs/index.html
index 2bbee0e..8ff91a5 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
"description": "# spell check only for cpp comments"
}
</code></pre>
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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/device.html b/content/docs/2.0.0/device.html
index defb677..fb9ba89 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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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/device/index.html b/content/docs/2.0.0/device/index.html
index defb677..fb9ba89 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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The Apache Software Foundation. All 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/download-singa.html b/content/docs/2.0.0/download-singa.html
index eb55ce4..d1aa418 100644
--- a/content/docs/2.0.0/download-singa.html
+++ b/content/docs/2.0.0/download-singa.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>
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+</span></div></article></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 href="#incubating-v200-20-april-2019">Incubating v2.0.0 (20 April 2019 [...]
The Apache Software Foundation. All 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/download-singa/index.html b/content/docs/2.0.0/download-singa/index.html
index eb55ce4..d1aa418 100644
--- a/content/docs/2.0.0/download-singa/index.html
+++ b/content/docs/2.0.0/download-singa/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>
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+</span></div></article></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 href="#incubating-v200-20-april-2019">Incubating v2.0.0 (20 April 2019 [...]
The Apache Software Foundation. All 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 451203c..418afc2 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 451203c..418afc2 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 [...]
+</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/how-to-release.html b/content/docs/2.0.0/how-to-release.html
index ba17889..1bf4f60 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>
-</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 [...]
+</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 ba17889..1bf4f60 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>
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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/initializer.html b/content/docs/2.0.0/initializer.html
index f298eb9..05b448d 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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diff --git a/content/docs/2.0.0/initializer/index.html b/content/docs/2.0.0/initializer/index.html
index f298eb9..05b448d 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 [...]
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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/install-win.html b/content/docs/2.0.0/install-win.html
index 141128e..639d251 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>
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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 141128e..639d251 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>
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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="#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 913291a..3809645 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 "Fatal Python error: PyThreadState_Get: no current thread Abort trap: 6"</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 <path to _singa_wrap.so></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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diff --git a/content/docs/2.0.0/installation/index.html b/content/docs/2.0.0/installation/index.html
index 913291a..3809645 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 "Fatal Python error: PyThreadState_Get: no current thread Abort trap: 6"</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 <path to _singa_wrap.so></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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diff --git a/content/docs/2.0.0/issue-tracking.html b/content/docs/2.0.0/issue-tracking.html
index c844866..19dfad7 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>
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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/issue-tracking/index.html b/content/docs/2.0.0/issue-tracking/index.html
index c844866..19dfad7 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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index 67e4b2a..854160f 100644
--- a/content/docs/2.0.0/layer.html
+++ b/content/docs/2.0.0/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>2.0.0</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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diff --git a/content/docs/2.0.0/layer/index.html b/content/docs/2.0.0/layer/index.html
index 67e4b2a..854160f 100644
--- a/content/docs/2.0.0/layer/index.html
+++ b/content/docs/2.0.0/layer/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 [...]
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<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 c693b71..69fc813 100644
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diff --git a/content/docs/2.0.0/model-zoo-char-rnn.html b/content/docs/2.0.0/model-zoo-char-rnn.html
index 3c53ada..eaa4fad 100644
--- a/content/docs/2.0.0/model-zoo-char-rnn.html
+++ 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 <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 3c53ada..eaa4fad 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 <std'
</code></pre>
<p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
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+</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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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 6f60bc1..7c4da2d 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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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 6f60bc1..7c4da2d 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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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 49d7d97..cabcfbe 100644
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+++ b/content/docs/2.0.0/model-zoo-imagenet-alexnet.html
@@ -108,7 +108,7 @@
<li><code>-nthreads <int></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/2.0.0/model-zoo-imagenet-alexnet/index.html b/content/docs/2.0.0/model-zoo-imagenet-alexnet/index.html
index 49d7d97..cabcfbe 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 <int></code>: the number of threads to load data which feed to the model.</li>
</ul></li>
</ul>
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the Apache SINGA project logos are trademarks of The
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 2b6c25c..77fc63e 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>
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the Apache SINGA project logos are trademarks of The
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 2b6c25c..77fc63e 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>
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the Apache SINGA project logos are trademarks of The
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 3cb8503..0ae82c5 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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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-googlenet/index.html b/content/docs/2.0.0/model-zoo-imagenet-googlenet/index.html
index 3cb8503..0ae82c5 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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the Apache SINGA project logos are trademarks of The
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 46e9965..50986a3 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 46e9965..50986a3 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">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
</code></pre>
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The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/model-zoo-imagenet-resnet.html b/content/docs/2.0.0/model-zoo-imagenet-resnet.html
index 80ad1a5..ef01148 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-resnet.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-resnet.html
@@ -99,7 +99,7 @@
<p>Usage:</p>
<pre><code class="hljs">$ <span class="hljs-keyword">python</span> convert.<span class="hljs-keyword">py</span> -h
</code></pre>
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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/model-zoo-imagenet-resnet/index.html b/content/docs/2.0.0/model-zoo-imagenet-resnet/index.html
index 80ad1a5..ef01148 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>
-</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> [...]
The Apache Software Foundation. All 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/model-zoo-imagenet-vgg.html b/content/docs/2.0.0/model-zoo-imagenet-vgg.html
index d8a0dc5..a3d8e70 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-vgg.html
+++ 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">$</span><span class="bash"> python convert.py -h</span>
</code></pre>
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The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/model-zoo-imagenet-vgg/index.html b/content/docs/2.0.0/model-zoo-imagenet-vgg/index.html
index d8a0dc5..a3d8e70 100644
--- a/content/docs/2.0.0/model-zoo-imagenet-vgg/index.html
+++ b/content/docs/2.0.0/model-zoo-imagenet-vgg/index.html
@@ -97,7 +97,7 @@
<p>Usage:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python convert.py -h</span>
</code></pre>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/model-zoo-imagenet-resnet"><span class="arrow-prev">← </span><span>Previous</span></a><a class="docs-next button" href="/docs/2.0.0/download-singa"><span>Download SINGA</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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The Apache Software Foundation. All 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/model-zoo-rbm-mnist.html b/content/docs/2.0.0/model-zoo-rbm-mnist.html
index a754841..0f8d267 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 a754841..0f8d267 100644
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+++ 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>
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index 178afca..5302d2d 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>
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index 178afca..5302d2d 100644
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+++ 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>
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index 3b92f47..d1ef6a0 100644
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+++ b/content/docs/2.0.0/optimizer.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 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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@@ -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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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 34fb5fe..dcfb0d7 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>
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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 34fb5fe..dcfb0d7 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>
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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 c2d94c6..8045807 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>
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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 c2d94c6..8045807 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>
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index ba70ae9..d4f9efa 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>
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index ba70ae9..d4f9efa 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>
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index c4da54f..fe877ba 100644
--- 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
@@ -98,7 +98,7 @@
<li>[SINGA-172] Add CMake supporting for Cuda and Cudnn libs</li>
</ul></li>
</ul>
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+</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
the Apache SINGA project logos are trademarks of The
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 c4da54f..fe877ba 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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href= [...]
+</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
the Apache SINGA project logos are trademarks of The
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 b415c74..6525356 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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href= [...]
+</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
the Apache SINGA project logos are trademarks of The
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 b415c74..6525356 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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href= [...]
+</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
the Apache SINGA project logos are trademarks of The
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 2e4ced9..3871305 100644
--- 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
@@ -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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href= [...]
+</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
the Apache SINGA project logos are trademarks of The
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
index 2e4ced9..3871305 100644
--- 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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href= [...]
+</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
the Apache SINGA project logos are trademarks of The
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 02123b1..1e62c54 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>
-</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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href= [...]
+</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
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 02123b1..1e62c54 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/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href= [...]
+</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
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/security.html b/content/docs/2.0.0/security.html
index ef954a0..afe523c 100644
--- a/content/docs/2.0.0/security.html
+++ b/content/docs/2.0.0/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>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="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/2.0.0/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 href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/2.0.0/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 href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt [...]
The Apache Software Foundation. All 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/security/index.html b/content/docs/2.0.0/security/index.html
index ef954a0..afe523c 100644
--- a/content/docs/2.0.0/security/index.html
+++ b/content/docs/2.0.0/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>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="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/2.0.0/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 href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/2.0.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/2.0.0/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 href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt [...]
The Apache Software Foundation. All 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/software-stack.html b/content/docs/2.0.0/software-stack.html
index 38292ff..86731f7 100644
--- a/content/docs/2.0.0/software-stack.html
+++ b/content/docs/2.0.0/software-stack.html
@@ -101,7 +101,7 @@
<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></ [...]
+</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></ [...]
The Apache Software Foundation. All 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/software-stack/index.html b/content/docs/2.0.0/software-stack/index.html
index 38292ff..86731f7 100644
--- a/content/docs/2.0.0/software-stack/index.html
+++ b/content/docs/2.0.0/software-stack/index.html
@@ -101,7 +101,7 @@
<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></ [...]
+</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></ [...]
The Apache Software Foundation. All 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/source-repository.html b/content/docs/2.0.0/source-repository.html
index e0582cb..2fd09d4 100644
--- a/content/docs/2.0.0/source-repository.html
+++ b/content/docs/2.0.0/source-repository.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>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/2.0.0/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="#web-access">Web Access</a></li><li><a href="#contributors">Contributors</a></li><li><a href="#committers">Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="n [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/2.0.0/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="#web-access">Web Access</a></li><li><a href="#contributors">Contributors</a></li><li><a href="#committers">Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="n [...]
The Apache Software Foundation. All 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/source-repository/index.html b/content/docs/2.0.0/source-repository/index.html
index e0582cb..2fd09d4 100644
--- a/content/docs/2.0.0/source-repository/index.html
+++ 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>
-</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/2.0.0/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="#web-access">Web Access</a></li><li><a href="#contributors">Contributors</a></li><li><a href="#committers">Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="n [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/2.0.0/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="#web-access">Web Access</a></li><li><a href="#contributors">Contributors</a></li><li><a href="#committers">Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="n [...]
The Apache Software Foundation. All 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/team-list.html b/content/docs/2.0.0/team-list.html
index 012d043..37ead73 100644
--- 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>
-</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></ [...]
+</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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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/team-list/index.html b/content/docs/2.0.0/team-list/index.html
index 012d043..37ead73 100644
--- a/content/docs/2.0.0/team-list/index.html
+++ b/content/docs/2.0.0/team-list/index.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>
-</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/tensor.html b/content/docs/2.0.0/tensor.html
index 618179d..c634956 100644
--- 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>
-</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 [...]
+</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 [...]
The Apache Software Foundation. All 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/tensor/index.html b/content/docs/2.0.0/tensor/index.html
index 618179d..c634956 100644
--- 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>
-</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 [...]
+</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
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/autograd.html b/content/docs/autograd.html
index 1592bf7..faa7b3a 100644
--- a/content/docs/autograd.html
+++ b/content/docs/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 4/9/2020</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/graph"><span>Computational Graph</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 4/9/2020</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/graph"><span>Computational Graph</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>< [...]
The Apache Software Foundation. All 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 1592bf7..faa7b3a 100644
--- a/content/docs/autograd/index.html
+++ b/content/docs/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 4/9/2020</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/graph"><span>Computational Graph</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 4/9/2020</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/graph"><span>Computational Graph</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>< [...]
The Apache Software Foundation. All 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 3e1bcfc..2ca5767 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 3e1bcfc..2ca5767 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 c7436f5..2e41ce0 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 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/download-singa"><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 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/download-singa"><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 [...]
The Apache Software Foundation. All 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 c7436f5..2e41ce0 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 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/download-singa"><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 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/download-singa"><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 [...]
The Apache Software Foundation. All 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 6515e5a..5dd326c 100644
--- a/content/docs/contribute-code.html
+++ b/content/docs/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 4/2/2020</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 Style< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 Style< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/contribute-code/index.html b/content/docs/contribute-code/index.html
index 6515e5a..5dd326c 100644
--- a/content/docs/contribute-code/index.html
+++ b/content/docs/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 4/2/2020</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 Style< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 Style< [...]
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Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/contribute-docs.html b/content/docs/contribute-docs.html
index 9ba0408..fc46305 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>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 File [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 File [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/contribute-docs/index.html b/content/docs/contribute-docs/index.html
index 9ba0408..fc46305 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>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 File [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 File [...]
The Apache Software Foundation. All 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 ef920be..564e0e1 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 4/9/2020</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">Exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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">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/device/index.html b/content/docs/device/index.html
index ef920be..564e0e1 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 4/9/2020</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">Exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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">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/dist-train.html b/content/docs/dist-train.html
index d105218..e200c5d 100644
--- a/content/docs/dist-train.html
+++ b/content/docs/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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Computational Graph</span></a><a class="docs-next button" href="/docs/download-singa"><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 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Computational Graph</span></a><a class="docs-next button" href="/docs/download-singa"><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 [...]
The Apache Software Foundation. All 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 d105218..e200c5d 100644
--- a/content/docs/dist-train/index.html
+++ b/content/docs/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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Computational Graph</span></a><a class="docs-next button" href="/docs/download-singa"><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 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Computational Graph</span></a><a class="docs-next button" href="/docs/download-singa"><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 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/download-singa.html b/content/docs/download-singa.html
index 365deae..d4dc0b1 100644
--- a/content/docs/download-singa.html
+++ b/content/docs/download-singa.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 4/2/2020</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/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="#incubatin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/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="#incubatin [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/download-singa/index.html b/content/docs/download-singa/index.html
index 365deae..d4dc0b1 100644
--- a/content/docs/download-singa/index.html
+++ b/content/docs/download-singa/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 4/2/2020</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/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="#incubatin [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/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="#incubatin [...]
The Apache Software Foundation. All 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 1146cc6..404e33b 100644
--- a/content/docs/examples.html
+++ b/content/docs/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 4/9/2020</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 4/9/2020</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 1146cc6..404e33b 100644
--- a/content/docs/examples/index.html
+++ b/content/docs/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 4/9/2020</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 4/9/2020</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 8dd622c..d76306c 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 4/2/2020</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 cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 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/git-workflow/index.html b/content/docs/git-workflow/index.html
index 8dd622c..d76306c 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 4/2/2020</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 cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 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/graph.html b/content/docs/graph.html
index 568407b..0562c22 100644
--- a/content/docs/graph.html
+++ b/content/docs/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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/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 Computational Graph</a><u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/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 Computational Graph</a><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/graph/index.html b/content/docs/graph/index.html
index 568407b..0562c22 100644
--- a/content/docs/graph/index.html
+++ b/content/docs/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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/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 Computational Graph</a><u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/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 Computational Graph</a><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/history-singa.html b/content/docs/history-singa.html
index b7a0e18..5cee8c1 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 4/2/2020</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></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"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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></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"> [...]
The Apache Software Foundation. All 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 b7a0e18..5cee8c1 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 4/2/2020</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></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"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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></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"> [...]
The Apache Software Foundation. All 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 9fe342e..99f90ae 100644
--- a/content/docs/how-to-release.html
+++ b/content/docs/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 4/2/2020</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="sit [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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="sit [...]
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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/how-to-release/index.html b/content/docs/how-to-release/index.html
index 9fe342e..99f90ae 100644
--- a/content/docs/how-to-release/index.html
+++ b/content/docs/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>
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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/initializer.html b/content/docs/initializer.html
index 9d852b1..c973dcc 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>3.0.0.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- [...]
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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
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/initializer/index.html b/content/docs/initializer/index.html
index 9d852b1..c973dcc 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>3.0.0.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- [...]
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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/install-win.html b/content/docs/install-win.html
index df90e13..180a35e 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 4/2/2020</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 suppo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 suppo [...]
The Apache Software Foundation. All 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 df90e13..180a35e 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 4/2/2020</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 suppo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 suppo [...]
The Apache Software Foundation. All 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 4919b77..8a78a06 100644
--- a/content/docs/installation.html
+++ b/content/docs/installation.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></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 4/9/2020</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="#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> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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="#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> [...]
The Apache Software Foundation. All 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 4919b77..8a78a06 100644
--- a/content/docs/installation/index.html
+++ b/content/docs/installation/index.html
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></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 4/9/2020</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="#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> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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="#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> [...]
The Apache Software Foundation. All 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 ae66fde..be9c871 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 4/2/2020</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="n [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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="n [...]
The Apache Software Foundation. All 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 ae66fde..be9c871 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 4/2/2020</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="n [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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="n [...]
The Apache Software Foundation. All 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 4412372..1d850d5 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>3.0.0.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- [...]
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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/layer/index.html b/content/docs/layer/index.html
index 4412372..1d850d5 100644
--- a/content/docs/layer/index.html
+++ b/content/docs/layer/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 [...]
