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<!doctype html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>ElasticDL: A Kubernetes-native Deep Learning Framework</title>
<link rel="stylesheet" href="./highlight/styles/default.css">
<style type="text/css">
h2 {
display: inline;
}
.typed-cursor {
opacity: 1;
animation: typedjsBlink 0.7s infinite;
-webkit-animation: typedjsBlink 0.7s infinite;
animation: typedjsBlink 0.7s infinite;
}
@keyframes typedjsBlink {
50% {
opacity: 0.0;
}
}
@-webkit-keyframes typedjsBlink {
0% {
opacity: 1;
}
50% {
opacity: 0.0;
}
100% {
opacity: 1;
}
}
.typed-fade-out {
opacity: 0;
transition: opacity .25s;
-webkit-animation: 0;
animation: 0;
}
.box {
float: left;
}
body {
font-family: "Open Sans", sans-serif;
font-size: 62.5%;
background: #efefef;
}
#wrapper {
display: flex;
padding: 2em 0;
flex-direction: column;
align-items: center;
font-size: 1.6em;
}
#wrapper #section-header {
text-align: center;
font-weight: 300;
margin-bottom: 2em;
}
#wrapper #sh-console {
min-width: 300px;
width: 50%;
}
.sh-console {
font-family: "Monaco", "Consolas";
-webkit-font-smoothing: antialiased;
font-size: 0.85em;
overflow: hidden;
color: #ccc;
box-sizing: border-box;
/*border-top: 1.5em solid #ccc;*/
border-radius: 0.25em;
}
.sh-console.sh-shadow {
box-shadow: 5px 10px 50px #000;
}
.sh-console .sh-command {
margin: 1.5em 0 0.5em 1em;
color: #fff;
position: relative;
}
.sh-console .sh-command:before {
content: "#";
color: #3a92c8;
padding-right: 0.75em;
position: absolute;
left: -1.25em;
}
.sh-console .sh-return {
margin: 0.5em 0 1.5em 2.25em;
position: relative;
}
.sh-console .sh-return:before {
content: "$";
padding: 0 0.75em 0 1.25em;
position: absolute;
left: -2.5em;
}
.sh-console .sh-return ul.sh-array {
display: inline;
list-style-type: none;
padding: 0;
margin: 0;
}
.sh-console .sh-return ul.sh-array:before {
content: "[";
}
.sh-console .sh-return ul.sh-array:after {
content: "]";
}
.sh-console .sh-return ul.sh-array li {
display: inline;
list-style-type: none;
list-style-position: inside;
margin: 0;
padding: 0;
}
.sh-console .sh-return ul.sh-array li:before {
content: '"';
}
.sh-console .sh-return ul.sh-array li:after {
content: '"';
}
.sh-console .sh-return ul.sh-array li:not(:last-child):after {
content: '", ';
}
.sh-console .sh:first-child {
margin-top: 0;
}
.sh-console .sh:last-child {
margin-bottom: 0;
}
.sh-console a {
color: #3a92c8;
text-decoration: none;
}
.sh-console a:hover {
text-decoration: underline;
}
</style>
<style>
body {
margin: 0;
}
main,
nav,
section {
display: block;
}
a {
background: transparent;
}
a:active,
a:hover {
outline: 0;
}
h1 {
font-size: 2em;
margin: .67em 0;
}
img {
border: 0;
}
body {
height: 100%;
}
*,
*:before,
*:after {
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
box-sizing: border-box;
}
body {
font-size: 100%;
}
body {
background: white;
color: black;
padding: 0;
margin: 0;
font-family: Avenir, "proxima-nova", Helvetica, Arial, sans-serif;
font-weight: normal;
font-style: normal;
line-height: 1;
position: relative;
cursor: default;
}
a:hover {
cursor: pointer;
}
img {
max-width: 100%;
height: auto;
}
img {
-ms-interpolation-mode: bicubic;
}
.right {
float: right !important;
}
.text-center {
text-align: center !important;
}
img {
display: inline-block;
vertical-align: middle;
}
.row {
width: 100%;
margin-left: auto;
margin-right: auto;
margin-top: 0;
margin-bottom: 0;
max-width: 68.75rem;
*zoom: 1;
}
.row:before,
.row:after {
content: " ";
display: table;
}
.row:after {
clear: both;
}
.inline-list {
margin: 0 auto 1.0625rem auto;
margin-left: -1.375rem;
margin-right: 0;
padding: 0;
list-style: none;
overflow: hidden;
}
.inline-list>li {
list-style: none;
float: left;
margin-left: 1.375rem;
display: block;
}
.inline-list>li>* {
display: block;
}
.text-center {
text-align: center !important;
}
.text-center {
text-align: center !important;
}
div,
ul,
li,
h1,
h2,
h3,
p {
margin: 0;
padding: 0;
}
a {
color: #4d7ec6;
text-decoration: none;
line-height: inherit;
}
a:hover,
a:focus {
color: #396bb3;
}
p {
font-family: inherit;
font-weight: normal;
font-size: 1.125rem;
line-height: 1.6;
margin-bottom: 1.25rem;
text-rendering: optimizeLegibility;
}
h1,
