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Posted to commits@singa.apache.org by zh...@apache.org on 2021/11/29 10:06:14 UTC
[singa-site] branch master updated: 21-11-29 add features in singa website
This is an automated email from the ASF dual-hosted git repository.
zhaojing 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 198ff2c 21-11-29 add features in singa website
new b973182 Merge pull request #27 from lzjpaul/21-11-29-add-features
198ff2c is described below
commit 198ff2c464417622a16e4adfa4c03f137fd400a7
Author: zhaojing <zh...@comp.nus.edu.sg>
AuthorDate: Mon Nov 29 17:57:37 2021 +0800
21-11-29 add features in singa website
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · 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 regarding copyright ow [...]
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index 658136c..2cb4585 100644
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index 658136c..2cb4585 100644
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index 4ef270e..194a069 100644
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · 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 [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · 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 [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · 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 regarding c [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · 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 regarding c [...]
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+++ b/content/docs/contribute-code.html
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · 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 regarding cop [...]
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--- a/content/docs/contribute-code/index.html
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@@ -1,4 +1,4 @@
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · 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 regarding cop [...]
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--- a/content/docs/contribute-docs.html
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@@ -1,4 +1,4 @@
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · 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 r [...]
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diff --git a/content/docs/contribute-docs/index.html b/content/docs/contribute-docs/index.html
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@@ -1,4 +1,4 @@
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · 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 r [...]
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diff --git a/content/docs/device.html b/content/docs/device.html
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+++ b/content/docs/device.html
@@ -1,4 +1,4 @@
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · 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 regarding copyright ownershi [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · 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 regarding copyright ownershi [...]
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diff --git a/content/docs/dist-train.html b/content/docs/dist-train.html
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Distributed Training · 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 regarding copy [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Distributed Training · 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 regarding copy [...]
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@@ -1,4 +1,4 @@
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · 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 regarding copyright ow [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · 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 regarding copyright ow [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Model · 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 regarding copyright ownership. [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Model · 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 regarding copyright ownership. [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Half Precision · 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 regarding copyright [...]
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@@ -1,4 +1,4 @@
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Half Precision · 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 regarding copyright [...]
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index e7646e5..e8155ca 100644
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index e83fe2a..1b6a80a 100644
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index e83fe2a..1b6a80a 100644
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index 010007b..a4d7293 100644
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index 730f2a9..33ed918 100644
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index bb2e0db..fcbb7b2 100644
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index 414e7a3..58aaebc 100644
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
-</span></div></h2><div><span><p>SINGA <a href="./docs/dist-train">parallelizes the training and optimizes the communication cost</a> to improve training scalability.</p>
-</span></div></div></div></div></div></div><div class="container mainPageContainer lightBackground paddingBottom paddingTop"><div class="wrapper"><div class="gridBlock"><div class="blockElement imageAlignSide imageAlignRight twoByGridBlock"><div class="blockContent"><h2><div><span><p>Efficiency</p>
-</span></div></h2><div><span><p>SINGA <a href="./docs/graph">builds a computational graph</a> to optimizes the training speed and memory footprint.</p>
-</span></div></div><div class="blockImage"><img src="/img/GraphOfMLP.png" alt="Efficiency"/></div></div></div></div></div><div class="container mainPageContainer paddingBottom paddingTop"><div class="wrapper"><div class="gridBlock"><div class="blockElement imageAlignSide imageAlignLeft twoByGridBlock"><div class="blockImage"><img src="/img/singav3.1-sw.png" alt="Usability"/></div><div class="blockContent"><h2><div><span><p>Usability</p>
-</span></div></h2><div><span><p>SINGA has a simple <a href="./docs/software-stack">software stack and Python interface</a> to improve usability.</p>
-</span></div></div></div></div></div></div><div class="productShowcaseSection paddingBottom"><h2 style="color:#904600">Users of Apache SINGA</h2><p>Apache SINGA powers the following organizations and companies...</p><div class="showcase"><a class="link" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html"><img src="/img/users/NetEase.jpg" alt="NetEase" title="NetEase"/><span class="caption">NetEase</span></a><a class="link" href="https://www.nuh.com.sg/Pages/Home.aspx"><img src="/ [...]
+ </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>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Various examples</h2><p><div><span><p>Various example deep learning tasks are provided in SINGA repo [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Distributed training</h2><p><div><span><p>SINGA supports data parallel training across multiple GPUs [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Memory optimization</h2><p><div><span><p>The optimization of memory are implemented in the <a href="h [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Automatic gradient calculation</h2><p><div><span><p>SINGA records the <a href="https://singa.apache.o [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Various optimizers</h2><p><div><span><p>SINGA supports various popular optimizers including stochasti [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Interoperability</h2><p><div><span><p>SINGA supports loading <a href="https://onnx.ai/">ONNX</a> form [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Time profiling</h2><p><div><span><p>SINGA supports the time profiling of each of the operators buffer [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Half precision</h2><p><div><span><p>Half precision is supported to bring benefits, e.g., less GPU mem [...]
