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Posted to commits@singa.apache.org by ch...@apache.org on 2020/11/22 06:16:19 UTC
[singa-site] 21/47: update logo and fix the release note link
This is an automated email from the ASF dual-hosted git repository.
chrishkchris pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/singa-site.git
commit 7609e8c758338f5f48c6aff8a2a556216f66d79f
Author: wang wei <wa...@gmail.com>
AuthorDate: Thu Apr 9 17:35:31 2020 +0800
update logo and fix the release note link
---
.../docs/next/releases/RELEASE_NOTES_0.1.0.html | 4 +-
.../next/releases/RELEASE_NOTES_0.1.0/index.html | 4 +-
.../docs/next/releases/RELEASE_NOTES_0.2.0.html | 4 +-
.../next/releases/RELEASE_NOTES_0.2.0/index.html | 4 +-
.../docs/next/releases/RELEASE_NOTES_0.3.0.html | 4 +-
.../next/releases/RELEASE_NOTES_0.3.0/index.html | 4 +-
.../docs/next/releases/RELEASE_NOTES_1.0.0.html | 4 +-
.../next/releases/RELEASE_NOTES_1.0.0/index.html | 4 +-
.../docs/next/releases/RELEASE_NOTES_1.1.0.html | 4 +-
.../next/releases/RELEASE_NOTES_1.1.0/index.html | 4 +-
.../docs/next/releases/RELEASE_NOTES_1.2.0.html | 4 +-
.../next/releases/RELEASE_NOTES_1.2.0/index.html | 4 +-
.../docs/next/releases/RELEASE_NOTES_2.0.0.html | 4 +-
.../next/releases/RELEASE_NOTES_2.0.0/index.html | 4 +-
.../next/releases/RELEASE_NOTES_3.0.0.rc1.html | 104 +++++++++++++++++++++
.../releases/RELEASE_NOTES_3.0.0.rc1/index.html | 104 +++++++++++++++++++++
content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html | 104 +++++++++++++++++++++
.../releases/RELEASE_NOTES_3.0.0.rc1/index.html | 104 +++++++++++++++++++++
18 files changed, 444 insertions(+), 28 deletions(-)
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 4d3c40b..24ab056 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.1.0.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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 4d3c40b..24ab056 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
@@ -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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 3a0b749..51e9664 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.2.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.2.0.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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 3a0b749..51e9664 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
@@ -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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 a8b3171..4f2ff09 100644
--- a/content/docs/next/releases/RELEASE_NOTES_0.3.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_0.3.0.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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 a8b3171..4f2ff09 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
@@ -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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 4a146b1..8155609 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.0.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_1.0.0.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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 4a146b1..8155609 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
@@ -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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 4e4bbb6..009a109 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.1.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_1.1.0.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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 4e4bbb6..009a109 100644
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+++ b/content/docs/next/releases/RELEASE_NOTES_1.1.0/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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 aaf3531..cd1d7bb 100644
--- a/content/docs/next/releases/RELEASE_NOTES_1.2.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_1.2.0.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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 aaf3531..cd1d7bb 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
@@ -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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 f8271bb..e1a9852 100644
--- a/content/docs/next/releases/RELEASE_NOTES_2.0.0.html
+++ b/content/docs/next/releases/RELEASE_NOTES_2.0.0.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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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 f8271bb..e1a9852 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
@@ -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 [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
@@ -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/#">API Reference (coming so [...]
The Apache Software Foundation. All 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
new file mode 100644
index 0000000..767605c
--- /dev/null
+++ b/content/docs/next/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -0,0 +1,104 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"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>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
+<p>SINGA is a distributed deep learning library.</p>
+<p>This release includes following changes:</p>
+<ul>
+<li><p>Code quality has been promoted by introducing linting check in CI and auto
+code formatter. For linting, the tools, <code>cpplint</code> and <code>pylint</code>, are used and
+configured to comply
+<a href="http://google.github.io/styleguide/">google coding styles</a> details in
+<code>tool/linting/</code>. Similarly, formatting tools, <code>clang-format</code> and <code>yapf</code>
+configured with google coding styles, are the recommended one for developers
+to clean code before submitting changes, details in <code>tool/code-format/</code>.
