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Prasanna
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webpage updates
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‎.gitignore

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*.py[cod]
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*$py.class
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.DS_Store
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# C extensions
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*.so
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‎config.toml

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baseURL = "http://example.org/"
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baseURL = "https://distributed-training-workshop.go-aws.com"
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languageCode = "en-us"
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title = "My New Hugo Site"
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defaultContentLanguage = "en"
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title = "Distributed training with Amazon SageMaker / Amazon EKS Workshop"
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theme = "learn"
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uglyurls = true
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#googleAnalytics = "UA-129511631-1"
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sectionPagesMenu = "main"
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pygmentsCodeFences = true
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[blackfriday]
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hrefTargetBlank = true
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[params]
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themeVariant = "mine"
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showVisitedLinks = false
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author = "Shashank Prasanna"
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description = "Distributed training workshop with Amazon SageMaker and Amazon EKS"
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disableSearch = false
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disableAssetsBusting = false
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disableLanguageSwitchingButton = true
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disableShortcutsTitle=true
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[[menu.shortcuts]]
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name = "<i class='fab fa-twitter fa-lg'></i> @shshnkp"
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identifier = "tw"
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url = "https://twitter.com/shshnkp"
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weight = 1
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[outputs]
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home = [ "HTML", "AMP", "RSS", "JSON"]
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page = [ "HTML", "AMP"]

‎content/_index.md

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weight: 1
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---
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## Large-scale distributed training on AWS
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### TensorFlow World 2019 - TensorFlow on AWS Workshop
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## TensorFlow on AWS Workshop at TensorFlow World 2019
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<p style='text-align: left;'>
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Welcome!
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Welcome to the Distributed training with TensorFlow models on Amazon SageMaker and Amazon Elastic Container Service for Kubernetes (EKS) workshop
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At the end of this workshop, you'll be able to:
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</p>
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* Identify when to consider distributed training
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* Describe different approaches to distributed training
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* Outline libraries and tools needed for distributing training workloads on large clusters
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* Demonstrate code changes required to go from single-GPU to multi-GPU distributed training
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* Demonstrate using Amazon SageMaker and Amazon EKS to run distributed training jobs
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* Apply these skills to your own deep learning problem
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‎content/eks_dist_training/_index.md

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title = "Distributed Training with Amazon EKS"
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date = 2019-10-21T13:21:28-07:00
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weight = 3
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chapter = true
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pre = "<b>2. </b>"
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+++
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### Chapter X
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# Some Chapter title
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Lorem Ipsum.

‎content/sagemaker_dist_training/_index.md

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title = "Distributed Training with Amazon Sagemaker"
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date = 2019-10-21T13:21:01-07:00
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weight = 2
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chapter = true
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pre = "<b>1. </b>"
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### Chapter X
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# Some Chapter title
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Lorem Ipsum.

‎content/setup/_index.md

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title = "Setup Development Environment"
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date = 2019-10-21T13:30:44-07:00
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weight = 1
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chapter = true
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pre = "<b>0. </b>"
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### Chapter X
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# Some Chapter title
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Lorem Ipsum.

‎layouts/partials/custom-footer.html

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{{ template "_internal/google_analytics.html" . }}