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<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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@@ -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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diff --git a/content/docs/model-zoo-char-rnn.html b/content/docs/model-zoo-char-rnn.html
index af6d497..69ce27e 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 <std'
</code></pre>
<p>Please replace 'model.bin' with the path to one of the checkpoint paths.</p>
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index af6d497..69ce27e 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 <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 5f9913a..ae6ffc4 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 5f9913a..ae6ffc4 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 e438413..78517b1 100644
--- a/content/docs/model-zoo-imagenet-alexnet.html
+++ b/content/docs/model-zoo-imagenet-alexnet.html
@@ -52,7 +52,7 @@
<li><code>-nthreads <int></code>: the number of threads to load data which feed to the model.</li>
</ul></li>
</ul>
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the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-alexnet/index.html b/content/docs/model-zoo-imagenet-alexnet/index.html
index e438413..78517b1 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 <int></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-densenet.html b/content/docs/model-zoo-imagenet-densenet.html
index 567ea38..84ec5c6 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 [...]
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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 567ea38..84ec5c6 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>
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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-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-googlenet.html b/content/docs/model-zoo-imagenet-googlenet.html
index e873970..64468d1 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 [...]
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diff --git a/content/docs/model-zoo-imagenet-googlenet/index.html b/content/docs/model-zoo-imagenet-googlenet/index.html
index e873970..64468d1 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>
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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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diff --git a/content/docs/model-zoo-imagenet-inception.html b/content/docs/model-zoo-imagenet-inception.html
index f0eeb9e..3539413 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>
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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/model-zoo-imagenet-inception/index.html b/content/docs/model-zoo-imagenet-inception/index.html
index f0eeb9e..3539413 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">$</span><span class="bash"> python convert.py --file_name=inception_v4.ckpt</span>
</code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#run-the-program">Run the program</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
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diff --git a/content/docs/model-zoo-imagenet-resnet.html b/content/docs/model-zoo-imagenet-resnet.html
index 23b7f8c..a195fb2 100644
--- a/content/docs/model-zoo-imagenet-resnet.html
+++ b/content/docs/model-zoo-imagenet-resnet.html
@@ -43,7 +43,7 @@
<p>Usage:</p>
<pre><code class="hljs">$ <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=" [...]
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the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-resnet/index.html b/content/docs/model-zoo-imagenet-resnet/index.html
index 23b7f8c..a195fb2 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=" [...]
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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-vgg.html b/content/docs/model-zoo-imagenet-vgg.html
index 7036571..5b27723 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">$</span><span class="bash"> python convert.py -h</span>
</code></pre>
-</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#instructions">Instructions</a><ul class="toc-headings"><li><a href="#download">Download</a></li><li><a href="#usage">Usage</a></li><li><a href="#example">Example</a></li><li><a href="#submit-images-for-classification">Submit images for classification</a></li></ul></li><li><a href="#details">Details</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
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Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/model-zoo-imagenet-vgg/index.html b/content/docs/model-zoo-imagenet-vgg/index.html
index 7036571..5b27723 100644
--- a/content/docs/model-zoo-imagenet-vgg/index.html
+++ b/content/docs/model-zoo-imagenet-vgg/index.html
@@ -41,7 +41,7 @@
<p>Usage:</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">$</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=" [...]
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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-rbm-mnist.html b/content/docs/model-zoo-rbm-mnist.html
index 074b2c9..940809d 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>
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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-rbm-mnist/index.html b/content/docs/model-zoo-rbm-mnist/index.html
index 074b2c9..940809d 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= [...]
+</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/next/autograd.html b/content/docs/next/autograd.html
index c6ae644..6fac9bb 100644
--- a/content/docs/next/autograd.html
+++ b/content/docs/next/autograd.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/graph"><span>Computational Graph</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-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/graph"><span>Computational Graph</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-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/autograd/index.html b/content/docs/next/autograd/index.html
index c6ae644..6fac9bb 100644
--- a/content/docs/next/autograd/index.html
+++ b/content/docs/next/autograd/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/graph"><span>Computational Graph</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-headi [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/next/graph"><span>Computational Graph</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-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/benchmark-train.html b/content/docs/next/benchmark-train.html
index 3d6b031..5322aa5 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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/benchmark-train/index.html b/content/docs/next/benchmark-train/index.html
index 3d6b031..5322aa5 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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/build.html b/content/docs/next/build.html
index 936caab..d37c215 100644
--- a/content/docs/next/build.html
+++ b/content/docs/next/build.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/download-singa"><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 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/download-singa"><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 [...]
The Apache Software Foundation. All 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/build/index.html b/content/docs/next/build/index.html
index 936caab..d37c215 100644
--- a/content/docs/next/build/index.html
+++ b/content/docs/next/build/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/download-singa"><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 [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/download-singa"><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 [...]
The Apache Software Foundation. All 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/contribute-code.html b/content/docs/next/contribute-code.html
index 82f5811..65197d9 100644
--- a/content/docs/next/contribute-code.html
+++ b/content/docs/next/contribute-code.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -104,11 +104,17 @@ different PRs would be identical to get rid of github pull request conflicts.</p
<p>First, install LLVM 9.0 which provides clang-format version 9.0.0. The download
page of LLVM is:</p>
<ul>
-<li><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></li>
+<li><p><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></p>
+<ul>
+<li><p>On Ubuntu</p>
+<pre><code class="hljs css language-sh">sudo apt-get install clang-format-9
+</code></pre></li>
+<li><p>On Windows. Download the pre-built package and install</p></li>
+</ul></li>
</ul>
<p>Second, install cpplint, pylint and yapf</p>
<ul>
-<li><p>OSX:</p>
+<li><p>Ubuntu or OSX:</p>
<pre><code class="hljs"><span class="hljs-meta">$</span><span class="bash"> sudo pip install cpplint</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">which</span> cpplint</span>
/path/to/cpplint
@@ -149,7 +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 4/2/2020</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">Cod [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</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">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/next/contribute-code/index.html b/content/docs/next/contribute-code/index.html
index 82f5811..65197d9 100644
--- a/content/docs/next/contribute-code/index.html
+++ b/content/docs/next/contribute-code/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -104,11 +104,17 @@ different PRs would be identical to get rid of github pull request conflicts.</p
<p>First, install LLVM 9.0 which provides clang-format version 9.0.0. The download
page of LLVM is:</p>
<ul>
-<li><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></li>
+<li><p><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></p>
+<ul>
+<li><p>On Ubuntu</p>
+<pre><code class="hljs css language-sh">sudo apt-get install clang-format-9
+</code></pre></li>
+<li><p>On Windows. Download the pre-built package and install</p></li>
+</ul></li>
</ul>
<p>Second, install cpplint, pylint and yapf</p>
<ul>
-<li><p>OSX:</p>
+<li><p>Ubuntu or OSX:</p>
<pre><code class="hljs"><span class="hljs-meta">$</span><span class="bash"> sudo pip install cpplint</span>
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">which</span> cpplint</span>
/path/to/cpplint
@@ -149,7 +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 4/2/2020</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">Cod [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</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">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/next/contribute-docs.html b/content/docs/next/contribute-docs.html
index 677b7b6..32b9c60 100644
--- a/content/docs/next/contribute-docs.html
+++ b/content/docs/next/contribute-docs.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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">Mar [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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">Mar [...]
The Apache Software Foundation. All 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/contribute-docs/index.html b/content/docs/next/contribute-docs/index.html
index 677b7b6..32b9c60 100644
--- a/content/docs/next/contribute-docs/index.html
+++ b/content/docs/next/contribute-docs/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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">Mar [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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">Mar [...]
The Apache Software Foundation. All 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.html b/content/docs/next/device.html
index f1ecfab..8d7be76 100644
--- a/content/docs/next/device.html
+++ b/content/docs/next/device.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</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-u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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-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/next/device/index.html b/content/docs/next/device/index.html
index f1ecfab..8d7be76 100644
--- a/content/docs/next/device/index.html
+++ b/content/docs/next/device/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</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-u [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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-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/next/dist-train.html b/content/docs/next/dist-train.html
index 118f24f..7c349a3 100644
--- a/content/docs/next/dist-train.html
+++ b/content/docs/next/dist-train.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Computational Graph</span></a><a class="docs-next button" href="/docs/next/download-singa"><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">< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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/download-singa"><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="#exa [...]
The Apache Software Foundation. All 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/dist-train/index.html b/content/docs/next/dist-train/index.html
index 118f24f..7c349a3 100644
--- a/content/docs/next/dist-train/index.html
+++ b/content/docs/next/dist-train/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Computational Graph</span></a><a class="docs-next button" href="/docs/next/download-singa"><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">< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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/download-singa"><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="#exa [...]
The Apache Software Foundation. All 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/download-singa.html b/content/docs/next/download-singa.html
index 591872a..866f50e 100644
--- a/content/docs/next/download-singa.html
+++ b/content/docs/next/download-singa.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -60,11 +60,11 @@
};
}
});
- </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/download-singa.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Download SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
+ </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/download.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Download SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor li [...]
<h2><a class="anchor" aria-hidden="true" id="verify"></a><a href="#verify" 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. [...]
<p>To verify the downloaded tar.gz file, download the
-<a href="https://www.apache.org/dist/incubator/singa/KEYS">KEYS</a> and ASC files and then
-execute the following commands</p>
+<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a> and ASC files and then execute
+the following commands</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">%</span><span class="bash"> gpg --import KEYS</span>
<span class="hljs-meta">%</span><span class="bash"> gpg --verify downloaded_file.asc downloaded_file</span>
</code></pre>
@@ -82,7 +82,7 @@ execute the following commands</p>
<li>Improve the CPP operations via Intel MKL DNN lib</li>
<li>Implement tensor broadcasting</li>
<li>Move Docker images under Apache user name</li>
-<li>Update depdent lib versions in conda-build config</li>
+<li>Update dependent lib versions in conda-build config</li>
</ul></li>
</ul>
<h2><a class="anchor" aria-hidden="true" id="incubating-v120-6-june-2018"></a><a href="#incubating-v120-6-june-2018" 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 1 [...]
@@ -222,18 +222,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-<blockquote>
-<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 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 4/2/2020</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/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 4/2/2020</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/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/download-singa/index.html b/content/docs/next/download-singa/index.html
index 591872a..866f50e 100644
--- a/content/docs/next/download-singa/index.html
+++ b/content/docs/next/download-singa/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -60,11 +60,11 @@
};
}
});
- </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/download-singa.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Download SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
+ </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/download.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Download SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor li [...]
<h2><a class="anchor" aria-hidden="true" id="verify"></a><a href="#verify" 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. [...]
<p>To verify the downloaded tar.gz file, download the
-<a href="https://www.apache.org/dist/incubator/singa/KEYS">KEYS</a> and ASC files and then
-execute the following commands</p>
+<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a> and ASC files and then execute
+the following commands</p>
<pre><code class="hljs css language-shell"><span class="hljs-meta">%</span><span class="bash"> gpg --import KEYS</span>
<span class="hljs-meta">%</span><span class="bash"> gpg --verify downloaded_file.asc downloaded_file</span>
</code></pre>
@@ -82,7 +82,7 @@ execute the following commands</p>
<li>Improve the CPP operations via Intel MKL DNN lib</li>
<li>Implement tensor broadcasting</li>
<li>Move Docker images under Apache user name</li>
-<li>Update depdent lib versions in conda-build config</li>
+<li>Update dependent lib versions in conda-build config</li>
</ul></li>
</ul>
<h2><a class="anchor" aria-hidden="true" id="incubating-v120-6-june-2018"></a><a href="#incubating-v120-6-june-2018" 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 1 [...]
@@ -222,18 +222,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-<blockquote>
-<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 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 4/2/2020</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/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 4/2/2020</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/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 8a40eab..8fe3761 100644
--- a/content/docs/next/examples.html
+++ b/content/docs/next/examples.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</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><li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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><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 8a40eab..8fe3761 100644
--- a/content/docs/next/examples/index.html
+++ b/content/docs/next/examples/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</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><li [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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><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 e9cb1f1..27d675d 100644
--- a/content/docs/next/git-workflow.html
+++ b/content/docs/next/git-workflow.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/2/2020</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"><secti [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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"><secti [...]
The Apache Software Foundation. All 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 e9cb1f1..27d675d 100644
--- a/content/docs/next/git-workflow/index.html
+++ b/content/docs/next/git-workflow/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/2/2020</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"><secti [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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"><secti [...]
The Apache Software Foundation. All 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 fe42c02..6dd0cdd 100644
--- a/content/docs/next/graph.html
+++ b/content/docs/next/graph.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -61,87 +61,26 @@
}
});
</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/graph.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Computational Graph</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor l [...]
-<p>SINGA can buffering operations to create a computational graph (CG). With the
-computational graph, SINGA can schedule the execution of operations as well as
-the memory allocation and release. It makes training more efficient while using
-less memory.</p>
-<h2><a class="anchor" aria-hidden="true" id="about-computational-graph"></a><a href="#about-computational-graph" 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 [...]
-<h3><a class="anchor" aria-hidden="true" id="introduction"></a><a href="#introduction" 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. [...]
-<p>Computational graph is used to represent networks of the flow of computation. It
-is composed of many nodes and edges, where nodes represent various operations
-and edges represent data. In deep neural networks, nodes are tensor-based
-operations such as convolution and edges are tensors.</p>
-<p>The entire neural network is equivalent to a computational graph, all neural
-networks can correspond to a calculation graph. By representing the neural
-network as a calculation graph, some optimizations for neural networks can be
-performed on the calculation graph.</p>
-<h3><a class="anchor" aria-hidden="true" id="pipeline"></a><a href="#pipeline" 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>The whole process of using the calculational graph to represent the model and
-execute the graph consists of roughly four steps. The whole process is actually
-similar to compiling. We first describe the program with code, then translate
-the program into intermediate code, then optimize the intermediate code and
-finally come up with many ways to efficiently execute the code. In neural
-networks, the intermediate code is the calculation graph. We can optimize
-through techniques like common sub-expression elimination. When the computer
-executes the compiled binary file, it can be efficiently executed by using
-multi-thread technology, and the same as the execution of the calculation graph.
-Therefore, some ideas of compilation principles can also be used in the
-optimization of calculation graphs.</p>
-<ul>
-<li><p>Write the python code for the model.</p></li>
-<li><p>Construct the computational graph based on the python code.</p></li>
-<li><p>Optimize the computational graph.</p></li>
-<li><p>Execute the computational graph efficiently.</p></li>
-</ul>
-<p>Figure 1 shows a simple example of going through the entire process.</p>
-<p><img src="assets/GraphPipeline.png" alt="The pipeline of using computational graph" style="zoom:40%;" /></p>
-<p><br/><strong>Figure 1 - The pipeline of using computational graph</strong></p>
-<h3><a class="anchor" aria-hidden="true" id="an-example-of-mlp"></a><a href="#an-example-of-mlp" 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- [...]
-<p>A simple MLP model can be constructed on the Python side by using some APIs of
-SINGA.</p>
-<pre><code class="hljs css language-python">x = autograd.matmul(inputs, w0)
-x = autograd.add_bias(x, b0)
-x = autograd.relu(x)
-x = autograd.matmul(x, w1)
-x = autograd.add_bias(x, b1)
-loss = autograd.softmax_cross_entropy(x, target)
-sgd.backward_and_update(loss)
-</code></pre>
-<p>When the model is defined, there is actually a calculation graph corresponding
-to it. This calculation graph contains the calculations that the entire SINGA
-will perform. Figure 2 shows the computational graph corresponding to the MLP
-model defined above.</p>
-<p><img src="/docs/assets/GraphOfMLP.png" alt="The computational graph of MLP"></p>
-<p><br/><strong>Figure 2 - The computational graph of MLP</strong></p>
-<h2><a class="anchor" aria-hidden="true" id="features"></a><a href="#features" 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>There are four main components of a computational graph in SINGA, namely (i)
-Computational graph construction, (ii) Lazy allocation, (iii) Automatic
-recycling, (iv) Shared memory. Details are as follows:</p>
-<ul>
-<li><code>Computational graph construction</code>: Construct a computational graph based on
-the mathematical or deep learning operations, and then run the graph to
-accomplish the training task. The computational graph also includes operations
-like communicator.synch and communicator.fusedSynch for the distributed
-training.</li>
-<li><code>Lazy allocation</code>: When blocks are allocated, devices do not allocate memory
-for them immediately. Devices do memory allocation only when an operation uses
-this block for the first time.</li>
-<li><code>Automatic recycling</code>: When we are running a graph in an iteration, it
-automatically deallocates the intermediate tensors which won't be used again
-in the remaining operations.</li>
-<li><code>Shared memory</code>: When two operations will never be performed at the same time,
-the result tensors produced by them can share a piece of memory.</li>
-</ul>
-<h2><a class="anchor" aria-hidden="true" id="how-to-use"></a><a href="#how-to-use" 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 [...]