+<a href="https://lgtm.com">LGTM</a> is enabled on Github for code quality check; License
+check is also enabled.</p></li>
+<li><p>New Tensor APIs are added for naming consistency, and feature enhancement:</p>
+<ul>
+<li>size(), mem_size(), get_value(), to_proto(), l1(), l2(): added for the sake
+of naming consistency</li>
+<li>AsType(): convert data type between <code>float</code> and <code>int</code></li>
+<li>ceil(): perform element-wise ceiling of the input</li>
+<li>concat(): concatenate two tensor</li>
+<li>index selector: e.g. tensor1[:,:,1:,1:]</li>
+<li>softmax(in, axis): allow to perform softmax on a axis on a multi-dimensional
+tensor</li>
+</ul></li>
+<li><p>14 new operators are added into the autograd module: Gemm, GlobalAveragePool,
+ConstantOfShape, Dropout, ReduceSum, ReduceMean, Slice, Ceil, Split, Gather,
+Tile, NonZero, Cast, OneHot. Their unit tests are added as well.</p></li>
+<li><p>14 new operators are added to sonnx module for both backend and frontend:
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gemm">Gemm</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#GlobalAveragePool">GlobalAveragePool</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConstantOfShape">ConstantOfShape</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Dropout">Dropout</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceSum">ReduceSum</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceMean">ReduceMean</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Slice">Slice</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Ceil">Ceil</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Split">Split</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gather">Gather</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Tile">Tile</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#NonZero">NonZero</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Cast">Cast</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#OneHot">OneHot</a>.
+Their tests are added as well.</p></li>
+<li><p>Some ONNX models are imported into SINGA, including
+<a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/bert-squad">Bert-squad</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/arcface">Arcface</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/emotion_ferplus">FER+ Emotion</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/mobilenet">MobileNet</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/resnet">ResNet18</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/object_detection_segmentation/tiny_yolov2">Tiny Yolov2</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/vgg">Vgg16</a>,
+and Mnist.</p></li>
+<li><p>Some operators now support
+<a href="https://github.com/onnx/onnx/blob/master/docs/Broadcasting.md#multidirectional-broadcasting">multidirectional broadcasting</a>,
+including Add, Sub, Mul, Div, Pow, PRelu, Gemm</p></li>
+<li><p>[Distributed training with communication optimization].
+<a href="./python/singa/opt.py">DistOpt</a> has implemented multiple optimization
+techniques, including gradient sparsification, chunk transmission, and
+gradient compression.</p></li>
+<li><p>Computational graph construction at the CPP level. The operations submitted to
+the Device are buffered. After analyzing the dependency, the computational
+graph is created, which is further analyzed for speed and memory optimization.