h2,
h3 {
font-family: Avenir, "proxima-nova", Helvetica, Arial, sans-serif;
font-weight: normal;
font-style: normal;
color: black;
text-rendering: optimizeLegibility;
margin-top: .2rem;
margin-bottom: .5rem;
line-height: 1.4;
}
h1 {
font-size: 2.125rem;
}
h2 {
font-size: 1.6875rem;
}
h3 {
font-size: 1.375rem;
}
ul {
font-size: 1.125rem;
line-height: 1.6;
margin-bottom: 1.25rem;
list-style-position: outside;
font-family: inherit;
}
ul {
margin-left: 1.1rem;
}
@media only screen and (min-width: 40.063em) {
h1,
h2,
h3 {
line-height: 1.4;
}
h1 {
font-size: 2.75rem;
}
h2 {
font-size: 2.3125rem;
}
h3 {
font-size: 1.6875rem;
}
}
@media print {
* {
background: transparent !important;
color: #000 !important;
box-shadow: none !important;
text-shadow: none !important;
}
a,
a:visited {
text-decoration: underline;
}
a[href]:after {
content: " (" attr(href) ")";
}
img {
page-break-inside: avoid;
}
img {
max-width: 100% !important;
}
p,
h2,
h3 {
orphans: 3;
widows: 3;
}
h2,
h3 {
page-break-after: avoid;
}
}
.text-center {
text-align: center !important;
}
.off-canvas-wrap {
-webkit-backface-visibility: hidden;
position: relative;
width: 100%;
overflow-x: hidden;
}
.inner-wrap {
-webkit-backface-visibility: hidden;
position: relative;
width: 100%;
*zoom: 1;
-webkit-transition: -webkit-transform 500ms ease;
-moz-transition: -moz-transform 500ms ease;
-ms-transition: -ms-transform 500ms ease;
-o-transition: -o-transform 500ms ease;
transition: transform 500ms ease;
}
.inner-wrap:before,
.inner-wrap:after {
content: " ";
display: table;
}
.inner-wrap:after {
clear: both;
}
.tab-bar {
-webkit-backface-visibility: hidden;
background: white;
color: white;
height: 2.8125rem;
line-height: 2.8125rem;
position: relative;
}
.tab-bar-section {
padding: 0 .625rem;
position: absolute;
text-align: center;
height: 2.8125rem;
top: 0;
}
@media only screen and (min-width: 40.063em) {
.tab-bar-section {
text-align: left;
}
}
.tab-bar-section.middle {
left: 2.8125rem;
right: 2.8125rem;
}
@media only screen {
.hide-for-small {
display: none !important;
}
}
@media only screen and (min-width: 40.063em) {
.hide-for-small {
display: inherit !important;
}
}
@media only screen and (min-width: 64.063em) {
.hide-for-small {
display: inherit !important;
}
}
@media only screen and (min-width: 90.063em) {
.hide-for-small {
display: inherit !important;
}
}
@media only screen and (min-width: 120.063em) {
.hide-for-small {
display: inherit !important;
}
}
body {
color: black;
}
body .off-canvas-wrap {
font-family: Avenir, "proxima-nova", Helvetica, Arial, sans-serif;
}
main {
overflow: hidden;
}
nav.tab-bar {
margin: 12px 0 5px;
}
nav.tab-bar .middle.tab-bar-section {
right: 0;
max-width: 68.75rem;
margin: 0 auto;
left: 0;
padding-bottom: 70px;
border-bottom: 1px solid #ccc;
}
nav.tab-bar .middle.tab-bar-section .main-nav ul {
margin-top: 16px;
width: 130px;
}
@media only screen and (min-width: 40.063em) {
nav.tab-bar .middle.tab-bar-section .main-nav ul {
width: 420px;
}
nav.tab-bar .off-canvas-nav-item {
display: none;
}
}
nav.tab-bar .middle.tab-bar-section .main-nav ul li {
margin-left: 35px;
}
nav.tab-bar .middle.tab-bar-section .main-nav ul li a {
color: #7d7d7d;
line-height: inherit;
font-weight: 500;
padding: 0 5px 5px 5px;
border-bottom: 2px solid #fff;
-webkit-transition: border-color .5s;
}
nav.tab-bar .middle.tab-bar-section .main-nav ul li a:hover {
color: #454545;
border-bottom: 2px solid #3a99d9;
}
.right-off-canvas-menu {
-webkit-backface-visibility: hidden;
width: 15.625rem;
top: 0;
bottom: 0;
position: absolute;
overflow-y: auto;
background-color: #333;
z-index: 1001;
box-sizing: content-box;
-webkit-overflow-scrolling: touch;
-webkit-transform: translate3d(100%, 0, 0);
-moz-transform: translate3d(100%, 0, 0);
-ms-transform: translate3d(100%, 0, 0);
-o-transform: translate3d(100%, 0, 0);
transform: translate3d(100%, 0, 0);
right: 0
}
.right-off-canvas-menu * {
-webkit-backface-visibility: hidden
}
ul.off-canvas-list {
list-style-type: none;
padding: 0;
margin: 0
}
ul.off-canvas-list li label {
padding: .3rem .9375rem;
color: #999;
text-transform: uppercase;
font-weight: bold;
background: #444;
border-top: 1px solid #5e5e5e;
border-bottom: 0;
margin: 0