‎layouts/partials/header.html

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<!DOCTYPE html>
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<html class="no-js" lang="en-US" prefix="og: http://ogp.me/ns# fb: http://ogp.me/ns/fb#">
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<html lang="{{ .Page.Language | default "en" }}" class="js csstransforms3d">
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<head>
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<meta charset="utf-8">
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<meta property="og:title" content="Distributed Training Workshop" />
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<meta property="og:type" content="website" />
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<meta property="og:url" content="https://distributed-training-workshop.go-aws.com" />
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<meta property="og:image" content="https://distributed-training-workshop.go-aws.com/images/architecture.png" />
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<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1, user-scalable=no">
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{{ .Hugo.Generator }}
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{{ partial "meta.html" . }}
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{{ partial "favicon.html" . }}
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<title>{{ .Title }} :: {{ .Site.Title }}</title>
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{{ $assetBusting := not .Site.Params.disableAssetsBusting }}
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<link href="{{"css/nucleus.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.2.0/css/all.css" integrity="sha384-hWVjflwFxL6sNzntih27bfxkr27PmbbK/iSvJ+a4+0owXq79v+lsFkW54bOGbiDQ" crossorigin="anonymous">
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<link href="{{"css/hybrid.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link href="{{"css/featherlight.min.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link href="{{"css/perfect-scrollbar.min.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link href="{{"css/auto-complete.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link href="{{"css/theme.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link href="{{"css/hugo-theme.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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{{with .Site.Params.themeVariant}}
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<link href="{{(printf "css/theme-%s.css" .) | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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{{end}}
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<link href="{{"css/jquery-ui.min.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link href="{{"css/jquery-ui.structure.min.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<link href="{{"css/jquery-ui.theme.min.css" | relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}" rel="stylesheet">
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<script src="{{"js/jquery-2.x.min.js"| relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}"></script>
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<script src="{{"js/jquery-ui.min.js"| relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}"></script>
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<script src="{{"js/tabs.js"| relURL}}{{ if $assetBusting }}?{{ now.Unix }}{{ end }}"></script>
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<style type="text/css">
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:root #header + #content > #left > #rlblock_left{
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display:none !important;
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}
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{{ if .Site.Params.disableInlineCopyToClipBoard }}
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:not(pre) > code + span.copy-to-clipboard {
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display: none;
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}
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{{ end }}
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</style>
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{{ partial "custom-header.html" . }}
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</head>
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<body class="" data-url="{{ .RelPermalink }}">
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{{ partial "menu.html" . }}
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<section id="body">
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<div id="overlay"></div>
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<div class="padding highlightable">
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{{if not .IsHome}}
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<div>
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<div id="top-bar">
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{{ if and (or .IsPage .IsSection) .Site.Params.editURL }}
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{{ $File := .File }}
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{{ $Site := .Site }}
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{{with $File.Path }}
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<div id="top-github-link">
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<a class="github-link" title='{{T "Edit-this-page"}}' href="{{ $Site.Params.editURL }}{{ replace $File.Dir "\\" "/" }}{{ $File.LogicalName }}" target="blank">
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<i class="fa fa-code-fork"></i>
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<span id="top-github-link-text">{{T "Edit-this-page"}}</span>
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</a>
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</div>
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{{ end }}
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{{ end }}
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{{$toc := (and (not .Params.disableToc) (not .Params.chapter))}}
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<div id="breadcrumbs" itemscope="" itemtype="http://data-vocabulary.org/Breadcrumb">
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<span id="sidebar-toggle-span">
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<a href="#" id="sidebar-toggle" data-sidebar-toggle="">
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<i class="fa fa-bars"></i>
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</a>
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</span>
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{{ if $toc }}
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<span id="toc-menu"><i class="fa fa-list-alt"></i></span>
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{{ end }}
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<span class="links">
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{{ template "breadcrumb" dict "page" . "value" .Title }}
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</span>
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</div>
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{{ if $toc }}
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{{ partial "toc.html" . }}
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{{ end }}
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</div>
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</div>
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{{ end }}
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{{ if .Params.chapter }}
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<div id="chapter">
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{{ end }}
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<div id="body-inner">
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{{if and (not .IsHome) (not .Params.chapter) }}
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<h1>{{.Title}}</h1>
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{{end}}
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{{define "breadcrumb"}}
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{{$parent := .page.Parent }}
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{{ if $parent }}
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{{ $value := (printf "<a href='%s'>%s</a> > %s" $parent.URL $parent.Title .value) }}
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{{ template "breadcrumb" dict "page" $parent "value" $value }}
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{{else}}
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{{.value|safeHTML}}
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{{end}}
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{{end}}