-<ul>
-<li>A CNN example.</li>
-</ul>
-<pre><code class="hljs css language-Python">
-<span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">CNN</span><span class="hljs-params">(module.Module)</span>:</span>
+<p>The forward and backward propagation in a neural network can be represented
+using a set of operations such as convolution and pooling. Each operation takes
+some input <a href="./tensor">tensors</a> and applies an <a href="./autograd">operator</a> to generate
+output tensors. By representing each operator as a node and each tensor as an
+edge, all operations form a computational graph. With the computational graph,
+speed and memory optimization can be conducted by scheduling the execution of
+the operations and memory allocation/release intelligently. In SINGA, users only
+need to define the neural network model using the
+<a href="https://github.com/apache/singa/blob/master/python/singa/module.py">Module</a>
+API. The graph is constructed and optimized at the C++ backend automatically.</p>
+<h2><a class="anchor" aria-hidden="true" id="example"></a><a href="#example" 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>The following code illustrates the usage of the <code>Module</code> API.</p>
+<ol>
+<li>Implement the new model as a subclass the Module class.</li>
+</ol>
+<pre><code class="hljs css language-Python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">CNN</span><span class="hljs-params">(module.Module)</span>:</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, optimizer)</span>:</span>
super(CNN, self).__init__()
-
+ <span class="hljs-comment"># define layers</span>
self.conv1 = autograd.Conv2d(<span class="hljs-number">1</span>, <span class="hljs-number">20</span>, <span class="hljs-number">5</span>, padding=<span class="hljs-number">0</span>)
self.conv2 = autograd.Conv2d(<span class="hljs-number">20</span>, <span class="hljs-number">50</span>, <span class="hljs-number">5</span>, padding=<span class="hljs-number">0</span>)
self.linear1 = autograd.Linear(<span class="hljs-number">4</span> * <span class="hljs-number">4</span> * <span class="hljs-number">50</span>, <span class="hljs-number">500</span>)
@@ -152,6 +91,7 @@ the result tensors produced by them can share a piece of memory.</li>
self.optimizer = optimizer
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
+ <span class="hljs-comment"># define the forward operations</span>
y = self.conv1(x)
y = autograd.relu(y)
y = self.pooling1(y)
@@ -165,52 +105,224 @@ the result tensors produced by them can share a piece of memory.</li>
<span class="hljs-keyword">return</span> y
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">loss</span><span class="hljs-params">(self, x, ty)</span>:</span>
+ <span class="hljs-comment"># define the training loss</span>
<span class="hljs-keyword">return</span> autograd.softmax_cross_entropy(x, ty)
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">optim</span><span class="hljs-params">(self, loss)</span>:</span>
+ <span class="hljs-comment"># update the parameters using SGD algorithms</span>
self.optimizer.backward_and_update(loss)
-
-<span class="hljs-comment"># initialization other objects</span>
-<span class="hljs-comment"># ......</span>
-model = CNN(sgd)
-model.train()
+</code></pre>
+<ol start="2">
+<li>Create an instance of the model, and do some configurations</li>
+</ol>
+<pre><code class="hljs css language-python">model = CNN(sgd)
+<span class="hljs-comment"># set the mode of running the operations:</span>
+<span class="hljs-comment"># True for training; False for evaluation</span>
+model.train(mode=<span class="hljs-literal">True</span>)
+<span class="hljs-comment"># set the device for running the operations</span>
model.on_device(dev)
-model.graph(graph, sequential)
-
-<span class="hljs-comment"># Train</span>
-<span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
- <span class="hljs-comment"># Generate the patch data in this iteration</span>
- <span class="hljs-comment"># ......</span>
+<span class="hljs-comment"># whether to create the graph or run the operations imperatively</span>
+model.graph(mode=<span class="hljs-literal">True</span>)
+</code></pre>
+<ol start="3">
+<li>Train the model iteratively</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
+ <span class="hljs-comment"># generate the next mini-batch</span>
+ x, y = ...
- <span class="hljs-comment"># Copy the patch data into input tensors</span>
+ <span class="hljs-comment"># Copy the data into input tensors</span>
tx.copy_from_numpy(x)
ty.copy_from_numpy(y)
- <span class="hljs-comment"># Train the model</span>
+ <span class="hljs-comment"># run forward propagation</span>
out = model(tx)
loss = model.loss(out, ty)
+ <span class="hljs-comment"># run backward propagation</span>
model.optim(loss)
</code></pre>
<p>A Google Colab notebook of this example is available
<a href="https://colab.research.google.com/drive/1fbGUs1AsoX6bU5F745RwQpohP4bHTktq">here</a>.</p>
+<p>More examples:</p>
<ul>
-<li>Some settings:
-<a href="https://github.com/apache/singa/blob/master/python/singa/module.py">module.py</a>
+<li><a href="https://github.com/apache/singa/blob/master/examples/mlp/module.py">MLP</a></li>
+<li><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">CNN</a></li>
+<li><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet</a></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="implementation"></a><a href="#implementation" 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- [...]
+<h3><a class="anchor" aria-hidden="true" id="graph-construction"></a><a href="#graph-construction" 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- [...]
+<p>SINGA constructs the computational graph in three steps:</p>
+<ol>
+<li>buffer the operations</li>
+<li>analyze the dependencies operations</li>
+<li>create the nodes and edges based on the dependencies</li>
+</ol>
+<p>Take the matrix multiplication operation from the dense layer of a
+<a href="https://github.com/apache/singa/blob/master/examples/mlp/module.py">MLP model</a>
+as an example. The operation is called in the <code>forward</code> function of the MLP
+class</p>
+<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(module.Module)</span>:</span>
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, inputs)</span>:</span>
+ x = autograd.matmul(inputs, self.w0)
+ ...
+</code></pre>
+<p><code>autograd</code> implements the <code>matmul</code> operator by calling the function <code>Mult</code>
+exposed from CPP via SWIG.</p>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># implementation of matmul()</span>
+singa.Mult(inputs, w)
+</code></pre>
+<p>At the backend, the <code>Mult</code> function is implemented by calling <code>GEMV</code> a CBLAS
+function. Instead of calling <code>GEMV</code> directly, <code>Mult</code> submits <code>GEMV</code> and the
+arguments to the device as follows,</p>
+<pre><code class="hljs css language-c++"><span class="hljs-comment">// implementation of Mult()</span>
+C->device()->Exec(
+ [a, A, b, B, CRef](Context *ctx) <span class="hljs-keyword">mutable</span> {
+ GEMV<DType, Lang>(a, A, B, b, &CRef, ctx);
+ },
+ read_blocks, {C->block()});
+</code></pre>
+<p>The <code>Exec</code> function of <code>Device</code> buffers the function and its arguments. In
+addition, it also has the information about the blocks (a block is a chunk of
+memory for a tensor) to be read and written by this function.</p>
+<p>Once <code>Module.forward()</code> has been executed once, all operations are buffered by
+<code>Device</code>. Next, the read/write information of all operations are analyzed to
+create the computational graph. For example, if a block <code>b</code> is written by one
+operation O1 and is later read by another operation O2, we would know O2 depends
+on O1 and there is a directed edge from A to B, which represents block <code>b</code> (or
+its tensor). After that a directed acyclic graph is constructed as shown below.
+The graph is constructed once.</p>
+<p><img src="/docs/assets/GraphOfMLP.png" alt="The computational graph of MLP"></p>
+<p><br/><strong>Figure 1 - The computational graph of the MLP example.</strong></p>
+<h3><a class="anchor" aria-hidden="true" id="optimization"></a><a href="#optimization" 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. [...]
+<p>Currently, the following optimizations are done based on the computational
+graph.</p>
+<p><strong>Lazy allocation</strong> When tensor/blocks are created, devices do not allocate
+memory for them immediately. Instead, when the block is accessed for the first
+time, the memory is allocated.</p>
+<p><strong>Automatic recycling</strong> The reference count of each tensor/block is calculated
+based on the graph. Before executing the operations, the reference count is the
+number of operations that read this block. During the execution, once an
+operation is executed, the reference count of the every input block is decreased
+by 1. If one block's reference count reaches 0, it means that this block will
+not be read again in the remaining operations. Therefore, its memory can be
+released safely. In addition, SINGA tracks the usage of the block outside of the
+graph. If a block is used by Python code (not by autograd operators), it will
+not be recycled.</p>
+<p><strong>Memory sharing</strong> SINGA uses memory pool, e.g.,
+<a href="https://github.com/NVIDIA/cnmem">CnMem</a> to manage CUDA memory. With <em>Automatic
+recycling</em> and memory pool, SINGA can share the memory among tensors. Consider
+two operations <code>c = a + b</code> and <code>d=2xc</code>. Before executing the second operation,
+according to <em>Lazy allocation</em>, the memory of d should be allocated. Suppose <code>a</code>
+is not used in the rest operations. According to Automatic recycling, the block
+of <code>a</code> will be released after the first operation. Therefore, SINGA would submit
+four operations to the CUDA stream: addition, free <code>a</code>, malloc <code>b</code>, and
+multiplication. The memory pool is then able to share the memory released by <code>a</code>
+with <code>b</code> instead of ask the GPU to do real malloc for <code>b</code>.</p>
+<p>Other optimization techniques e.g., from compliers, such as common
+sub-expression elimination and parallelizing operations on different CUDA
+streams can also be applied.</p>
+<h2><a class="anchor" aria-hidden="true" id="new-operator"></a><a href="#new-operator" 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. [...]
+<p>Each operator defined in <code>autograd</code> module implements two functions: forward and
+backward, which are implemented by calling the operators from the backend. To
+add a new operator in <code>autograd</code>, you need to add the multiple operators at the
+backend.</p>
+<p>Take the
+<a href="https://github.com/apache/singa/blob/master/python/singa/autograd.py">Conv2d</a>
+operator as an example, at the Python side, the forward and backward function
+are implemented by calling the operators from the backend depending on the
+device type.</p>
+<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">_Conv2d</span><span class="hljs-params">(Operation)</span>:</span>
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x, W, b=None)</span>:</span>
+ ......
+ <span class="hljs-keyword">if</span> training:
+ <span class="hljs-keyword">if</span> self.handle.bias_term:
+ self.inputs = (x, W, b) <span class="hljs-comment"># record x, W, b</span>
+ <span class="hljs-keyword">else</span>:
+ self.inputs = (x, W)
+
+ <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
+ <span class="hljs-keyword">return</span> singa.GpuConvForward(x, W, b, self.handle)
+ <span class="hljs-keyword">else</span>:
+ <span class="hljs-keyword">return</span> singa.CpuConvForward(x, W, b, self.handle)
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">backward</span><span class="hljs-params">(self, dy)</span>:</span>
+ <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
+ dx = singa.GpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
+ self.handle)
+ dW = singa.GpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
+ self.handle)
+ db = singa.GpuConvBackwardb(
+ dy, self.inputs[<span class="hljs-number">2</span>],
+ self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
+ <span class="hljs-keyword">else</span>:
+ dx = singa.CpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
+ self.handle)
+ dW = singa.CpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
+ self.handle)
+ db = singa.CpuConvBackwardb(
+ dy, self.inputs[<span class="hljs-number">2</span>],
+ self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
+ <span class="hljs-keyword">if</span> db:
+ <span class="hljs-keyword">return</span> dx, dW, db
+ <span class="hljs-keyword">else</span>:
+ <span class="hljs-keyword">return</span> dx, dW
+</code></pre>
+<p>For each operator at the backend, it should be implemented in the following way:</p>
<ul>
-<li><code>training</code>: whether to train the neural network defined in the class or for
-evaluation.</li>
-<li><code>graph_mode</code>: the model class defined by users can be trained using
-computational graph or not.</li>
-<li><code>sequential</code>: execute operations in graph serially or in the order of BFS.</li>
-</ul></li>
-<li>More examples:
+<li><p>Suppose the operator is <code>foo()</code>; its real implementation should be wrapped in
+another function e.g., <code>_foo()</code>. <code>foo()</code> passes <code>_foo</code> together with the
+arguments as a lambda function to <code>Device</code>'s <code>Exec</code> function for buffering.
+The blocks to be read and written are also passed to <code>Exec</code>.</p></li>
+<li><p>All arguments used in the lambda expression need to be captured according to
+the following rules.</p>
<ul>
-<li><a href="https://github.com/apache/singa/blob/master/examples/autograd/mlp_module.py">MLP</a></li>
-<li><a href="https://github.com/apache/singa/blob/master/examples/autograd/cnn_module.py">CNN</a></li>
-<li><a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_module.py">ResNet</a></li>
+<li><p><code>capture by value</code>: If the argument variable is a local variable or will be
+immediately released (e.g. intermediate tensors). Otherwise, these variables
+will be destroyed once <code>foo()</code> exists.</p></li>
+<li><p><code>capture by reference</code>：If the variable is recorded on the python side or a
+persistent variable (e.g. parameter W and ConvHand in the Conv2d class).</p></li>
+<li><p><code>mutable</code>: The lambda expression should have the mutable tag if a variable
+captured by value is modified in <code>_foo()</code></p></li>
</ul></li>
</ul>
-<h2><a class="anchor" aria-hidden="true" id="experiments"></a><a href="#experiments" 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 [...]
+<p>Here is one
+<a href="https://github.com/apache/singa/blob/master/src/model/operation/convolution.cc">example</a>
+operator implemented at the backend.</p>
+<pre><code class="hljs css language-c++"><span class="hljs-function">Tensor <span class="hljs-title">GpuConvBackwardx</span><span class="hljs-params">(<span class="hljs-keyword">const</span> Tensor &dy, <span class="hljs-keyword">const</span> Tensor &W, <span class="hljs-keyword">const</span> Tensor &x,
+ <span class="hljs-keyword">const</span> CudnnConvHandle &cch)</span> </span>{
+ CHECK_EQ(dy.device()->lang(), kCuda);
+
+ Tensor dx;
+ dx.ResetLike(x);
+
+ dy.device()->Exec(
+ <span class="hljs-comment">/*
+ * dx is a local variable so it's captured by value
+ * dy is an intermediate tensor and isn't recorded on the python side
+ * W is an intermediate tensor but it's recorded on the python side
+ * chh is a variable and it's recorded on the python side
+ */</span>
+ [dx, dy, &W, &cch](Context *ctx) <span class="hljs-keyword">mutable</span> {
+ Block *wblock = W.block(), *dyblock = dy.block(), *dxblock = dx.block();
+ <span class="hljs-keyword">float</span> alpha = <span class="hljs-number">1.f</span>, beta = <span class="hljs-number">0.f</span>;
+ cudnnConvolutionBackwardData(
+ ctx->cudnn_handle, &alpha, cch.filter_desc, wblock->data(),
+ cch.y_desc, dyblock->data(), cch.conv_desc, cch.bp_data_alg,
+ cch.workspace.block()->mutable_data(),
+ cch.workspace_count * <span class="hljs-keyword">sizeof</span>(<span class="hljs-keyword">float</span>), &beta, cch.x_desc,
+ dxblock->mutable_data());
+ },
+ {dy.block(), W.block()}, {dx.block(), cch.workspace.block()});
+ <span class="hljs-comment">/* the lambda expression reads the blocks of tensor dy and w
+ * and writes the blocks of tensor dx and chh.workspace
+ */</span>
+
+ <span class="hljs-keyword">return</span> dx;
+}
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="benchmark"></a><a href="#benchmark" 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-.83.42-1.6 [...]
<h3><a class="anchor" aria-hidden="true" id="single-node"></a><a href="#single-node" 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 [...]
<ul>
<li>Experiment settings
@@ -218,9 +330,9 @@ computational graph or not.</li>
<li>Model
<ul>
<li>Using layer: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet.py">resnet.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/autograd/resnet_cifar10.py">resnet.py</a></li>
<li>Using module: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_module.py">resnet_module.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">resnet.py</a></li>
</ul></li>
<li>GPU: NVIDIA RTX 2080Ti</li>
</ul></li>
@@ -295,7 +407,7 @@ computational graph or not.</li>
<td>1.0000</td>
</tr>
<tr>
- <td nowrap>module:enable graph</td>
+ <td nowrap>module:disable graph</td>
<td>10109</td>
<td>13.2952</td>
<td>7.5315</td>
@@ -331,9 +443,9 @@ computational graph or not.</li>
<li>Model
<ul>
<li>using Layer: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_dist.py">resnet_dist.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/autograd/resnet_dist.py">resnet_dist.py</a></li>
<li>using Module: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_module.py">resnet_module.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">resnet.py</a></li>
</ul></li>
<li>GPU: NVIDIA RTX 2080Ti * 2</li>
<li>MPI: two MPI processes on one node</li>
@@ -430,200 +542,12 @@ computational graph or not.</li>
</ul>
<h3><a class="anchor" aria-hidden="true" id="conclusion"></a><a href="#conclusion" 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 [...]