+</span></div></p></div></div></div></div><div class="container lightBackground paddingBottom paddingTop"><div class="wrapper"><p style="text-align:center;font-size:20px;font-weight:bold">SINGA has a simple software stack and Python interface to improve usability</p><img style="width:50%" class="containerImg" src="/img/singav3-sw.png" alt="Usability"/></div></div><div class="container paddingBottom paddingTop"><div class="wrapper"><p style="text-align:center;font-size:20px;font-weight:bol [...]
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diff --git a/content/en/users.html b/content/en/users.html
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Users · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Distributed deep learning system"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Users · Apache SINGA"/><meta property="og:type" content="website"/><meta property="og:url" conte [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Versions · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Distributed deep learning system"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Versions · Apache SINGA"/><meta property="og:type" content="website"/><meta property="og:url" [...]
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Versions · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Distributed deep learning system"/><meta name="docsearch:language" content="en"/><meta property="og:title" content="Versions · Apache SINGA"/><meta property="og:type" content="website"/><meta property="og:url" [...]
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+<!DOCTYPE html><html lang=""><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Apache SINGA · Distributed deep learning system</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Distributed deep learning system"/><meta property="og:title" content="Apache SINGA · Distributed deep learning system"/><meta property="og:type" content="website"/><meta property="og:url" [...]
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+<!DOCTYPE html><html lang=""><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Apache SINGA · Distributed deep learning system</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Distributed deep learning system"/><meta property="og:title" content="Apache SINGA · Distributed deep learning system"/><meta property="og:type" content="website"/><meta property="og:url" [...]
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+<!DOCTYPE html><html lang=""><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Apache SINGA · Distributed deep learning system</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="Distributed deep learning system"/><meta property="og:title" content="Apache SINGA · Distributed deep learning system"/><meta property="og:type" content="website"/><meta property="og:url" [...]
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
-</span></div></h2><div><span><p>SINGA <a href="./docs/dist-train">parallelizes the training and optimizes the communication cost</a> to improve training scalability.</p>
-</span></div></div></div></div></div></div><div class="container mainPageContainer lightBackground paddingBottom paddingTop"><div class="wrapper"><div class="gridBlock"><div class="blockElement imageAlignSide imageAlignRight twoByGridBlock"><div class="blockContent"><h2><div><span><p>Efficiency</p>
-</span></div></h2><div><span><p>SINGA <a href="./docs/graph">builds a computational graph</a> to optimizes the training speed and memory footprint.</p>
-</span></div></div><div class="blockImage"><img src="/img/GraphOfMLP.png" alt="Efficiency"/></div></div></div></div></div><div class="container mainPageContainer paddingBottom paddingTop"><div class="wrapper"><div class="gridBlock"><div class="blockElement imageAlignSide imageAlignLeft twoByGridBlock"><div class="blockImage"><img src="/img/singav3.1-sw.png" alt="Usability"/></div><div class="blockContent"><h2><div><span><p>Usability</p>
-</span></div></h2><div><span><p>SINGA has a simple <a href="./docs/software-stack">software stack and Python interface</a> to improve usability.</p>
-</span></div></div></div></div></div></div><div class="productShowcaseSection paddingBottom"><h2 style="color:#904600">Users of Apache SINGA</h2><p>Apache SINGA powers the following organizations and companies...</p><div class="showcase"><a class="link" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html"><img src="/img/users/NetEase.jpg" alt="NetEase" title="NetEase"/><span class="caption">NetEase</span></a><a class="link" href="https://www.nuh.com.sg/Pages/Home.aspx"><img src="/ [...]
+ </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>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/docs/installat [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Various examples</h2><p><div><span><p>Various example deep learning tasks are provided in SINGA repo [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Distributed training</h2><p><div><span><p>SINGA supports data parallel training across multiple GPUs [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Memory optimization</h2><p><div><span><p>The optimization of memory are implemented in the <a href="h [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Automatic gradient calculation</h2><p><div><span><p>SINGA records the <a href="https://singa.apache.o [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Various optimizers</h2><p><div><span><p>SINGA supports various popular optimizers including stochasti [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Interoperability</h2><p><div><span><p>SINGA supports loading <a href="https://onnx.ai/">ONNX</a> form [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Time profiling</h2><p><div><span><p>SINGA supports the time profiling of each of the operators buffer [...]
+</span></div></p></div><div class="container-2-box"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" class="icon" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><g><path fill="none" d="M0 0h24v24H0z"></path><path d="M9 18H4v-8h5v8zm-2-2v-4H6v4h1zm6 0V8h-1v8h1zm2 2h-5V6h5v12zm4-2V4h-1v12h1zm2 2h-5V2h5v16zm1 4H3v-2h19v2z"></path></g></svg><h2>Half precision</h2><p><div><span><p>Half precision is supported to bring benefits, e.g., less GPU mem [...]
+</span></div></p></div></div></div></div><div class="container lightBackground paddingBottom paddingTop"><div class="wrapper"><p style="text-align:center;font-size:20px;font-weight:bold">SINGA has a simple software stack and Python interface to improve usability</p><img style="width:50%" class="containerImg" src="/img/singav3-sw.png" alt="Usability"/></div></div><div class="container paddingBottom paddingTop"><div class="wrapper"><p style="text-align:center;font-size:20px;font-weight:bol [...]
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