+To enable this feature, use the <a href="./python/singa/module.py">Module API</a>.</p></li>
+<li><p>New website based on Docusaurus. The documentation files are moved to a
+separate repo <a href="https://github.com/apache/singa-doc">singa-doc</a>. The static
+website files are stored at
+<a href="https://github.com/apache/singa-site">singa-site</a>.</p></li>
+<li><p>DNNL(<a href="https://github.com/intel/mkl-dnn">Deep Neural Network Library</a>), powered
+by Intel, is integrated into
+<code>model/operations/[batchnorm|pooling|convolution]</code>, the changes is opaque to
+the end users. The current version is dnnl v1.1 which replaced previous
+integration of mkl-dnn v0.18. The framework could boost the performance of dl
+operations when executing on CPU. The dnnl dependency is installed through
+conda.</p></li>
+<li><p>Some Tensor APIs are marked as deprecated which could be replaced by
+broadcast, and it can support better on multi-dimensional operations. These
+APIs are add_column(), add_row(), div_column(), div_row(), mult_column(),
+mult_row()</p></li>
+<li><p>Conv and Pooling are enhanced to support fine-grained padding like (2,3,2,3),
+and
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Conv">SAME_UPPER, SAME_LOWER</a>
+pad mode and shape checking.</p></li>
+<li><p>Reconstruct soonx,</p>
+<ul>
+<li>Support two types of weight value (Initializer and Constant Node);</li>
+<li>For some operators (BatchNorm, Reshape, Clip, Slice, Gather, Tile, OneHot),
+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 [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter-wjs'));</script></body></html>
\ No newline at end of file
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
new file mode 100644
index 0000000..767605c
--- /dev/null
+++ b/content/docs/next/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -0,0 +1,104 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"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>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
+<p>SINGA is a distributed deep learning library.</p>
+<p>This release includes following changes:</p>
+<ul>
+<li><p>Code quality has been promoted by introducing linting check in CI and auto
+code formatter. For linting, the tools, <code>cpplint</code> and <code>pylint</code>, are used and
+configured to comply
+<a href="http://google.github.io/styleguide/">google coding styles</a> details in
+<code>tool/linting/</code>. Similarly, formatting tools, <code>clang-format</code> and <code>yapf</code>
+configured with google coding styles, are the recommended one for developers
+to clean code before submitting changes, details in <code>tool/code-format/</code>.
+<a href="https://lgtm.com">LGTM</a> is enabled on Github for code quality check; License
+check is also enabled.</p></li>
+<li><p>New Tensor APIs are added for naming consistency, and feature enhancement:</p>
+<ul>
+<li>size(), mem_size(), get_value(), to_proto(), l1(), l2(): added for the sake
+of naming consistency</li>
+<li>AsType(): convert data type between <code>float</code> and <code>int</code></li>
+<li>ceil(): perform element-wise ceiling of the input</li>
+<li>concat(): concatenate two tensor</li>
+<li>index selector: e.g. tensor1[:,:,1:,1:]</li>
+<li>softmax(in, axis): allow to perform softmax on a axis on a multi-dimensional
+tensor</li>
+</ul></li>
+<li><p>14 new operators are added into the autograd module: Gemm, GlobalAveragePool,
+ConstantOfShape, Dropout, ReduceSum, ReduceMean, Slice, Ceil, Split, Gather,
+Tile, NonZero, Cast, OneHot. Their unit tests are added as well.</p></li>
+<li><p>14 new operators are added to sonnx module for both backend and frontend:
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gemm">Gemm</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#GlobalAveragePool">GlobalAveragePool</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConstantOfShape">ConstantOfShape</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Dropout">Dropout</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceSum">ReduceSum</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceMean">ReduceMean</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Slice">Slice</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Ceil">Ceil</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Split">Split</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gather">Gather</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Tile">Tile</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#NonZero">NonZero</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Cast">Cast</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#OneHot">OneHot</a>.
+Their tests are added as well.</p></li>
+<li><p>Some ONNX models are imported into SINGA, including
+<a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/bert-squad">Bert-squad</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/arcface">Arcface</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/emotion_ferplus">FER+ Emotion</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/mobilenet">MobileNet</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/resnet">ResNet18</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/object_detection_segmentation/tiny_yolov2">Tiny Yolov2</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/vgg">Vgg16</a>,
+and Mnist.</p></li>
+<li><p>Some operators now support
+<a href="https://github.com/onnx/onnx/blob/master/docs/Broadcasting.md#multidirectional-broadcasting">multidirectional broadcasting</a>,
+including Add, Sub, Mul, Div, Pow, PRelu, Gemm</p></li>
+<li><p>[Distributed training with communication optimization].
+<a href="./python/singa/opt.py">DistOpt</a> has implemented multiple optimization
+techniques, including gradient sparsification, chunk transmission, and
+gradient compression.</p></li>
+<li><p>Computational graph construction at the CPP level. The operations submitted to
+the Device are buffered. After analyzing the dependency, the computational
+graph is created, which is further analyzed for speed and memory optimization.