<ul>
-<li>Computational graph does not affect training time and memory usage if the
-graph is disabled.</li>
-<li>Computational graph can significantly reduce memory usage and training time.</li>
-</ul>
-<h2><a class="anchor" aria-hidden="true" id="implementation"></a><a href="#implementation" 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- [...]
-<h3><a class="anchor" aria-hidden="true" id="computational-graph-construction"></a><a href="#computational-graph-construction" 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. [...]
-<ul>
-<li><p><code>Buffer the operations</code>: Use the technique of delayed execution to falsely
-perform operations in the forward propagation and backward propagation once.
-Buffer all the operations and the tensors read or written by each operation.
-Take matmul for example.</p>
-<pre><code class="hljs css language-python"><span class="hljs-comment"># user calls an api to do matmul on two tensors</span>
-x = autograd.matmul(inputs, w0)
-
-<span class="hljs-comment"># Python code inside the api</span>
-singa.Mult(inputs, w)
-</code></pre>
-<pre><code class="hljs css language-c++"><span class="hljs-comment">// the backend platform</span>
-<span class="hljs-comment">// pass the specific execution function of the operation</span>
-<span class="hljs-comment">// and the tensors it will reads and writes during the calculation to the device.</span>
-C->device()->Exec(
- [a, A, b, B, CRef](Context *ctx) <span class="hljs-keyword">mutable</span> {
- GEMV<DType, Lang>(a, A, B, b, &CRef, ctx);
- },
- read_blocks, {C->block()});
-</code></pre></li>
-<li><p><code>Build nodes and edges</code>: Build the nodes and edges of the operations passed to
-the device and add them into the computational graph. Since we just told the
-scheduler which blocks these operations will read and write and some of the
-tensors will share the same blocks, the scheduler will split one edge into
-multiple to ensure that the constructed graph is a directed acyclic graph.</p></li>
-<li><p><code>Analyze the graph</code>: Calculate dependencies between all the operations to
-decide the order of execution. The system will only analyze the same graph
-once. If new operations are added to the graph, the calculation graph will be
-re-analyzed.</p></li>
-<li><p><code>Run graph</code>: Execute all the operations in the order we just calculated to
-update all the parameters. Tensors are well scheduled to allocate and
-deallocate to save memory. After the analyzing, the operations in the graph
-can be executed based on the result of analyzing.</p></li>
-<li><p><code>Module</code>: Provided a module class on the Python side for users to use this
-feature more conveniently.</p></li>
-</ul>
-<h3><a class="anchor" aria-hidden="true" id="lazy-allocation"></a><a href="#lazy-allocation" 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 [...]
-<ul>
-<li>When a device needs to create a new block, pass the device to that block only,
-instead of allocating a piece of memory from the mempool and passing the
-pointer to that block.</li>
-<li>When a block is accessed for the first time, the device corresponding to the
-block allocates memory and then access it.</li>
-</ul>
-<h3><a class="anchor" aria-hidden="true" id="automatic-recycling"></a><a href="#automatic-recycling" 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 [...]
-<ul>
-<li>When calculating dependencies between the operations during graph
-construction, the reference count of tensors can also be calculated.</li>
-<li>When an operation is completed, the schedualer decrease the reference count of
-tensors that the operation used.</li>
-<li>If a tensor's reference count reaches zero, it means the tensor won't be
-accessed by latter operations, so we can recycle its memory.</li>
-<li>The program will track the usage of the block. If a block is used on the
-python side, it will not be recycled, which is convenient for debugging on the
-python side.</li>
-</ul>
-<h3><a class="anchor" aria-hidden="true" id="shared-memory"></a><a href="#shared-memory" 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-.8 [...]
-<ul>
-<li>Once the kernel function of an operation is added into the default cuda stream
-and the tensors used by the operation can be freed when the calculation is
-complete, the scheduler will free these tensors' memory immediately and no
-need to wait for the calculation to complete. Because subsequent operations
-will not be performed at the same time as the current operation as the
-platform now used the default stream of CUDA to finish the calculation. So the
-following tensors can share the same memory with these tensors.</li>
-<li>Use a mempool to manage the GPU memory. Scheduler returns the memory used by
-tensors to the mempool and the latter tensors will apply for memory from
-mempool. The mempool will find the most suitable blocks returned by the
-previous tensors for the latter tensors to share as much memory as possible.</li>
-</ul>
-<h2><a class="anchor" aria-hidden="true" id="how-to-add-a-new-operation"></a><a href="#how-to-add-a-new-operation" 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 12H [...]
-<p>For new operations to be included in the computational graph, they should be
-submitted to the device. Device class on the CPP side will add these operations
-in the computational graph and the scheduler will schedule them automatically.</p>
-<h4><a class="anchor" aria-hidden="true" id="requirements"></a><a href="#requirements" 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. [...]
-<p>When submitting operations, there are some requirements.</p>
-<ul>
-<li><p>Need to pass in the function that the operation executes and the data blocks
-that the operation reads and writes</p></li>
-<li><p>For the function of the operation: All variables used in lambda expressions
-need to be captured according to the following rules.</p>
-<ul>
-<li><p><code>capture by value</code>: If the variable is a local variable or will be
-immediately released (e.g. intermediate tensors). If not captured by value,
-these variables will be destroyed after buffering. Buffering is just a way
-to defer real calculations.</p></li>
-<li><p><code>capture by reference</code>：If the variable is recorded on the python side or a
-global variable (e.g. The parameter W and ConvHand in the Conv2d class).</p></li>
-<li><p><code>mutable</code>: The lambda expression should have mutable tag if a variable
-captured by value is modified in an expression</p></li>
-</ul></li>
-</ul>
-<h4><a class="anchor" aria-hidden="true" id="example"></a><a href="#example" 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- [...]
-<ul>
-<li>Python side:
-<a href="https://github.com/apache/singa/blob/dev/python/singa/autograd.py#L1191">_Conv2d</a>
-records x, W, b and handle in the class.</li>
-</ul>
-<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">_Conv2d</span><span class="hljs-params">(Operation)</span>:</span>
-
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, handle, odd_padding=<span class="hljs-params">(<span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>)</span>)</span>:</span>
- super(_Conv2d, self).__init__()
- self.handle = handle <span class="hljs-comment"># record handle</span>
- self.odd_padding = odd_padding
- <span class="hljs-keyword">if</span> self.odd_padding != (<span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>):
- self.re_new_handle = <span class="hljs-literal">True</span>
-
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x, W, b=None)</span>:</span>
- <span class="hljs-comment"># other code</span>
- <span class="hljs-comment"># ......</span>
-
- <span class="hljs-keyword">if</span> training:
- <span class="hljs-keyword">if</span> self.handle.bias_term:
- self.inputs = (x, W, b) <span class="hljs-comment"># record x, W, b</span>
- <span class="hljs-keyword">else</span>:
- self.inputs = (x, W)
-
- <span class="hljs-comment"># other code</span>
- <span class="hljs-comment"># ......</span>
-
- <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
- <span class="hljs-keyword">return</span> singa.GpuConvForward(x, W, b, self.handle)
- <span class="hljs-keyword">else</span>:
- <span class="hljs-keyword">return</span> singa.CpuConvForward(x, W, b, self.handle)
-
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">backward</span><span class="hljs-params">(self, dy)</span>:</span>
- <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
- dx = singa.GpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
- self.handle)
- dW = singa.GpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
- self.handle)
- db = singa.GpuConvBackwardb(
- dy, self.inputs[<span class="hljs-number">2</span>],
- self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
- <span class="hljs-keyword">else</span>:
- dx = singa.CpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
- self.handle)
- dW = singa.CpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
- self.handle)
- db = singa.CpuConvBackwardb(
- dy, self.inputs[<span class="hljs-number">2</span>],
- self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
- <span class="hljs-keyword">if</span> self.odd_padding != (<span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>):
- dx = utils.handle_odd_pad_bwd(dx, self.odd_padding)
-
- <span class="hljs-keyword">if</span> db:
- <span class="hljs-keyword">return</span> dx, dW, db
-
- <span class="hljs-keyword">else</span>:
- <span class="hljs-keyword">return</span> dx, dW
-</code></pre>
-<ul>
-<li>C++ side:
-<a href="https://github.com/apache/singa/blob/dev/src/model/operation/convolution.cc">convolution.cc</a></li>
+<li>Training with the computational graph enabled can significantly reduce the
+memory footprint.</li>
+<li>Currently, there is a little improvement in terms of speed. More optimizations
+can be done towards the efficiency.</li>
</ul>
-<pre><code class="hljs css language-c++"><span class="hljs-function">Tensor <span class="hljs-title">GpuConvBackwardx</span><span class="hljs-params">(<span class="hljs-keyword">const</span> Tensor &dy, <span class="hljs-keyword">const</span> Tensor &W, <span class="hljs-keyword">const</span> Tensor &x,
- <span class="hljs-keyword">const</span> CudnnConvHandle &cch)</span> </span>{
- CHECK_EQ(dy.device()->lang(), kCuda);
-
- Tensor dx;
- dx.ResetLike(x);
-
- dy.device()->Exec(
- <span class="hljs-comment">/*
- * dx is a local variable so it's captured by value
- * dy is an intermediate tensor and isn't recorded on the python side
- * W is an intermediate tensor but it's recorded on the python side
- * chh is a variable and it's recorded on the python side
- */</span>
- [dx, dy, &W, &cch](Context *ctx) <span class="hljs-keyword">mutable</span> {
- Block *wblock = W.block(), *dyblock = dy.block(), *dxblock = dx.block();
- <span class="hljs-keyword">float</span> alpha = <span class="hljs-number">1.f</span>, beta = <span class="hljs-number">0.f</span>;
- cudnnConvolutionBackwardData(
- ctx->cudnn_handle, &alpha, cch.filter_desc, wblock->data(),
- cch.y_desc, dyblock->data(), cch.conv_desc, cch.bp_data_alg,
- cch.workspace.block()->mutable_data(),
- cch.workspace_count * <span class="hljs-keyword">sizeof</span>(<span class="hljs-keyword">float</span>), &beta, cch.x_desc,
- dxblock->mutable_data());
- },
- {dy.block(), W.block()}, {dx.block(), cch.workspace.block()});
- <span class="hljs-comment">/* the lambda expression reads the blocks of tensor dy and w
- * and writes the blocks of tensor dx and chh.workspace
- */</span>
-
- <span class="hljs-keyword">return</span> dx;
-}
-</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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/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 Computational G [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</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/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 [...]
The Apache Software Foundation. All 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 fe42c02..6dd0cdd 100644
--- a/content/docs/next/graph/index.html
+++ b/content/docs/next/graph/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
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@@ -61,87 +61,26 @@
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});
</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/graph.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Computational Graph</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor l [...]
-<p>SINGA can buffering operations to create a computational graph (CG). With the
-computational graph, SINGA can schedule the execution of operations as well as
-the memory allocation and release. It makes training more efficient while using
-less memory.</p>
-<h2><a class="anchor" aria-hidden="true" id="about-computational-graph"></a><a href="#about-computational-graph" 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 [...]
-<h3><a class="anchor" aria-hidden="true" id="introduction"></a><a href="#introduction" 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. [...]
-<p>Computational graph is used to represent networks of the flow of computation. It
-is composed of many nodes and edges, where nodes represent various operations
-and edges represent data. In deep neural networks, nodes are tensor-based
-operations such as convolution and edges are tensors.</p>
-<p>The entire neural network is equivalent to a computational graph, all neural
-networks can correspond to a calculation graph. By representing the neural
-network as a calculation graph, some optimizations for neural networks can be
-performed on the calculation graph.</p>
-<h3><a class="anchor" aria-hidden="true" id="pipeline"></a><a href="#pipeline" 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>The whole process of using the calculational graph to represent the model and
-execute the graph consists of roughly four steps. The whole process is actually
-similar to compiling. We first describe the program with code, then translate
-the program into intermediate code, then optimize the intermediate code and
-finally come up with many ways to efficiently execute the code. In neural
-networks, the intermediate code is the calculation graph. We can optimize
-through techniques like common sub-expression elimination. When the computer
-executes the compiled binary file, it can be efficiently executed by using
-multi-thread technology, and the same as the execution of the calculation graph.
-Therefore, some ideas of compilation principles can also be used in the
-optimization of calculation graphs.</p>
-<ul>
-<li><p>Write the python code for the model.</p></li>
-<li><p>Construct the computational graph based on the python code.</p></li>
-<li><p>Optimize the computational graph.</p></li>
-<li><p>Execute the computational graph efficiently.</p></li>
-</ul>
-<p>Figure 1 shows a simple example of going through the entire process.</p>
-<p><img src="assets/GraphPipeline.png" alt="The pipeline of using computational graph" style="zoom:40%;" /></p>
-<p><br/><strong>Figure 1 - The pipeline of using computational graph</strong></p>
-<h3><a class="anchor" aria-hidden="true" id="an-example-of-mlp"></a><a href="#an-example-of-mlp" 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- [...]
-<p>A simple MLP model can be constructed on the Python side by using some APIs of
-SINGA.</p>
-<pre><code class="hljs css language-python">x = autograd.matmul(inputs, w0)
-x = autograd.add_bias(x, b0)
-x = autograd.relu(x)
-x = autograd.matmul(x, w1)
-x = autograd.add_bias(x, b1)
-loss = autograd.softmax_cross_entropy(x, target)
-sgd.backward_and_update(loss)
-</code></pre>
-<p>When the model is defined, there is actually a calculation graph corresponding
-to it. This calculation graph contains the calculations that the entire SINGA
-will perform. Figure 2 shows the computational graph corresponding to the MLP
-model defined above.</p>
-<p><img src="/docs/assets/GraphOfMLP.png" alt="The computational graph of MLP"></p>
-<p><br/><strong>Figure 2 - The computational graph of MLP</strong></p>
-<h2><a class="anchor" aria-hidden="true" id="features"></a><a href="#features" 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>There are four main components of a computational graph in SINGA, namely (i)
-Computational graph construction, (ii) Lazy allocation, (iii) Automatic
-recycling, (iv) Shared memory. Details are as follows:</p>
-<ul>
-<li><code>Computational graph construction</code>: Construct a computational graph based on
-the mathematical or deep learning operations, and then run the graph to
-accomplish the training task. The computational graph also includes operations
-like communicator.synch and communicator.fusedSynch for the distributed
-training.</li>
-<li><code>Lazy allocation</code>: When blocks are allocated, devices do not allocate memory
-for them immediately. Devices do memory allocation only when an operation uses
-this block for the first time.</li>
-<li><code>Automatic recycling</code>: When we are running a graph in an iteration, it
-automatically deallocates the intermediate tensors which won't be used again
-in the remaining operations.</li>
-<li><code>Shared memory</code>: When two operations will never be performed at the same time,
-the result tensors produced by them can share a piece of memory.</li>
-</ul>
-<h2><a class="anchor" aria-hidden="true" id="how-to-use"></a><a href="#how-to-use" 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 [...]