‎layouts/partials/logo.html

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<a href="/" title="Go home"><svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 50 30" width="60%" style="padding:20px 0px;"><defs><style>.cls-1{fill:#fff;}.cls-2{fill:#f90;fill-rule:evenodd;}</style></defs><title>AWS-Logo_White-Color</title><path class="cls-1" d="M14.09,10.85a4.7,4.7,0,0,0,.19,1.48,7.73,7.73,0,0,0,.54,1.19.77.77,0,0,1,.12.38.64.64,0,0,1-.32.49l-1,.7a.83.83,0,0,1-.44.15.69.69,0,0,1-.49-.23,3.8,3.8,0,0,1-.6-.77q-.25-.42-.51-1a6.14,6.14,0,0,1-4.89,2.3,4.54,4.54,0,0,1-3.32-1.19,4.27,4.27,0,0,1-1.22-3.2A4.28,4.28,0,0,1,3.61,7.75,6.06,6.06,0,0,1,7.69,6.46a12.47,12.47,0,0,1,1.76.13q.92.13,1.91.36V5.73a3.65,3.65,0,0,0-.79-2.66A3.81,3.81,0,0,0,7.86,2.3a7.71,7.71,0,0,0-1.79.22,12.78,12.78,0,0,0-1.79.57,4.55,4.55,0,0,1-.58.22l-.26,0q-.35,0-.35-.52V2a1.09,1.09,0,0,1,.12-.58,1.2,1.2,0,0,1,.47-.35A10.88,10.88,0,0,1,5.77.32,10.19,10.19,0,0,1,8.36,0a6,6,0,0,1,4.35,1.35,5.49,5.49,0,0,1,1.38,4.09ZM7.34,13.38a5.36,5.36,0,0,0,1.72-.31A3.63,3.63,0,0,0,10.63,12,2.62,2.62,0,0,0,11.19,11a5.63,5.63,0,0,0,.16-1.44v-.7a14.35,14.35,0,0,0-1.53-.28,12.37,12.37,0,0,0-1.56-.1,3.84,3.84,0,0,0-2.47.67A2.34,2.34,0,0,0,5,11a2.35,2.35,0,0,0,.61,1.76A2.4,2.4,0,0,0,7.34,13.38Zm13.35,1.8a1,1,0,0,1-.64-.16,1.3,1.3,0,0,1-.35-.65L15.81,1.51a3,3,0,0,1-.15-.67.36.36,0,0,1,.41-.41H17.7a1,1,0,0,1,.65.16,1.4,1.4,0,0,1,.33.65l2.79,11,2.59-11A1.17,1.17,0,0,1,24.39.6a1.1,1.1,0,0,1,.67-.16H26.4a1.1,1.1,0,0,1,.67.16,1.17,1.17,0,0,1,.32.65L30,12.39,32.88,1.25A1.39,1.39,0,0,1,33.22.6a1,1,0,0,1,.65-.16h1.54a.36.36,0,0,1,.41.41,1.36,1.36,0,0,1,0,.26,3.64,3.64,0,0,1-.12.41l-4,12.86a1.3,1.3,0,0,1-.35.65,1,1,0,0,1-.64.16H29.25a1,1,0,0,1-.67-.17,1.26,1.26,0,0,1-.32-.67L25.67,3.64,23.11,14.34a1.26,1.26,0,0,1-.32.67,1,1,0,0,1-.67.17Zm21.36.44a11.28,11.28,0,0,1-2.56-.29,7.44,7.44,0,0,1-1.92-.67,1,1,0,0,1-.61-.93v-.84q0-.52.38-.52a.9.9,0,0,1,.31.06l.42.17a8.77,8.77,0,0,0,1.83.58,9.78,9.78,0,0,0,2,.2,4.48,4.48,0,0,0,2.43-.55,1.76,1.76,0,0,0,.86-1.57,1.61,1.61,0,0,0-.45-1.16A4.29,4.29,0,0,0,43,9.22l-2.41-.76A5.15,5.15,0,0,1,38,6.78a3.94,3.94,0,0,1-.83-2.41,3.7,3.7,0,0,1,.45-1.85,4.47,4.47,0,0,1,1.19-1.37A5.27,5.27,0,0,1,40.51.29,7.4,7.4,0,0,1,42.6,0a8.87,8.87,0,0,1,1.12.07q.57.07,1.08.19t.95.26a4.27,4.27,0,0,1,.7.29,1.59,1.59,0,0,1,.49.41.94.94,0,0,1,.15.55v.79q0,.52-.38.52a1.76,1.76,0,0,1-.64-.2,7.74,7.74,0,0,0-3.2-.64,4.37,4.37,0,0,0-2.21.47,1.6,1.6,0,0,0-.79,1.48,1.58,1.58,0,0,0,.49,1.18,4.94,4.94,0,0,0,1.83.92L44.55,7a5.08,5.08,0,0,1,2.57,1.6A3.76,3.76,0,0,1,47.9,11a4.21,4.21,0,0,1-.44,1.93,4.4,4.4,0,0,1-1.21,1.47,5.43,5.43,0,0,1-1.85.93A8.25,8.25,0,0,1,42.05,15.62Z"></path><path class="cls-2" d="M45.19,23.81C39.72,27.85,31.78,30,25,30A36.64,36.64,0,0,1,.22,20.57c-.51-.46-.06-1.09.56-.74A49.78,49.78,0,0,0,25.53,26.4,49.23,49.23,0,0,0,44.4,22.53C45.32,22.14,46.1,23.14,45.19,23.81Z"></path><path class="cls-2" d="M47.47,21.21c-.7-.9-4.63-.42-6.39-.21-.53.06-.62-.4-.14-.74,3.13-2.2,8.27-1.57,8.86-.83s-.16,5.89-3.09,8.35c-.45.38-.88.18-.68-.32C46.69,25.8,48.17,22.11,47.47,21.21Z"></path></svg></a>

‎layouts/partials/menu-footer.html

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<left>
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<h2 class="github-title">Github Repo</h2>
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<h3 class="github-title">Distributed training workshop</h3>
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<a class="github-button" href="https://github.com/shashankprasanna/distributed-training-workshop" data-icon="octicon-star" data-show-count="true" aria-label="Star on GitHub">Star</a>
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&nbsp;<a class="github-button" href="https://github.com/shashankprasanna/distributed-training-workshop/fork" data-icon="octicon-repo-forked" data-show-count="true" aria-label="Fork on GitHub">Fork</a><br />
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<h5 class="copyright">&copy; 2018 Amazon Web Services, Inc. or its Affiliates. All rights reserved.<h5>
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</left>
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<!-- Place this tag in your head or just before your close body tag. -->
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<script async defer src="https://buttons.github.io/buttons.js"></script>

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