}
ul.off-canvas-list li a {
display: block;
padding: .66667rem;
color: rgba(255, 255, 255, 0.7);
border-bottom: 1px solid #262626;
transition: background 300ms ease
}
ul.off-canvas-list li a:hover {
background: #b3b3b3
}
.move-right>.inner-wrap {
-webkit-transform: translate3d(15.625rem, 0, 0);
-moz-transform: translate3d(15.625rem, 0, 0);
-ms-transform: translate3d(15.625rem, 0, 0);
-o-transform: translate3d(15.625rem, 0, 0);
transform: translate3d(15.625rem, 0, 0)
}
.move-right .exit-off-canvas {
-webkit-backface-visibility: hidden;
transition: background 300ms ease;
cursor: pointer;
box-shadow: -4px 0 4px rgba(0, 0, 0, 0.5), 4px 0 4px rgba(0, 0, 0, 0.5);
display: block;
position: absolute;
background: rgba(255, 255, 255, 0.2);
top: 0;
bottom: 0;
left: 0;
right: 0;
z-index: 1002;
-webkit-tap-highlight-color: rgba(0, 0, 0, 0)
}
@media only screen and (min-width: 40.063em) {
.move-right .exit-off-canvas:hover {
background: rgba(255, 255, 255, 0.05)
}
}
body {
height: 100%;
}
*,
*:before,
*:after {
-moz-box-sizing: border-box;
-webkit-box-sizing: border-box;
box-sizing: border-box;
}
body {
font-size: 100%;
}
body {
background: white;
color: #222;
padding: 0;
margin: 0;
font-family: "Helvetica Neue", "Helvetica", Helvetica, Arial, sans-serif;
font-weight: normal;
font-style: normal;
line-height: 1;
position: relative;
cursor: default;
}
a:hover {
cursor: pointer;
}
img {
max-width: 100%;
height: auto;
}
img {
-ms-interpolation-mode: bicubic;
}
.right {
float: right !important;
}
.text-center {
text-align: center !important;
}
img {
display: inline-block;
vertical-align: middle;
}
#home {
color: #454545;
}
#home .products {
margin: 30px 0;
}
/*! CSS Used from: Embedded */
.main-page {
max-width: 1014px;
margin: 0 auto;
}
p {
padding-left: 6px;
padding-right: 6px;
text-align: justify;
max-width: 912px;
margin-left: auto;
margin-right: auto;
}
h3 {
max-width: 912px;
margin-left: auto;
margin-right: auto;
}
.require {
font-size: 0.9rem;
margin-bottom: 30px;
text-align: center;
}
#firstrequire {
margin-bottom: 2px;
}
.move-left>.inner-wrap {
-webkit-transform: translate3d(-15.625rem, 0, 0);
-moz-transform: translate3d(-15.625rem, 0, 0);
-ms-transform: translate3d(-15.625rem, 0, 0);
-o-transform: translate3d(-15.625rem, 0, 0);
transform: translate3d(-15.625rem, 0, 0)
}
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<a href="https://sql-machine-learning.github.io">
<img alt="logo" src="images/sqlflow_elasticdl.png" />
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<li class="hide-for-small right"><a href="https://github.com/sql-machine-learning/elasticdl">GitHub</a></li>
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<div class="intro">
<p class="require" id="firstrequire">ElasticDL is a Kubernetes-native deep learning framework built on top of TensorFlow 2.0 that supports fault-tolerance and elastic scheduling.</p>
</div>
<div align="center" class="sh-console sh-shadow" style="width: 80%;margin: 0 auto;">
<img src="images/elasticdl.png" />
</div>
<section class="feature">
<h3>Elastic Scheduling and Fault-Tolerance</h3>
<p>Through Kubernetes-native design, ElasticDL enables fault-tolerance and works with the priority-based preemption of Kubernetes to achieve elastic scheduling for deep learning tasks.</p>
</section>
<section class="feature">
<h3>TensorFlow 2.0 Eager Execution</h3>
<p>A distributed deep learning framework needs to know local gradients before the model update. Eager Execution allows ElasticDL to do it without hacking into the graph execution process.</p>
</section>
<section class="feature">
<h3>Minimalism Interface</h3>
<p>Given a model defined with Keras API, train the model with a command line.</p>
<pre>
<code class="bash">
elasticdl train --model_def=mnist_functional_api.custom_model --training_data_dir=/mnist/train --output=output
</code>
</pre>
</section>
<section class="feature">
<h3>Integration with SQLFlow</h3>
<p>ElasticDL will be integrated seamlessly with SQLFlow to connect SQL to distributed deep learning tasks with ElasticDL.</p>
<pre>
<code class="sql">
SELECT * FROM employee LABEL income INTO my_elasticdl_model
</code>
</pre>
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