-<ul>
-<li>A CNN example.</li>
-</ul>
-<pre><code class="hljs css language-Python">
-<span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">CNN</span><span class="hljs-params">(module.Module)</span>:</span>
+<p>The forward and backward propagation in a neural network can be represented
+using a set of operations such as convolution and pooling. Each operation takes
+some input <a href="./tensor">tensors</a> and applies an <a href="./autograd">operator</a> to generate
+output tensors. By representing each operator as a node and each tensor as an
+edge, all operations form a computational graph. With the computational graph,
+speed and memory optimization can be conducted by scheduling the execution of
+the operations and memory allocation/release intelligently. In SINGA, users only
+need to define the neural network model using the
+<a href="https://github.com/apache/singa/blob/master/python/singa/module.py">Module</a>
+API. The graph is constructed and optimized at the C++ backend automatically.</p>
+<h2><a class="anchor" aria-hidden="true" id="example"></a><a href="#example" 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>The following code illustrates the usage of the <code>Module</code> API.</p>
+<ol>
+<li>Implement the new model as a subclass the Module class.</li>
+</ol>
+<pre><code class="hljs css language-Python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">CNN</span><span class="hljs-params">(module.Module)</span>:</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, optimizer)</span>:</span>
super(CNN, self).__init__()
-
+ <span class="hljs-comment"># define layers</span>
self.conv1 = autograd.Conv2d(<span class="hljs-number">1</span>, <span class="hljs-number">20</span>, <span class="hljs-number">5</span>, padding=<span class="hljs-number">0</span>)
self.conv2 = autograd.Conv2d(<span class="hljs-number">20</span>, <span class="hljs-number">50</span>, <span class="hljs-number">5</span>, padding=<span class="hljs-number">0</span>)
self.linear1 = autograd.Linear(<span class="hljs-number">4</span> * <span class="hljs-number">4</span> * <span class="hljs-number">50</span>, <span class="hljs-number">500</span>)
@@ -152,6 +91,7 @@ the result tensors produced by them can share a piece of memory.</li>
self.optimizer = optimizer
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
+ <span class="hljs-comment"># define the forward operations</span>
y = self.conv1(x)
y = autograd.relu(y)
y = self.pooling1(y)
@@ -165,52 +105,224 @@ the result tensors produced by them can share a piece of memory.</li>
<span class="hljs-keyword">return</span> y
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">loss</span><span class="hljs-params">(self, x, ty)</span>:</span>
+ <span class="hljs-comment"># define the training loss</span>
<span class="hljs-keyword">return</span> autograd.softmax_cross_entropy(x, ty)
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">optim</span><span class="hljs-params">(self, loss)</span>:</span>
+ <span class="hljs-comment"># update the parameters using SGD algorithms</span>
self.optimizer.backward_and_update(loss)
-
-<span class="hljs-comment"># initialization other objects</span>
-<span class="hljs-comment"># ......</span>
-model = CNN(sgd)
-model.train()
+</code></pre>
+<ol start="2">
+<li>Create an instance of the model, and do some configurations</li>
+</ol>
+<pre><code class="hljs css language-python">model = CNN(sgd)
+<span class="hljs-comment"># set the mode of running the operations:</span>
+<span class="hljs-comment"># True for training; False for evaluation</span>
+model.train(mode=<span class="hljs-literal">True</span>)
+<span class="hljs-comment"># set the device for running the operations</span>
model.on_device(dev)
-model.graph(graph, sequential)
-
-<span class="hljs-comment"># Train</span>
-<span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
- <span class="hljs-comment"># Generate the patch data in this iteration</span>
- <span class="hljs-comment"># ......</span>
+<span class="hljs-comment"># whether to create the graph or run the operations imperatively</span>
+model.graph(mode=<span class="hljs-literal">True</span>)
+</code></pre>
+<ol start="3">
+<li>Train the model iteratively</li>
+</ol>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(num_train_batch):
+ <span class="hljs-comment"># generate the next mini-batch</span>
+ x, y = ...
- <span class="hljs-comment"># Copy the patch data into input tensors</span>
+ <span class="hljs-comment"># Copy the data into input tensors</span>
tx.copy_from_numpy(x)
ty.copy_from_numpy(y)
- <span class="hljs-comment"># Train the model</span>
+ <span class="hljs-comment"># run forward propagation</span>
out = model(tx)
loss = model.loss(out, ty)
+ <span class="hljs-comment"># run backward propagation</span>
model.optim(loss)
</code></pre>
<p>A Google Colab notebook of this example is available
<a href="https://colab.research.google.com/drive/1fbGUs1AsoX6bU5F745RwQpohP4bHTktq">here</a>.</p>
+<p>More examples:</p>
<ul>
-<li>Some settings:
-<a href="https://github.com/apache/singa/blob/master/python/singa/module.py">module.py</a>
+<li><a href="https://github.com/apache/singa/blob/master/examples/mlp/module.py">MLP</a></li>
+<li><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">CNN</a></li>
+<li><a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet</a></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="implementation"></a><a href="#implementation" 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- [...]
+<h3><a class="anchor" aria-hidden="true" id="graph-construction"></a><a href="#graph-construction" 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- [...]
+<p>SINGA constructs the computational graph in three steps:</p>
+<ol>
+<li>buffer the operations</li>
+<li>analyze the dependencies operations</li>
+<li>create the nodes and edges based on the dependencies</li>
+</ol>
+<p>Take the matrix multiplication operation from the dense layer of a
+<a href="https://github.com/apache/singa/blob/master/examples/mlp/module.py">MLP model</a>
+as an example. The operation is called in the <code>forward</code> function of the MLP
+class</p>
+<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(module.Module)</span>:</span>
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, inputs)</span>:</span>
+ x = autograd.matmul(inputs, self.w0)
+ ...
+</code></pre>
+<p><code>autograd</code> implements the <code>matmul</code> operator by calling the function <code>Mult</code>
+exposed from CPP via SWIG.</p>
+<pre><code class="hljs css language-python"><span class="hljs-comment"># implementation of matmul()</span>
+singa.Mult(inputs, w)
+</code></pre>
+<p>At the backend, the <code>Mult</code> function is implemented by calling <code>GEMV</code> a CBLAS
+function. Instead of calling <code>GEMV</code> directly, <code>Mult</code> submits <code>GEMV</code> and the
+arguments to the device as follows,</p>
+<pre><code class="hljs css language-c++"><span class="hljs-comment">// implementation of Mult()</span>
+C->device()->Exec(
+ [a, A, b, B, CRef](Context *ctx) <span class="hljs-keyword">mutable</span> {
+ GEMV<DType, Lang>(a, A, B, b, &CRef, ctx);
+ },
+ read_blocks, {C->block()});
+</code></pre>
+<p>The <code>Exec</code> function of <code>Device</code> buffers the function and its arguments. In
+addition, it also has the information about the blocks (a block is a chunk of
+memory for a tensor) to be read and written by this function.</p>
+<p>Once <code>Module.forward()</code> has been executed once, all operations are buffered by
+<code>Device</code>. Next, the read/write information of all operations are analyzed to
+create the computational graph. For example, if a block <code>b</code> is written by one
+operation O1 and is later read by another operation O2, we would know O2 depends
+on O1 and there is a directed edge from A to B, which represents block <code>b</code> (or
+its tensor). After that a directed acyclic graph is constructed as shown below.
+The graph is constructed once.</p>
+<p><img src="/docs/assets/GraphOfMLP.png" alt="The computational graph of MLP"></p>
+<p><br/><strong>Figure 1 - The computational graph of the MLP example.</strong></p>
+<h3><a class="anchor" aria-hidden="true" id="optimization"></a><a href="#optimization" 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. [...]
+<p>Currently, the following optimizations are done based on the computational
+graph.</p>
+<p><strong>Lazy allocation</strong> When tensor/blocks are created, devices do not allocate
+memory for them immediately. Instead, when the block is accessed for the first
+time, the memory is allocated.</p>
+<p><strong>Automatic recycling</strong> The reference count of each tensor/block is calculated
+based on the graph. Before executing the operations, the reference count is the
+number of operations that read this block. During the execution, once an
+operation is executed, the reference count of the every input block is decreased
+by 1. If one block's reference count reaches 0, it means that this block will
+not be read again in the remaining operations. Therefore, its memory can be
+released safely. In addition, SINGA tracks the usage of the block outside of the
+graph. If a block is used by Python code (not by autograd operators), it will
+not be recycled.</p>
+<p><strong>Memory sharing</strong> SINGA uses memory pool, e.g.,
+<a href="https://github.com/NVIDIA/cnmem">CnMem</a> to manage CUDA memory. With <em>Automatic
+recycling</em> and memory pool, SINGA can share the memory among tensors. Consider
+two operations <code>c = a + b</code> and <code>d=2xc</code>. Before executing the second operation,
+according to <em>Lazy allocation</em>, the memory of d should be allocated. Suppose <code>a</code>
+is not used in the rest operations. According to Automatic recycling, the block
+of <code>a</code> will be released after the first operation. Therefore, SINGA would submit
+four operations to the CUDA stream: addition, free <code>a</code>, malloc <code>b</code>, and
+multiplication. The memory pool is then able to share the memory released by <code>a</code>
+with <code>b</code> instead of ask the GPU to do real malloc for <code>b</code>.</p>
+<p>Other optimization techniques e.g., from compliers, such as common
+sub-expression elimination and parallelizing operations on different CUDA
+streams can also be applied.</p>
+<h2><a class="anchor" aria-hidden="true" id="new-operator"></a><a href="#new-operator" 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. [...]
+<p>Each operator defined in <code>autograd</code> module implements two functions: forward and
+backward, which are implemented by calling the operators from the backend. To
+add a new operator in <code>autograd</code>, you need to add the multiple operators at the
+backend.</p>
+<p>Take the
+<a href="https://github.com/apache/singa/blob/master/python/singa/autograd.py">Conv2d</a>
+operator as an example, at the Python side, the forward and backward function
+are implemented by calling the operators from the backend depending on the
+device type.</p>
+<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">_Conv2d</span><span class="hljs-params">(Operation)</span>:</span>
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x, W, b=None)</span>:</span>
+ ......
+ <span class="hljs-keyword">if</span> training:
+ <span class="hljs-keyword">if</span> self.handle.bias_term:
+ self.inputs = (x, W, b) <span class="hljs-comment"># record x, W, b</span>
+ <span class="hljs-keyword">else</span>:
+ self.inputs = (x, W)
+
+ <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
+ <span class="hljs-keyword">return</span> singa.GpuConvForward(x, W, b, self.handle)
+ <span class="hljs-keyword">else</span>:
+ <span class="hljs-keyword">return</span> singa.CpuConvForward(x, W, b, self.handle)
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">backward</span><span class="hljs-params">(self, dy)</span>:</span>
+ <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
+ dx = singa.GpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
+ self.handle)
+ dW = singa.GpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
+ self.handle)
+ db = singa.GpuConvBackwardb(
+ dy, self.inputs[<span class="hljs-number">2</span>],
+ self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
+ <span class="hljs-keyword">else</span>:
+ dx = singa.CpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
+ self.handle)
+ dW = singa.CpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
+ self.handle)
+ db = singa.CpuConvBackwardb(
+ dy, self.inputs[<span class="hljs-number">2</span>],
+ self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
+ <span class="hljs-keyword">if</span> db:
+ <span class="hljs-keyword">return</span> dx, dW, db
+ <span class="hljs-keyword">else</span>:
+ <span class="hljs-keyword">return</span> dx, dW
+</code></pre>
+<p>For each operator at the backend, it should be implemented in the following way:</p>
<ul>
-<li><code>training</code>: whether to train the neural network defined in the class or for
-evaluation.</li>
-<li><code>graph_mode</code>: the model class defined by users can be trained using
-computational graph or not.</li>
-<li><code>sequential</code>: execute operations in graph serially or in the order of BFS.</li>
-</ul></li>
-<li>More examples:
+<li><p>Suppose the operator is <code>foo()</code>; its real implementation should be wrapped in
+another function e.g., <code>_foo()</code>. <code>foo()</code> passes <code>_foo</code> together with the
+arguments as a lambda function to <code>Device</code>'s <code>Exec</code> function for buffering.
+The blocks to be read and written are also passed to <code>Exec</code>.</p></li>
+<li><p>All arguments used in the lambda expression need to be captured according to
+the following rules.</p>
<ul>
-<li><a href="https://github.com/apache/singa/blob/master/examples/autograd/mlp_module.py">MLP</a></li>
-<li><a href="https://github.com/apache/singa/blob/master/examples/autograd/cnn_module.py">CNN</a></li>
-<li><a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_module.py">ResNet</a></li>
+<li><p><code>capture by value</code>: If the argument variable is a local variable or will be
+immediately released (e.g. intermediate tensors). Otherwise, these variables
+will be destroyed once <code>foo()</code> exists.</p></li>
+<li><p><code>capture by reference</code>：If the variable is recorded on the python side or a
+persistent variable (e.g. parameter W and ConvHand in the Conv2d class).</p></li>
+<li><p><code>mutable</code>: The lambda expression should have the mutable tag if a variable
+captured by value is modified in <code>_foo()</code></p></li>
</ul></li>
</ul>
-<h2><a class="anchor" aria-hidden="true" id="experiments"></a><a href="#experiments" 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 [...]
+<p>Here is one
+<a href="https://github.com/apache/singa/blob/master/src/model/operation/convolution.cc">example</a>
+operator implemented at the backend.</p>
+<pre><code class="hljs css language-c++"><span class="hljs-function">Tensor <span class="hljs-title">GpuConvBackwardx</span><span class="hljs-params">(<span class="hljs-keyword">const</span> Tensor &dy, <span class="hljs-keyword">const</span> Tensor &W, <span class="hljs-keyword">const</span> Tensor &x,
+ <span class="hljs-keyword">const</span> CudnnConvHandle &cch)</span> </span>{
+ CHECK_EQ(dy.device()->lang(), kCuda);
+
+ Tensor dx;
+ dx.ResetLike(x);
+
+ dy.device()->Exec(
+ <span class="hljs-comment">/*
+ * dx is a local variable so it's captured by value
+ * dy is an intermediate tensor and isn't recorded on the python side
+ * W is an intermediate tensor but it's recorded on the python side
+ * chh is a variable and it's recorded on the python side
+ */</span>
+ [dx, dy, &W, &cch](Context *ctx) <span class="hljs-keyword">mutable</span> {
+ Block *wblock = W.block(), *dyblock = dy.block(), *dxblock = dx.block();
+ <span class="hljs-keyword">float</span> alpha = <span class="hljs-number">1.f</span>, beta = <span class="hljs-number">0.f</span>;
+ cudnnConvolutionBackwardData(
+ ctx->cudnn_handle, &alpha, cch.filter_desc, wblock->data(),
+ cch.y_desc, dyblock->data(), cch.conv_desc, cch.bp_data_alg,
+ cch.workspace.block()->mutable_data(),
+ cch.workspace_count * <span class="hljs-keyword">sizeof</span>(<span class="hljs-keyword">float</span>), &beta, cch.x_desc,
+ dxblock->mutable_data());
+ },
+ {dy.block(), W.block()}, {dx.block(), cch.workspace.block()});
+ <span class="hljs-comment">/* the lambda expression reads the blocks of tensor dy and w
+ * and writes the blocks of tensor dx and chh.workspace
+ */</span>
+
+ <span class="hljs-keyword">return</span> dx;
+}
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="benchmark"></a><a href="#benchmark" 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-.83.42-1.6 [...]
<h3><a class="anchor" aria-hidden="true" id="single-node"></a><a href="#single-node" 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 [...]
<ul>
<li>Experiment settings
@@ -218,9 +330,9 @@ computational graph or not.</li>
<li>Model
<ul>
<li>Using layer: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet.py">resnet.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/autograd/resnet_cifar10.py">resnet.py</a></li>
<li>Using module: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_module.py">resnet_module.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">resnet.py</a></li>
</ul></li>
<li>GPU: NVIDIA RTX 2080Ti</li>
</ul></li>
@@ -295,7 +407,7 @@ computational graph or not.</li>
<td>1.0000</td>
</tr>
<tr>
- <td nowrap>module:enable graph</td>
+ <td nowrap>module:disable graph</td>
<td>10109</td>
<td>13.2952</td>
<td>7.5315</td>
@@ -331,9 +443,9 @@ computational graph or not.</li>
<li>Model
<ul>
<li>using Layer: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_dist.py">resnet_dist.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/autograd/resnet_dist.py">resnet_dist.py</a></li>
<li>using Module: ResNet50 in
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/resnet_module.py">resnet_module.py</a></li>
+<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">resnet.py</a></li>
</ul></li>
<li>GPU: NVIDIA RTX 2080Ti * 2</li>
<li>MPI: two MPI processes on one node</li>
@@ -430,200 +542,12 @@ computational graph or not.</li>
</ul>
<h3><a class="anchor" aria-hidden="true" id="conclusion"></a><a href="#conclusion" 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 [...]
<ul>
-<li>Computational graph does not affect training time and memory usage if the
-graph is disabled.</li>
-<li>Computational graph can significantly reduce memory usage and training time.</li>
-</ul>
-<h2><a class="anchor" aria-hidden="true" id="implementation"></a><a href="#implementation" 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- [...]
-<h3><a class="anchor" aria-hidden="true" id="computational-graph-construction"></a><a href="#computational-graph-construction" 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. [...]
-<ul>
-<li><p><code>Buffer the operations</code>: Use the technique of delayed execution to falsely
-perform operations in the forward propagation and backward propagation once.
-Buffer all the operations and the tensors read or written by each operation.