+To enable this feature, use the <a href="./python/singa/module.py">Module API</a>.</p></li>
+<li><p>New website based on Docusaurus. The documentation files are moved to a
+separate repo <a href="https://github.com/apache/singa-doc">singa-doc</a>. The static
+website files are stored at
+<a href="https://github.com/apache/singa-site">singa-site</a>.</p></li>
+<li><p>DNNL(<a href="https://github.com/intel/mkl-dnn">Deep Neural Network Library</a>), powered
+by Intel, is integrated into
+<code>model/operations/[batchnorm|pooling|convolution]</code>, the changes is opaque to
+the end users. The current version is dnnl v1.1 which replaced previous
+integration of mkl-dnn v0.18. The framework could boost the performance of dl
+operations when executing on CPU. The dnnl dependency is installed through
+conda.</p></li>
+<li><p>Some Tensor APIs are marked as deprecated which could be replaced by
+broadcast, and it can support better on multi-dimensional operations. These
+APIs are add_column(), add_row(), div_column(), div_row(), mult_column(),
+mult_row()</p></li>
+<li><p>Conv and Pooling are enhanced to support fine-grained padding like (2,3,2,3),
+and
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Conv">SAME_UPPER, SAME_LOWER</a>
+pad mode and shape checking.</p></li>
+<li><p>Reconstruct soonx,</p>
+<ul>
+<li>Support two types of weight value (Initializer and Constant Node);</li>
+<li>For some operators (BatchNorm, Reshape, Clip, Slice, Gather, Tile, OneHot),
+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 [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter-wjs'));</script></body></html>
\ No newline at end of file
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html
new file mode 100644
index 0000000..7b3f182
--- /dev/null
+++ b/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -0,0 +1,104 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
+<p>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
+<p>SINGA is a distributed deep learning library.</p>
+<p>This release includes following changes:</p>
+<ul>
+<li><p>Code quality has been promoted by introducing linting check in CI and auto
+code formatter. For linting, the tools, <code>cpplint</code> and <code>pylint</code>, are used and
+configured to comply
+<a href="http://google.github.io/styleguide/">google coding styles</a> details in
+<code>tool/linting/</code>. Similarly, formatting tools, <code>clang-format</code> and <code>yapf</code>
+configured with google coding styles, are the recommended one for developers
+to clean code before submitting changes, details in <code>tool/code-format/</code>.
+<a href="https://lgtm.com">LGTM</a> is enabled on Github for code quality check; License
+check is also enabled.</p></li>
+<li><p>New Tensor APIs are added for naming consistency, and feature enhancement:</p>
+<ul>
+<li>size(), mem_size(), get_value(), to_proto(), l1(), l2(): added for the sake
+of naming consistency</li>
+<li>AsType(): convert data type between <code>float</code> and <code>int</code></li>
+<li>ceil(): perform element-wise ceiling of the input</li>
+<li>concat(): concatenate two tensor</li>
+<li>index selector: e.g. tensor1[:,:,1:,1:]</li>
+<li>softmax(in, axis): allow to perform softmax on a axis on a multi-dimensional
+tensor</li>
+</ul></li>
+<li><p>14 new operators are added into the autograd module: Gemm, GlobalAveragePool,
+ConstantOfShape, Dropout, ReduceSum, ReduceMean, Slice, Ceil, Split, Gather,
+Tile, NonZero, Cast, OneHot. Their unit tests are added as well.</p></li>
+<li><p>14 new operators are added to sonnx module for both backend and frontend:
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gemm">Gemm</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#GlobalAveragePool">GlobalAveragePool</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConstantOfShape">ConstantOfShape</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Dropout">Dropout</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceSum">ReduceSum</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceMean">ReduceMean</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Slice">Slice</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Ceil">Ceil</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Split">Split</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gather">Gather</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Tile">Tile</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#NonZero">NonZero</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Cast">Cast</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#OneHot">OneHot</a>.