-Take matmul for example.</p>
-<pre><code class="hljs css language-python"><span class="hljs-comment"># user calls an api to do matmul on two tensors</span>
-x = autograd.matmul(inputs, w0)
-
-<span class="hljs-comment"># Python code inside the api</span>
-singa.Mult(inputs, w)
-</code></pre>
-<pre><code class="hljs css language-c++"><span class="hljs-comment">// the backend platform</span>
-<span class="hljs-comment">// pass the specific execution function of the operation</span>
-<span class="hljs-comment">// and the tensors it will reads and writes during the calculation to the device.</span>
-C->device()->Exec(
- [a, A, b, B, CRef](Context *ctx) <span class="hljs-keyword">mutable</span> {
- GEMV<DType, Lang>(a, A, B, b, &CRef, ctx);
- },
- read_blocks, {C->block()});
-</code></pre></li>
-<li><p><code>Build nodes and edges</code>: Build the nodes and edges of the operations passed to
-the device and add them into the computational graph. Since we just told the
-scheduler which blocks these operations will read and write and some of the
-tensors will share the same blocks, the scheduler will split one edge into
-multiple to ensure that the constructed graph is a directed acyclic graph.</p></li>
-<li><p><code>Analyze the graph</code>: Calculate dependencies between all the operations to
-decide the order of execution. The system will only analyze the same graph
-once. If new operations are added to the graph, the calculation graph will be
-re-analyzed.</p></li>
-<li><p><code>Run graph</code>: Execute all the operations in the order we just calculated to
-update all the parameters. Tensors are well scheduled to allocate and
-deallocate to save memory. After the analyzing, the operations in the graph
-can be executed based on the result of analyzing.</p></li>
-<li><p><code>Module</code>: Provided a module class on the Python side for users to use this
-feature more conveniently.</p></li>
-</ul>
-<h3><a class="anchor" aria-hidden="true" id="lazy-allocation"></a><a href="#lazy-allocation" 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 [...]
-<ul>
-<li>When a device needs to create a new block, pass the device to that block only,
-instead of allocating a piece of memory from the mempool and passing the
-pointer to that block.</li>
-<li>When a block is accessed for the first time, the device corresponding to the
-block allocates memory and then access it.</li>
-</ul>
-<h3><a class="anchor" aria-hidden="true" id="automatic-recycling"></a><a href="#automatic-recycling" 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 [...]
-<ul>
-<li>When calculating dependencies between the operations during graph
-construction, the reference count of tensors can also be calculated.</li>
-<li>When an operation is completed, the schedualer decrease the reference count of
-tensors that the operation used.</li>
-<li>If a tensor's reference count reaches zero, it means the tensor won't be
-accessed by latter operations, so we can recycle its memory.</li>
-<li>The program will track the usage of the block. If a block is used on the
-python side, it will not be recycled, which is convenient for debugging on the
-python side.</li>
-</ul>
-<h3><a class="anchor" aria-hidden="true" id="shared-memory"></a><a href="#shared-memory" 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-.8 [...]
-<ul>
-<li>Once the kernel function of an operation is added into the default cuda stream
-and the tensors used by the operation can be freed when the calculation is
-complete, the scheduler will free these tensors' memory immediately and no
-need to wait for the calculation to complete. Because subsequent operations
-will not be performed at the same time as the current operation as the
-platform now used the default stream of CUDA to finish the calculation. So the
-following tensors can share the same memory with these tensors.</li>
-<li>Use a mempool to manage the GPU memory. Scheduler returns the memory used by
-tensors to the mempool and the latter tensors will apply for memory from
-mempool. The mempool will find the most suitable blocks returned by the
-previous tensors for the latter tensors to share as much memory as possible.</li>
-</ul>
-<h2><a class="anchor" aria-hidden="true" id="how-to-add-a-new-operation"></a><a href="#how-to-add-a-new-operation" 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 12H [...]
-<p>For new operations to be included in the computational graph, they should be
-submitted to the device. Device class on the CPP side will add these operations
-in the computational graph and the scheduler will schedule them automatically.</p>
-<h4><a class="anchor" aria-hidden="true" id="requirements"></a><a href="#requirements" 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. [...]
-<p>When submitting operations, there are some requirements.</p>
-<ul>
-<li><p>Need to pass in the function that the operation executes and the data blocks
-that the operation reads and writes</p></li>
-<li><p>For the function of the operation: All variables used in lambda expressions
-need to be captured according to the following rules.</p>
-<ul>
-<li><p><code>capture by value</code>: If the variable is a local variable or will be
-immediately released (e.g. intermediate tensors). If not captured by value,
-these variables will be destroyed after buffering. Buffering is just a way
-to defer real calculations.</p></li>
-<li><p><code>capture by reference</code>：If the variable is recorded on the python side or a
-global variable (e.g. The parameter W and ConvHand in the Conv2d class).</p></li>
-<li><p><code>mutable</code>: The lambda expression should have mutable tag if a variable
-captured by value is modified in an expression</p></li>
-</ul></li>
-</ul>
-<h4><a class="anchor" aria-hidden="true" id="example"></a><a href="#example" 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- [...]
-<ul>
-<li>Python side:
-<a href="https://github.com/apache/singa/blob/dev/python/singa/autograd.py#L1191">_Conv2d</a>
-records x, W, b and handle in the class.</li>
-</ul>
-<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">_Conv2d</span><span class="hljs-params">(Operation)</span>:</span>
-
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, handle, odd_padding=<span class="hljs-params">(<span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>)</span>)</span>:</span>
- super(_Conv2d, self).__init__()
- self.handle = handle <span class="hljs-comment"># record handle</span>
- self.odd_padding = odd_padding
- <span class="hljs-keyword">if</span> self.odd_padding != (<span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>):
- self.re_new_handle = <span class="hljs-literal">True</span>
-
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x, W, b=None)</span>:</span>
- <span class="hljs-comment"># other code</span>
- <span class="hljs-comment"># ......</span>
-
- <span class="hljs-keyword">if</span> training:
- <span class="hljs-keyword">if</span> self.handle.bias_term:
- self.inputs = (x, W, b) <span class="hljs-comment"># record x, W, b</span>
- <span class="hljs-keyword">else</span>:
- self.inputs = (x, W)
-
- <span class="hljs-comment"># other code</span>
- <span class="hljs-comment"># ......</span>
-
- <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
- <span class="hljs-keyword">return</span> singa.GpuConvForward(x, W, b, self.handle)
- <span class="hljs-keyword">else</span>:
- <span class="hljs-keyword">return</span> singa.CpuConvForward(x, W, b, self.handle)
-
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">backward</span><span class="hljs-params">(self, dy)</span>:</span>
- <span class="hljs-keyword">if</span> (type(self.handle) != singa.ConvHandle):
- dx = singa.GpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
- self.handle)
- dW = singa.GpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
- self.handle)
- db = singa.GpuConvBackwardb(
- dy, self.inputs[<span class="hljs-number">2</span>],
- self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
- <span class="hljs-keyword">else</span>:
- dx = singa.CpuConvBackwardx(dy, self.inputs[<span class="hljs-number">1</span>], self.inputs[<span class="hljs-number">0</span>],
- self.handle)
- dW = singa.CpuConvBackwardW(dy, self.inputs[<span class="hljs-number">0</span>], self.inputs[<span class="hljs-number">1</span>],
- self.handle)
- db = singa.CpuConvBackwardb(
- dy, self.inputs[<span class="hljs-number">2</span>],
- self.handle) <span class="hljs-keyword">if</span> self.handle.bias_term <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>
- <span class="hljs-keyword">if</span> self.odd_padding != (<span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>, <span class="hljs-number">0</span>):
- dx = utils.handle_odd_pad_bwd(dx, self.odd_padding)
-
- <span class="hljs-keyword">if</span> db:
- <span class="hljs-keyword">return</span> dx, dW, db
-
- <span class="hljs-keyword">else</span>:
- <span class="hljs-keyword">return</span> dx, dW
-</code></pre>
-<ul>
-<li>C++ side:
-<a href="https://github.com/apache/singa/blob/dev/src/model/operation/convolution.cc">convolution.cc</a></li>
+<li>Training with the computational graph enabled can significantly reduce the
+memory footprint.</li>
+<li>Currently, there is a little improvement in terms of speed. More optimizations
+can be done towards the efficiency.</li>
</ul>
-<pre><code class="hljs css language-c++"><span class="hljs-function">Tensor <span class="hljs-title">GpuConvBackwardx</span><span class="hljs-params">(<span class="hljs-keyword">const</span> Tensor &dy, <span class="hljs-keyword">const</span> Tensor &W, <span class="hljs-keyword">const</span> Tensor &x,
- <span class="hljs-keyword">const</span> CudnnConvHandle &cch)</span> </span>{
- CHECK_EQ(dy.device()->lang(), kCuda);
-
- Tensor dx;
- dx.ResetLike(x);
-
- dy.device()->Exec(
- <span class="hljs-comment">/*
- * dx is a local variable so it's captured by value
- * dy is an intermediate tensor and isn't recorded on the python side
- * W is an intermediate tensor but it's recorded on the python side
- * chh is a variable and it's recorded on the python side
- */</span>
- [dx, dy, &W, &cch](Context *ctx) <span class="hljs-keyword">mutable</span> {
- Block *wblock = W.block(), *dyblock = dy.block(), *dxblock = dx.block();
- <span class="hljs-keyword">float</span> alpha = <span class="hljs-number">1.f</span>, beta = <span class="hljs-number">0.f</span>;
- cudnnConvolutionBackwardData(
- ctx->cudnn_handle, &alpha, cch.filter_desc, wblock->data(),
- cch.y_desc, dyblock->data(), cch.conv_desc, cch.bp_data_alg,
- cch.workspace.block()->mutable_data(),
- cch.workspace_count * <span class="hljs-keyword">sizeof</span>(<span class="hljs-keyword">float</span>), &beta, cch.x_desc,
- dxblock->mutable_data());
- },
- {dy.block(), W.block()}, {dx.block(), cch.workspace.block()});
- <span class="hljs-comment">/* the lambda expression reads the blocks of tensor dy and w
- * and writes the blocks of tensor dx and chh.workspace
- */</span>
-
- <span class="hljs-keyword">return</span> dx;
-}
-</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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/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 Computational G [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</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/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 [...]
The Apache Software Foundation. All 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 e028cd4..c3a1400 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 4/2/2020</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-h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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-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/history-singa/index.html b/content/docs/next/history-singa/index.html
index e028cd4..c3a1400 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 4/2/2020</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-h [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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-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/how-to-release.html b/content/docs/next/how-to-release.html
index d40e15b..e62ed11 100644
--- a/content/docs/next/how-to-release.html
+++ b/content/docs/next/how-to-release.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -96,21 +96,43 @@ package which is not APL, must state it at the end of the NOTICE file.</li>
Features, Bugs (link to JIRA or Github PR), Changes, Dependency list,
Incompatibility issues. Follow this
<a href="http://commons.apache.org/proper/commons-digester/commons-digester-3.0/RELEASE-NOTES.txt">example</a>.</p></li>
-<li><p>Prepare DISCLAIMER file. Modify from the
-<a href="http://incubator.apache.org/guides/branding.html#disclaimers">template</a></p></li>
<li><p>Package the release candidate. The release should be packaged into :
apache-singa-VERSION.tar.gz. The release should not include any binary files
-including git files. Upload the release to for
-<a href="https://dist.apache.org/repos/dist/dev/VERSION/">stage</a>. The tar file,
+including git files. Upload the release the
+<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>. The tar file,
signature, KEY and SHA256 checksum file should be included. MD5 is no longer
used. Policy is
-<a href="http://www.apache.org/dev/release-distribution#sigs-and-sums">here</a></p>
+<a href="http://www.apache.org/dev/release-distribution#sigs-and-sums">here</a>. The
+stage folder should include:</p>
<ul>
<li>apache-singa-VERSION.tar.gz</li>
-<li>KEY</li>
-<li>XX.acs</li>
-<li>.SHA256</li>
-</ul></li>
+<li>apache-singa-VERSION.acs</li>
+<li>apache-singa-VERSION.SHA256</li>
+</ul>
+<p>The commands to create these files and upload them to the stage svn repo:</p>
+<pre><code class="hljs css language-sh"><span class="hljs-comment"># in singa repo</span>
+rm -rf .git
+rm -rf rafiki/*
+<span class="hljs-built_in">cd</span> ..
+tar -czvf apache-singa-VERSION.tar.gz singa/
+
+mkdir stage
+<span class="hljs-built_in">cd</span> stage
+svn co https://dist.apache.org/repos/dist/dev/singa/
+<span class="hljs-built_in">cd</span> singa
+<span class="hljs-comment"># copy the KEYS file from singa repo to this folder if it is not here</span>
+cp ../../singa/KEYS .
+mkdir VERSION
+<span class="hljs-comment"># copy the tar.gz file</span>
+mv ../../apache-singa-VERSION.tar.gz VERSION/
+<span class="hljs-built_in">cd</span> VERSION
+sha512sum apache-singa-VERSION.tar.gz > apache-singa-VERSION.tar.gz.sha512
+gpg --armor --output apache-singa-VERSION.tar.gz.asc --detach-sig apache-singa-VERSION.tar.gz
+svn add VERSION
+svn update
+</code></pre></li>
+</ol>
+<ol start="6">
<li><p>Call for vote by sending an email</p>
<pre><code class="hljs">To: dev@singa.apache.org
Subject: [VOTE] <span class="hljs-keyword">Release</span> apache-singa-X.Y.Z (<span class="hljs-keyword">release</span> candidate N)
@@ -154,14 +176,14 @@ Apache SINGA X.Y.Z has passed.
</span></code></pre></li>
<li><p>Upload the package for
<a href="http://www.apache.org/dev/release-publishing.html#distribution">distribution</a>
-to <a href="https://dist.apache.org/repos/dist/release/VERSION/">https://dist.apache.org/repos/dist/release/VERSION/</a>.</p></li>
-<li><p>Update the Download page of SINGA website. The tar.gz file MUST be
-downloaded from mirror, using closer.cgi script; other artifacts MUST be
-downloaded from main Apache site. More details
+to <a href="https://dist.apache.org/repos/dist/release/singa/">https://dist.apache.org/repos/dist/release/singa/</a>.</p></li>
+<li><p>Update the Download page of SINGA website. The tar.gz file MUST be downloaded
+from mirror, using closer.cgi script; other artifacts MUST be downloaded from
+main Apache site. More details
<a href="http://www.apache.org/dev/release-download-pages.html">here</a>. Some feedback
-we got during the previous releases: "Download pages must only link to
-formal releases, so must not include links to GitHub.", "Links to KEYS, sigs
-and hashes must not use dist.apache.org; instead use
+we got during the previous releases: "Download pages must only link to formal
+releases, so must not include links to GitHub.", "Links to KEYS, sigs and
+hashes must not use dist.apache.org; instead use
<a href="https://www.apache.org/dist/singa/">https://www.apache.org/dist/singa/</a>...;", "Also you only need one KEYS link,
and there should be a description of how to use KEYS + sig or hash to verify
the downloads."</p></li>
@@ -182,7 +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 4/2/2020</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"><section [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</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"><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/next/how-to-release/index.html b/content/docs/next/how-to-release/index.html
index d40e15b..e62ed11 100644
--- a/content/docs/next/how-to-release/index.html
+++ b/content/docs/next/how-to-release/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -96,21 +96,43 @@ package which is not APL, must state it at the end of the NOTICE file.</li>
Features, Bugs (link to JIRA or Github PR), Changes, Dependency list,
Incompatibility issues. Follow this
<a href="http://commons.apache.org/proper/commons-digester/commons-digester-3.0/RELEASE-NOTES.txt">example</a>.</p></li>
-<li><p>Prepare DISCLAIMER file. Modify from the
-<a href="http://incubator.apache.org/guides/branding.html#disclaimers">template</a></p></li>
<li><p>Package the release candidate. The release should be packaged into :
apache-singa-VERSION.tar.gz. The release should not include any binary files
-including git files. Upload the release to for
-<a href="https://dist.apache.org/repos/dist/dev/VERSION/">stage</a>. The tar file,
+including git files. Upload the release the
+<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>. The tar file,
signature, KEY and SHA256 checksum file should be included. MD5 is no longer
used. Policy is
-<a href="http://www.apache.org/dev/release-distribution#sigs-and-sums">here</a></p>
+<a href="http://www.apache.org/dev/release-distribution#sigs-and-sums">here</a>. The
+stage folder should include:</p>
<ul>
<li>apache-singa-VERSION.tar.gz</li>
-<li>KEY</li>
-<li>XX.acs</li>
-<li>.SHA256</li>
-</ul></li>
+<li>apache-singa-VERSION.acs</li>
+<li>apache-singa-VERSION.SHA256</li>
+</ul>
+<p>The commands to create these files and upload them to the stage svn repo:</p>
+<pre><code class="hljs css language-sh"><span class="hljs-comment"># in singa repo</span>
+rm -rf .git
+rm -rf rafiki/*
+<span class="hljs-built_in">cd</span> ..
+tar -czvf apache-singa-VERSION.tar.gz singa/
+
+mkdir stage
+<span class="hljs-built_in">cd</span> stage
+svn co https://dist.apache.org/repos/dist/dev/singa/
+<span class="hljs-built_in">cd</span> singa
+<span class="hljs-comment"># copy the KEYS file from singa repo to this folder if it is not here</span>
+cp ../../singa/KEYS .
+mkdir VERSION
+<span class="hljs-comment"># copy the tar.gz file</span>
+mv ../../apache-singa-VERSION.tar.gz VERSION/
+<span class="hljs-built_in">cd</span> VERSION
+sha512sum apache-singa-VERSION.tar.gz > apache-singa-VERSION.tar.gz.sha512
+gpg --armor --output apache-singa-VERSION.tar.gz.asc --detach-sig apache-singa-VERSION.tar.gz
+svn add VERSION
+svn update
+</code></pre></li>
+</ol>
+<ol start="6">
<li><p>Call for vote by sending an email</p>
<pre><code class="hljs">To: dev@singa.apache.org
Subject: [VOTE] <span class="hljs-keyword">Release</span> apache-singa-X.Y.Z (<span class="hljs-keyword">release</span> candidate N)
@@ -154,14 +176,14 @@ Apache SINGA X.Y.Z has passed.
</span></code></pre></li>
<li><p>Upload the package for
<a href="http://www.apache.org/dev/release-publishing.html#distribution">distribution</a>
-to <a href="https://dist.apache.org/repos/dist/release/VERSION/">https://dist.apache.org/repos/dist/release/VERSION/</a>.</p></li>
-<li><p>Update the Download page of SINGA website. The tar.gz file MUST be
-downloaded from mirror, using closer.cgi script; other artifacts MUST be
-downloaded from main Apache site. More details
+to <a href="https://dist.apache.org/repos/dist/release/singa/">https://dist.apache.org/repos/dist/release/singa/</a>.</p></li>
+<li><p>Update the Download page of SINGA website. The tar.gz file MUST be downloaded
+from mirror, using closer.cgi script; other artifacts MUST be downloaded from
+main Apache site. More details
<a href="http://www.apache.org/dev/release-download-pages.html">here</a>. Some feedback
-we got during the previous releases: "Download pages must only link to
-formal releases, so must not include links to GitHub.", "Links to KEYS, sigs
-and hashes must not use dist.apache.org; instead use
+we got during the previous releases: "Download pages must only link to formal
+releases, so must not include links to GitHub.", "Links to KEYS, sigs and
+hashes must not use dist.apache.org; instead use
<a href="https://www.apache.org/dist/singa/">https://www.apache.org/dist/singa/</a>...;", "Also you only need one KEYS link,
and there should be a description of how to use KEYS + sig or hash to verify
the downloads."</p></li>
@@ -182,7 +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 4/2/2020</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"><section [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/13/2020</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"><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/next/install-win.html b/content/docs/next/install-win.html
index e2fe98f..9e33474 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 4/2/2020</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 suppo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 suppo [...]
The Apache Software Foundation. All 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 e2fe98f..9e33474 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 4/2/2020</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 suppo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 suppo [...]
The Apache Software Foundation. All 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 8910e22..a73c5b1 100644
--- a/content/docs/next/installation.html
+++ b/content/docs/next/installation.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></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 4/9/2020</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="#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>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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="#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>< [...]
The Apache Software Foundation. All 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 8910e22..a73c5b1 100644
--- a/content/docs/next/installation/index.html
+++ b/content/docs/next/installation/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -171,7 +171,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></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 4/9/2020</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="#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>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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="#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>< [...]
The Apache Software Foundation. All 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 41c3584..f6342b9 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 4/2/2020</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 4/2/2020</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 41c3584..f6342b9 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 4/2/2020</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 4/2/2020</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 ff8a4b5..085670f 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 4/2/2020</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="site [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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="site [...]
The Apache Software Foundation. All 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 ff8a4b5..085670f 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 4/2/2020</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="site [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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="site [...]
The Apache Software Foundation. All 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 833ad9a..fcb1cae 100644
--- a/content/docs/next/onnx.html
+++ b/content/docs/next/onnx.html
@@ -4,15 +4,70 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
-<p>ONNX is an open format built to represent machine learning models, which enables
-an ability to transfer trained models between different deep learning
-frameworks. We have integrated the main functionality of ONNX into SINGA, and
-several basic operators have been supported. More operators are being
-developing.</p>
-<p>The supported [ONNX
-version}(<a href="https://github.com/onnx/onnx/blob/master/docs/Versioning.md">https://github.com/onnx/onnx/blob/master/docs/Versioning.md</a>) os SINGA
-is:</p>
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </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/onnx.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">ONNX</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreemen [...]
+<p><a href="https://onnx.ai/">ONNX</a> is an open representation format for machine learning
+models, which enables AI developers to use models across different libraries and
+tools. SINGA supports loading ONNX format models for training and inference, and
+saving models defined using SINGA APIs (e.g., <a href="./module">Module</a>) into ONNX
+format.</p>
+<p>SINGA has been tested with the following
+<a href="https://github.com/onnx/onnx/blob/master/docs/Versioning.md">version</a> of ONNX.</p>
<table>
<thead>
<tr><th>ONNX version</th><th>File format version</th><th>Opset version ai.onnx</th><th>Opset version ai.onnx.ml</th><th>Opset version ai.onnx.training</th></tr>
@@ -22,23 +77,20 @@ is:</p>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="general-usage"></a><a href="#general-usage" 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-.8 [...]
-<p>The onnx in SINGA has supported the basic functionality, and please refer the
-following tutorials for general usage:</p>
<h3><a class="anchor" aria-hidden="true" id="loading-an-onnx-model-into-singa"></a><a href="#loading-an-onnx-model-into-singa" 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. [...]
-<p>This part introduces how to import and prepare a SINGA model from a ONNX model.
-After you load a ONNX model by <code>onnx.load</code>, you need to update the model's
-batchsize, since for most model, they uses a placeholder to represent its
-batchsize. We give an example here, as <code>update_batch_size</code>. You only needs to
-update the batchsize of input and output, the shape of inner tensor will be
+<p>After loading an ONNX model from disk by <code>onnx.load</code>, you need to update the
+model's batchsize, since for most models, they use a placeholder to represent
+its batchsize. We give an example here, as <code>update_batch_size</code>. You only need to
+update the batchsize of input and output, the shape of internal tensors will be
inferred automatically.</p>
<p>Then, you can prepare the SINGA model by using <code>sonnx.prepare</code>. This function
-iteraters and translates all the nodes within the ONNX model's graph to SINGA
-operators, loads all stored weights and infers each intermediate tensor's shape.
-For the device used, please refer to the <code>device</code> section.</p>
+iterates and translates all the nodes within the ONNX model's graph into SINGA
+operators, loads all stored weights and infers each intermediate tensor's shape.</p>
<pre><code class="hljs css language-python3"><span class="hljs-built_in">import</span> onnx
from singa <span class="hljs-built_in">import</span> device
from singa <span class="hljs-built_in">import</span> sonnx
+<span class="hljs-comment"># if the input has multiple tensors? can put this function inside prepare()?</span>
def update_batch_size(onnx_model, batch_size):
<span class="hljs-attr">model_input</span> = onnx_model.graph.input[<span class="hljs-number">0</span>]
model_input.type.tensor_type.shape.dim[<span class="hljs-number">0</span>].<span class="hljs-attr">dim_value</span> = batch_size
@@ -53,17 +105,19 @@ def update_batch_size(onnx_model, batch_size):
<span class="hljs-comment"># set batch size</span>
<span class="hljs-attr">onnx_model</span> = update_batch_size(onnx_model, <span class="hljs-number">1</span>)
-<span class="hljs-comment"># prepare the model</span>
+<span class="hljs-comment"># convert onnx graph nodes into SINGA operators</span>
<span class="hljs-attr">dev</span> = device.create_cuda_gpu()
<span class="hljs-attr">sg_ir</span> = sonnx.prepare(onnx_model, <span class="hljs-attr">device=dev)</span>
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="inferernce-singa-model"></a><a href="#inferernce-singa-model" 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 [...]
-<p>After you load and prepare a SINGA model, you can do the inference by calling
-<code>sg_ir.run</code> as the following code. The input and output must be SINGA <code>Tensor</code>,
-and since SINGA model returns the output as a list, so if you only have one
-output, you just take the first element from the output as <code>forward</code> of <code>Infer</code>
-class.</p>
-<pre><code class="hljs css language-python3"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
+<h3><a class="anchor" aria-hidden="true" id="inference-singa-model"></a><a href="#inference-singa-model" 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 [...]
+<p>Once the model is created, you can do inference by calling <code>sg_ir.run</code>. The
+input and output must be SINGA <code>Tensor</code> instances. Since SINGA model returns the
+output as a list, if there is only one output, you just need to take the first
+element from the output.</p>
+<pre><code class="hljs css language-python3"><span class="hljs-comment"># can warp the following code in prepare()</span>
+<span class="hljs-comment"># and provide a flag training=True/False?</span>
+
+<span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, sg_ir)</span></span>:
@@ -79,34 +133,40 @@ x = tensor.Tensor(device=dev, data=data)
model = Infer(sg_ir)
y = model.forward(x)
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="saving-an-onnx-model-from-singa"></a><a href="#saving-an-onnx-model-from-singa" 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 [...]
-<p>Now, if you have a SINGA model, you can export it as ONNX model as following:</p>
-<pre><code class="hljs css language-python3">sonnx.<span class="hljs-keyword">to</span><span class="hljs-constructor">_onnx([<span class="hljs-params">x</span>], [<span class="hljs-params">y</span>])</span>
+<h3><a class="anchor" aria-hidden="true" id="saving-singa-model-into-onnx-format"></a><a href="#saving-singa-model-into-onnx-format" 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 [...]
+<p>Given the input tensors and the output tensors generated by the operators the
+model, you can trace back all internal operations. Therefore, a SINGA model is
+defined by the input and outputs tensors. To export a SINGA model into ONNX
+format, you just need to provide the input and output tensor list.</p>
+<pre><code class="hljs css language-python3"># <span class="hljs-symbol">x</span> is the input tensor, <span class="hljs-symbol">y</span> is the output tensor
+sonnx.to_onnx([<span class="hljs-symbol">x</span>], [<span class="hljs-symbol">y</span>])
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="re-training-a-onnx-model"></a><a href="#re-training-a-onnx-model" 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-. [...]
-<p>You also can re-training a ONNX model after you load it into SINGA as following
-code. Please node you should set all tensors of the SINGA model to enable them
-to store gradient by <code>tens.requires_grad = True</code> and <code>tens.stores_grad = True</code>.</p>
+<h3><a class="anchor" aria-hidden="true" id="re-training-an-onnx-model"></a><a href="#re-training-an-onnx-model" 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 [...]
+<p>To train (or refine) an ONNX model using SINGA, you need to set the internal
+tensors to be trainable</p>
<pre><code class="hljs css language-python3"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, sg_ir)</span></span>:
- <span class="hljs-keyword">self</span>.sg_ir = sg_ir
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, sg_ir)</span>:</span>
+ self.sg_ir = sg_ir
+ <span class="hljs-comment">## can wrap these codes in sonnx?</span>
<span class="hljs-keyword">for</span> idx, tens <span class="hljs-keyword">in</span> sg_ir.tensor_map.items():
<span class="hljs-comment"># allow the tensors to be updated</span>
- tens.requires_grad = True
- tens.stores_grad = True
+ tens.requires_grad = <span class="hljs-literal">True</span>
+ tens.stores_grad = <span class="hljs-literal">True</span>
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, x)</span></span>:
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
<span class="hljs-keyword">return</span> sg_ir.run([x])[<span class="hljs-number">0</span>]
-autograd.training = False
+autograd.training = <span class="hljs-literal">False</span>
model = Infer(sg_ir)
+autograd.training = <span class="hljs-literal">True</span>
<span class="hljs-comment"># then you training the model like normal</span>
+<span class="hljs-comment"># give more details??</span>
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="transfer-learning-a-onnx-model"></a><a href="#transfer-learning-a-onnx-model" 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 1 [...]
-<p>You also can append some layers to the end of ONNX model to do transfer-learning
-like following. The <code>last_layers</code> means you cut the ONNX layers from [0,
+<h3><a class="anchor" aria-hidden="true" id="transfer-learning-an-onnx-model"></a><a href="#transfer-learning-an-onnx-model" 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 [...]
+<p>You also can append some layers to the end of ONNX model to do
+transfer-learning. The <code>last_layers</code> means you cut the ONNX layers from [0,
last_layers]. Then you can append more layers by the normal SINGA model.</p>
<pre><code class="hljs css language-python3">class Trans:
@@ -132,7 +192,7 @@ model = Trans(sg_ir, <span class="hljs-number">-1</span>)
# <span class="hljs-keyword">then</span> you training the model like normal
</code></pre>
-<h2><a class="anchor" aria-hidden="true" id="example-onnx-mnist-on-singa"></a><a href="#example-onnx-mnist-on-singa" 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 1 [...]
+<h2><a class="anchor" aria-hidden="true" id="a-full-example"></a><a href="#a-full-example" 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- [...]
<p>This part introduces the usage of SINGA ONNX by using the mnist example. In this
section, the examples of how to export, load, inference, re-training, and
transfer-learning the minist model are displayed. You can try this part
@@ -692,7 +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 4/5/2020</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 SI [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Computational Graph</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 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/onnx/index.html b/content/docs/next/onnx/index.html
index 833ad9a..fcb1cae 100644
--- a/content/docs/next/onnx/index.html
+++ b/content/docs/next/onnx/index.html
@@ -4,15 +4,70 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
-<p>ONNX is an open format built to represent machine learning models, which enables
-an ability to transfer trained models between different deep learning
-frameworks. We have integrated the main functionality of ONNX into SINGA, and
-several basic operators have been supported. More operators are being
-developing.</p>
-<p>The supported [ONNX
-version}(<a href="https://github.com/onnx/onnx/blob/master/docs/Versioning.md">https://github.com/onnx/onnx/blob/master/docs/Versioning.md</a>) os SINGA
-is:</p>
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </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/onnx.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">ONNX</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreemen [...]
+<p><a href="https://onnx.ai/">ONNX</a> is an open representation format for machine learning
+models, which enables AI developers to use models across different libraries and
+tools. SINGA supports loading ONNX format models for training and inference, and
+saving models defined using SINGA APIs (e.g., <a href="./module">Module</a>) into ONNX
+format.</p>
+<p>SINGA has been tested with the following
+<a href="https://github.com/onnx/onnx/blob/master/docs/Versioning.md">version</a> of ONNX.</p>
<table>
<thead>
<tr><th>ONNX version</th><th>File format version</th><th>Opset version ai.onnx</th><th>Opset version ai.onnx.ml</th><th>Opset version ai.onnx.training</th></tr>
@@ -22,23 +77,20 @@ is:</p>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="general-usage"></a><a href="#general-usage" 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-.8 [...]
-<p>The onnx in SINGA has supported the basic functionality, and please refer the
-following tutorials for general usage:</p>
<h3><a class="anchor" aria-hidden="true" id="loading-an-onnx-model-into-singa"></a><a href="#loading-an-onnx-model-into-singa" 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. [...]
-<p>This part introduces how to import and prepare a SINGA model from a ONNX model.
-After you load a ONNX model by <code>onnx.load</code>, you need to update the model's
-batchsize, since for most model, they uses a placeholder to represent its
-batchsize. We give an example here, as <code>update_batch_size</code>. You only needs to
-update the batchsize of input and output, the shape of inner tensor will be
+<p>After loading an ONNX model from disk by <code>onnx.load</code>, you need to update the
+model's batchsize, since for most models, they use a placeholder to represent
+its batchsize. We give an example here, as <code>update_batch_size</code>. You only need to
+update the batchsize of input and output, the shape of internal tensors will be
inferred automatically.</p>
<p>Then, you can prepare the SINGA model by using <code>sonnx.prepare</code>. This function
-iteraters and translates all the nodes within the ONNX model's graph to SINGA
-operators, loads all stored weights and infers each intermediate tensor's shape.