+Their tests are added as well.</p></li>
+<li><p>Some ONNX models are imported into SINGA, including
+<a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/bert-squad">Bert-squad</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/arcface">Arcface</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/emotion_ferplus">FER+ Emotion</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/mobilenet">MobileNet</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/resnet">ResNet18</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/object_detection_segmentation/tiny_yolov2">Tiny Yolov2</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/vgg">Vgg16</a>,
+and Mnist.</p></li>
+<li><p>Some operators now support
+<a href="https://github.com/onnx/onnx/blob/master/docs/Broadcasting.md#multidirectional-broadcasting">multidirectional broadcasting</a>,
+including Add, Sub, Mul, Div, Pow, PRelu, Gemm</p></li>
+<li><p>[Distributed training with communication optimization].
+<a href="./python/singa/opt.py">DistOpt</a> has implemented multiple optimization
+techniques, including gradient sparsification, chunk transmission, and
+gradient compression.</p></li>
+<li><p>Computational graph construction at the CPP level. The operations submitted to
+the Device are buffered. After analyzing the dependency, the computational
+graph is created, which is further analyzed for speed and memory optimization.
+To enable this feature, use the <a href="./python/singa/module.py">Module API</a>.</p></li>
+<li><p>New website based on Docusaurus. The documentation files are moved to a
+separate repo <a href="https://github.com/apache/singa-doc">singa-doc</a>. The static
+website files are stored at
+<a href="https://github.com/apache/singa-site">singa-site</a>.</p></li>
+<li><p>DNNL(<a href="https://github.com/intel/mkl-dnn">Deep Neural Network Library</a>), powered
+by Intel, is integrated into
+<code>model/operations/[batchnorm|pooling|convolution]</code>, the changes is opaque to
+the end users. The current version is dnnl v1.1 which replaced previous
+integration of mkl-dnn v0.18. The framework could boost the performance of dl
+operations when executing on CPU. The dnnl dependency is installed through
+conda.</p></li>
+<li><p>Some Tensor APIs are marked as deprecated which could be replaced by
+broadcast, and it can support better on multi-dimensional operations. These
+APIs are add_column(), add_row(), div_column(), div_row(), mult_column(),
+mult_row()</p></li>
+<li><p>Conv and Pooling are enhanced to support fine-grained padding like (2,3,2,3),
+and
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Conv">SAME_UPPER, SAME_LOWER</a>
+pad mode and shape checking.</p></li>
+<li><p>Reconstruct soonx,</p>
+<ul>
+<li>Support two types of weight value (Initializer and Constant Node);</li>
+<li>For some operators (BatchNorm, Reshape, Clip, Slice, Gather, Tile, OneHot),
+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 [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter-wjs'));</script></body></html>
\ No newline at end of file
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
new file mode 100644
index 0000000..7b3f182
--- /dev/null
+++ b/content/docs/releases/RELEASE_NOTES_3.0.0.rc1/index.html
@@ -0,0 +1,104 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>singa-3.0.0.rc1 Release Notes · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regar [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"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>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
+<p>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
+<p>SINGA is a distributed deep learning library.</p>
+<p>This release includes following changes:</p>
+<ul>
+<li><p>Code quality has been promoted by introducing linting check in CI and auto
+code formatter. For linting, the tools, <code>cpplint</code> and <code>pylint</code>, are used and
+configured to comply
+<a href="http://google.github.io/styleguide/">google coding styles</a> details in
+<code>tool/linting/</code>. Similarly, formatting tools, <code>clang-format</code> and <code>yapf</code>
+configured with google coding styles, are the recommended one for developers
+to clean code before submitting changes, details in <code>tool/code-format/</code>.
+<a href="https://lgtm.com">LGTM</a> is enabled on Github for code quality check; License
+check is also enabled.</p></li>
+<li><p>New Tensor APIs are added for naming consistency, and feature enhancement:</p>
+<ul>
+<li>size(), mem_size(), get_value(), to_proto(), l1(), l2(): added for the sake
+of naming consistency</li>
+<li>AsType(): convert data type between <code>float</code> and <code>int</code></li>
+<li>ceil(): perform element-wise ceiling of the input</li>
+<li>concat(): concatenate two tensor</li>
+<li>index selector: e.g. tensor1[:,:,1:,1:]</li>
+<li>softmax(in, axis): allow to perform softmax on a axis on a multi-dimensional
+tensor</li>
+</ul></li>
+<li><p>14 new operators are added into the autograd module: Gemm, GlobalAveragePool,
+ConstantOfShape, Dropout, ReduceSum, ReduceMean, Slice, Ceil, Split, Gather,
+Tile, NonZero, Cast, OneHot. Their unit tests are added as well.</p></li>
+<li><p>14 new operators are added to sonnx module for both backend and frontend:
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gemm">Gemm</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#GlobalAveragePool">GlobalAveragePool</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ConstantOfShape">ConstantOfShape</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Dropout">Dropout</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceSum">ReduceSum</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#ReduceMean">ReduceMean</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Slice">Slice</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Ceil">Ceil</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Split">Split</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Gather">Gather</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Tile">Tile</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#NonZero">NonZero</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Cast">Cast</a>,
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#OneHot">OneHot</a>.
+Their tests are added as well.</p></li>
+<li><p>Some ONNX models are imported into SINGA, including
+<a href="https://github.com/onnx/models/tree/master/text/machine_comprehension/bert-squad">Bert-squad</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/arcface">Arcface</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/body_analysis/emotion_ferplus">FER+ Emotion</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/mobilenet">MobileNet</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/resnet">ResNet18</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/object_detection_segmentation/tiny_yolov2">Tiny Yolov2</a>,
+<a href="https://github.com/onnx/models/tree/master/vision/classification/vgg">Vgg16</a>,
+and Mnist.</p></li>
+<li><p>Some operators now support
+<a href="https://github.com/onnx/onnx/blob/master/docs/Broadcasting.md#multidirectional-broadcasting">multidirectional broadcasting</a>,
+including Add, Sub, Mul, Div, Pow, PRelu, Gemm</p></li>
+<li><p>[Distributed training with communication optimization].
+<a href="./python/singa/opt.py">DistOpt</a> has implemented multiple optimization
+techniques, including gradient sparsification, chunk transmission, and
+gradient compression.</p></li>
+<li><p>Computational graph construction at the CPP level. The operations submitted to
+the Device are buffered. After analyzing the dependency, the computational
+graph is created, which is further analyzed for speed and memory optimization.
+To enable this feature, use the <a href="./python/singa/module.py">Module API</a>.</p></li>
+<li><p>New website based on Docusaurus. The documentation files are moved to a
+separate repo <a href="https://github.com/apache/singa-doc">singa-doc</a>. The static
+website files are stored at
+<a href="https://github.com/apache/singa-site">singa-site</a>.</p></li>
+<li><p>DNNL(<a href="https://github.com/intel/mkl-dnn">Deep Neural Network Library</a>), powered
+by Intel, is integrated into
+<code>model/operations/[batchnorm|pooling|convolution]</code>, the changes is opaque to
+the end users. The current version is dnnl v1.1 which replaced previous
+integration of mkl-dnn v0.18. The framework could boost the performance of dl
+operations when executing on CPU. The dnnl dependency is installed through
+conda.</p></li>
+<li><p>Some Tensor APIs are marked as deprecated which could be replaced by
+broadcast, and it can support better on multi-dimensional operations. These
+APIs are add_column(), add_row(), div_column(), div_row(), mult_column(),
+mult_row()</p></li>
+<li><p>Conv and Pooling are enhanced to support fine-grained padding like (2,3,2,3),
+and
+<a href="https://github.com/onnx/onnx/blob/master/docs/Operators.md#Conv">SAME_UPPER, SAME_LOWER</a>
+pad mode and shape checking.</p></li>
+<li><p>Reconstruct soonx,</p>
+<ul>
+<li>Support two types of weight value (Initializer and Constant Node);</li>
+<li>For some operators (BatchNorm, Reshape, Clip, Slice, Gather, Tile, OneHot),
+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 [...]
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