-For the device used, please refer to the <code>device</code> section.</p>
+iterates and translates all the nodes within the ONNX model's graph into SINGA
+operators, loads all stored weights and infers each intermediate tensor's shape.</p>
<pre><code class="hljs css language-python3"><span class="hljs-built_in">import</span> onnx
from singa <span class="hljs-built_in">import</span> device
from singa <span class="hljs-built_in">import</span> sonnx
+<span class="hljs-comment"># if the input has multiple tensors? can put this function inside prepare()?</span>
def update_batch_size(onnx_model, batch_size):
<span class="hljs-attr">model_input</span> = onnx_model.graph.input[<span class="hljs-number">0</span>]
model_input.type.tensor_type.shape.dim[<span class="hljs-number">0</span>].<span class="hljs-attr">dim_value</span> = batch_size
@@ -53,17 +105,19 @@ def update_batch_size(onnx_model, batch_size):
<span class="hljs-comment"># set batch size</span>
<span class="hljs-attr">onnx_model</span> = update_batch_size(onnx_model, <span class="hljs-number">1</span>)
-<span class="hljs-comment"># prepare the model</span>
+<span class="hljs-comment"># convert onnx graph nodes into SINGA operators</span>
<span class="hljs-attr">dev</span> = device.create_cuda_gpu()
<span class="hljs-attr">sg_ir</span> = sonnx.prepare(onnx_model, <span class="hljs-attr">device=dev)</span>
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="inferernce-singa-model"></a><a href="#inferernce-singa-model" 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 [...]
-<p>After you load and prepare a SINGA model, you can do the inference by calling
-<code>sg_ir.run</code> as the following code. The input and output must be SINGA <code>Tensor</code>,
-and since SINGA model returns the output as a list, so if you only have one
-output, you just take the first element from the output as <code>forward</code> of <code>Infer</code>
-class.</p>
-<pre><code class="hljs css language-python3"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
+<h3><a class="anchor" aria-hidden="true" id="inference-singa-model"></a><a href="#inference-singa-model" 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 [...]
+<p>Once the model is created, you can do inference by calling <code>sg_ir.run</code>. The
+input and output must be SINGA <code>Tensor</code> instances. Since SINGA model returns the
+output as a list, if there is only one output, you just need to take the first
+element from the output.</p>
+<pre><code class="hljs css language-python3"><span class="hljs-comment"># can warp the following code in prepare()</span>
+<span class="hljs-comment"># and provide a flag training=True/False?</span>
+
+<span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, sg_ir)</span></span>:
@@ -79,34 +133,40 @@ x = tensor.Tensor(device=dev, data=data)
model = Infer(sg_ir)
y = model.forward(x)
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="saving-an-onnx-model-from-singa"></a><a href="#saving-an-onnx-model-from-singa" 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 [...]
-<p>Now, if you have a SINGA model, you can export it as ONNX model as following:</p>
-<pre><code class="hljs css language-python3">sonnx.<span class="hljs-keyword">to</span><span class="hljs-constructor">_onnx([<span class="hljs-params">x</span>], [<span class="hljs-params">y</span>])</span>
+<h3><a class="anchor" aria-hidden="true" id="saving-singa-model-into-onnx-format"></a><a href="#saving-singa-model-into-onnx-format" 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 [...]
+<p>Given the input tensors and the output tensors generated by the operators the
+model, you can trace back all internal operations. Therefore, a SINGA model is
+defined by the input and outputs tensors. To export a SINGA model into ONNX
+format, you just need to provide the input and output tensor list.</p>
+<pre><code class="hljs css language-python3"># <span class="hljs-symbol">x</span> is the input tensor, <span class="hljs-symbol">y</span> is the output tensor
+sonnx.to_onnx([<span class="hljs-symbol">x</span>], [<span class="hljs-symbol">y</span>])
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="re-training-a-onnx-model"></a><a href="#re-training-a-onnx-model" 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-. [...]
-<p>You also can re-training a ONNX model after you load it into SINGA as following
-code. Please node you should set all tensors of the SINGA model to enable them
-to store gradient by <code>tens.requires_grad = True</code> and <code>tens.stores_grad = True</code>.</p>
+<h3><a class="anchor" aria-hidden="true" id="re-training-an-onnx-model"></a><a href="#re-training-an-onnx-model" 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 [...]
+<p>To train (or refine) an ONNX model using SINGA, you need to set the internal
+tensors to be trainable</p>
<pre><code class="hljs css language-python3"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, sg_ir)</span></span>:
- <span class="hljs-keyword">self</span>.sg_ir = sg_ir
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, sg_ir)</span>:</span>
+ self.sg_ir = sg_ir
+ <span class="hljs-comment">## can wrap these codes in sonnx?</span>
<span class="hljs-keyword">for</span> idx, tens <span class="hljs-keyword">in</span> sg_ir.tensor_map.items():
<span class="hljs-comment"># allow the tensors to be updated</span>
- tens.requires_grad = True
- tens.stores_grad = True
+ tens.requires_grad = <span class="hljs-literal">True</span>
+ tens.stores_grad = <span class="hljs-literal">True</span>
- <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, x)</span></span>:
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
<span class="hljs-keyword">return</span> sg_ir.run([x])[<span class="hljs-number">0</span>]
-autograd.training = False
+autograd.training = <span class="hljs-literal">False</span>
model = Infer(sg_ir)
+autograd.training = <span class="hljs-literal">True</span>
<span class="hljs-comment"># then you training the model like normal</span>
+<span class="hljs-comment"># give more details??</span>
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="transfer-learning-a-onnx-model"></a><a href="#transfer-learning-a-onnx-model" 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 1 [...]
-<p>You also can append some layers to the end of ONNX model to do transfer-learning
-like following. The <code>last_layers</code> means you cut the ONNX layers from [0,
+<h3><a class="anchor" aria-hidden="true" id="transfer-learning-an-onnx-model"></a><a href="#transfer-learning-an-onnx-model" 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 [...]
+<p>You also can append some layers to the end of ONNX model to do
+transfer-learning. The <code>last_layers</code> means you cut the ONNX layers from [0,
last_layers]. Then you can append more layers by the normal SINGA model.</p>
<pre><code class="hljs css language-python3">class Trans:
@@ -132,7 +192,7 @@ model = Trans(sg_ir, <span class="hljs-number">-1</span>)
# <span class="hljs-keyword">then</span> you training the model like normal
</code></pre>
-<h2><a class="anchor" aria-hidden="true" id="example-onnx-mnist-on-singa"></a><a href="#example-onnx-mnist-on-singa" 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 1 [...]
+<h2><a class="anchor" aria-hidden="true" id="a-full-example"></a><a href="#a-full-example" 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- [...]
<p>This part introduces the usage of SINGA ONNX by using the mnist example. In this
section, the examples of how to export, load, inference, re-training, and
transfer-learning the minist model are displayed. You can try this part
@@ -692,7 +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 4/5/2020</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 SI [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/10/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/next/graph"><span class="arrow-prev">← </span><span>Computational Graph</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 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/releases/RELEASE_NOTES_0.1.0.html b/content/docs/next/releases/RELEASE_NOTES_0.1.0.html
index 24ab056..aaf3d12 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 24ab056..aaf3d12 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 51e9664..2fc1bfb 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 51e9664..2fc1bfb 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 4f2ff09..0f2987e 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 4f2ff09..0f2987e 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 8155609..e49d146 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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/index.html b/content/docs/next/releases/RELEASE_NOTES_1.0.0/index.html
index 8155609..e49d146 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.0.0/index.html
+++ b/content/docs/next/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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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
index 009a109..8852c8c 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/next/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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 009a109..8852c8c 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.1.0/index.html
+++ b/content/docs/next/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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 cd1d7bb..206bda1 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 cd1d7bb..206bda1 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 e1a9852..b126fd6 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 e1a9852..b126fd6 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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.rc1.html b/content/docs/next/releases/RELEASE_NOTES_3.0.0.rc1.html
index 767605c..161260e 100644
--- a/content/docs/next/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/next/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 4/9/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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.readth [...]
The Apache Software Foundation. All 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.rc1/index.html b/content/docs/next/releases/RELEASE_NOTES_3.0.0.rc1/index.html
index 767605c..161260e 100644
--- a/content/docs/next/releases/RELEASE_NOTES_3.0.0.rc1/index.html
+++ b/content/docs/next/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 4/9/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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.readth [...]
The Apache Software Foundation. All 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 767fa1a..44c2505 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 4/2/2020</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 hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 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/next/security/index.html b/content/docs/next/security/index.html
index 767fa1a..44c2505 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 4/2/2020</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 hre [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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 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/next/software-stack.html b/content/docs/next/software-stack.html
index f90e651..fefc8a0 100644
--- a/content/docs/next/software-stack.html
+++ b/content/docs/next/software-stack.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</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="toc [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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="toc [...]
The Apache Software Foundation. All 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 f90e651..fefc8a0 100644
--- a/content/docs/next/software-stack/index.html
+++ b/content/docs/next/software-stack/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/9/2020</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="toc [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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="toc [...]
The Apache Software Foundation. All 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 92fe140..64926b5 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 4/2/2020</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/singa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/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/next/source-repository/index.html b/content/docs/next/source-repository/index.html
index 92fe140..64926b5 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 4/2/2020</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/singa [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/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/next/team-list.html b/content/docs/next/team-list.html
index 711268b..90c1d2c 100644
--- a/content/docs/next/team-list.html
+++ b/content/docs/next/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 4/2/2020</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">Commit [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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">Commit [...]
The Apache Software Foundation. All 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
index 711268b..90c1d2c 100644
--- a/content/docs/next/team-list/index.html
+++ b/content/docs/next/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 4/2/2020</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">Commit [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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">Commit [...]
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diff --git a/content/docs/next/tensor.html b/content/docs/next/tensor.html
index 67bacca..73849aa 100644
--- a/content/docs/next/tensor.html
+++ b/content/docs/next/tensor.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/3/2020</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 href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</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 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/tensor/index.html b/content/docs/next/tensor/index.html
index 67bacca..73849aa 100644
--- a/content/docs/next/tensor/index.html
+++ b/content/docs/next/tensor/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
+ </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>next</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-interna [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -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 4/3/2020</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 href [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</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 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/onnx.html b/content/docs/onnx.html
index e7bdfbb..b274230 100644
--- a/content/docs/onnx.html
+++ b/content/docs/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 4/5/2020</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 SI [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/5/2020</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 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/onnx/index.html b/content/docs/onnx/index.html
index e7bdfbb..b274230 100644
--- a/content/docs/onnx/index.html
+++ b/content/docs/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 4/5/2020</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 SI [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/5/2020</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 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/optimizer.html b/content/docs/optimizer.html
index f78214e..4f1563c 100644
--- a/content/docs/optimizer.html
+++ b/content/docs/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- [...]
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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
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/optimizer/index.html b/content/docs/optimizer/index.html
index f78214e..4f1563c 100644
--- a/content/docs/optimizer/index.html
+++ b/content/docs/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- [...]
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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
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_0.1.0.html b/content/docs/releases/RELEASE_NOTES_0.1.0.html
index e98431b..92c0f59 100644
--- a/content/docs/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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_0.1.0/index.html b/content/docs/releases/RELEASE_NOTES_0.1.0/index.html
index e98431b..92c0f59 100644
--- a/content/docs/releases/RELEASE_NOTES_0.1.0/index.html
+++ 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>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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_0.2.0.html b/content/docs/releases/RELEASE_NOTES_0.2.0.html
index a5cdef3..bdc32ab 100644
--- a/content/docs/releases/RELEASE_NOTES_0.2.0.html
+++ 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>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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_0.2.0/index.html b/content/docs/releases/RELEASE_NOTES_0.2.0/index.html
index a5cdef3..bdc32ab 100644
--- a/content/docs/releases/RELEASE_NOTES_0.2.0/index.html
+++ 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>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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_0.3.0.html b/content/docs/releases/RELEASE_NOTES_0.3.0.html
index 03f126b..1babc76 100644
--- a/content/docs/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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_0.3.0/index.html b/content/docs/releases/RELEASE_NOTES_0.3.0/index.html
index 03f126b..1babc76 100644
--- a/content/docs/releases/RELEASE_NOTES_0.3.0/index.html
+++ 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>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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_1.0.0.html b/content/docs/releases/RELEASE_NOTES_1.0.0.html
index 8049a15..8c5719f 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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_1.0.0/index.html b/content/docs/releases/RELEASE_NOTES_1.0.0/index.html
index 8049a15..8c5719f 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 b69a7d4..d60ee13 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 b69a7d4..d60ee13 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 0abdcff..38b6f5c 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 0abdcff..38b6f5c 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 3937d50..c69420f 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 3937d50..c69420f 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 4/2/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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.readth [...]
The Apache Software Foundation. All 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 7b3f182..15c68a3 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 4/9/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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.readth [...]
The Apache Software Foundation. All 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 7b3f182..15c68a3 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 4/9/2020</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/#">API Reference (coming so [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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.readth [...]
The Apache Software Foundation. All 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 eb306a3..1f431fb 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 4/2/2020</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="/" clas [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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="/" 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/docs/security/index.html b/content/docs/security/index.html
index eb306a3..1f431fb 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 4/2/2020</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="/" clas [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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="/" 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/docs/software-stack.html b/content/docs/software-stack.html
index 2d2e033..b61f89d 100644
--- a/content/docs/software-stack.html
+++ b/content/docs/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 4/9/2020</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-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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-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/software-stack/index.html b/content/docs/software-stack/index.html
index 2d2e033..b61f89d 100644
--- a/content/docs/software-stack/index.html
+++ b/content/docs/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 4/9/2020</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-headings" [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</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-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/source-repository.html b/content/docs/source-repository.html
index f90e0af..bd6b3c8 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 4/2/2020</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-logo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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-logo [...]
The Apache Software Foundation. All 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 f90e0af..bd6b3c8 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 4/2/2020</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-logo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</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-logo [...]
The Apache Software Foundation. All 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 c49f24b..157e8d0 100644
--- a/content/docs/team-list.html
+++ b/content/docs/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 4/2/2020</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 4/2/2020</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 c49f24b..157e8d0 100644
--- a/content/docs/team-list/index.html
+++ b/content/docs/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 4/2/2020</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 4/2/2020</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 0631ada..698ac9a 100644
--- a/content/docs/tensor.html
+++ b/content/docs/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 4/3/2020</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="#create- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</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="#create- [...]
The Apache Software Foundation. All 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 0631ada..698ac9a 100644
--- a/content/docs/tensor/index.html
+++ b/content/docs/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 4/3/2020</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="#create- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/3/2020</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="#create- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/en/404.html b/content/en/404.html
index f7acab1..b6b42e5 100644
--- a/content/en/404.html
+++ b/content/en/404.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/en/404/index.html b/content/en/404/index.html
index f7acab1..b6b42e5 100644
--- a/content/en/404/index.html
+++ b/content/en/404/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/en/help.html b/content/en/help.html
index dd48e69..30d45b8 100644
--- a/content/en/help.html
+++ b/content/en/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="/en/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href="/docs/download-singa">Development</a></div><div><h5>C [...]
+</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="/en/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/en/help/index.html b/content/en/help/index.html
index dd48e69..30d45b8 100644
--- a/content/en/help/index.html
+++ b/content/en/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="/en/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href="/docs/download-singa">Development</a></div><div><h5>C [...]
+</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="/en/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/en/index.html b/content/en/index.html
index 0056d18..69be014 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-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/en/users.html b/content/en/users.html
index 080520b..955d81b 100644
--- a/content/en/users.html
+++ b/content/en/users.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/en/users/index.html b/content/en/users/index.html
index 080520b..955d81b 100644
--- a/content/en/users/index.html
+++ b/content/en/users/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/en/versions.html b/content/en/versions.html
index cccc651..bb1b6d1 100644
--- a/content/en/versions.html
+++ b/content/en/versions.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/en/versions/index.html b/content/en/versions/index.html
index cccc651..bb1b6d1 100644
--- a/content/en/versions/index.html
+++ b/content/en/versions/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. 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 afbb9ab..7585ef7 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="/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href="/docs/download-singa">Development</a></div><div><h5>Comm [...]
+</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 afbb9ab..7585ef7 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="/#">API Reference (coming soon)</a><a href="/docs/model-zoo-cnn-cifar10">Model Zoo</a><a href="/docs/download-singa">Development</a></div><div><h5>Comm [...]
+</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 6cb2f76..bd8fba1 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-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 78e7b3f..c03973c 100644
--- a/content/users.html
+++ b/content/users.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. 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 78e7b3f..c03973c 100644
--- a/content/users/index.html
+++ b/content/users/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. 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 bb072e6..23da6e3 100644
--- a/content/versions.html
+++ b/content/versions.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. 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 bb072e6..23da6e3 100644
--- a/content/versions/index.html
+++ b/content/versions/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
+ </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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/insta [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The