github.com/sentienttechnologies/studio-go-runner@v0.0.0-20201118202441-6d21f2ced8ee/docs/slides/2018-cloud-neutral-k8s.html (about) 1 <!doctype html> 2 <html> 3 <head> 4 <meta charset="utf-8"> 5 6 <title>Studio.ml Cloud Neutral Platform - 2018</title> 7 8 <meta name="description" content="The 2018 mission for Sentients use of StudioML"> 9 <meta name="author" content="karl Mutch"> 10 11 <meta name="apple-mobile-web-app-capable" content="yes"> 12 <meta name="apple-mobile-web-app-status-bar-style" content="black-translucent"> 13 14 <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no"> 15 16 <link rel="stylesheet" href="css/reveal.css"> 17 <link rel="stylesheet" href="css/theme/black.css" id="theme"> 18 19 <!-- Theme used for syntax highlighting of code --> 20 <link rel="stylesheet" href="lib/css/zenburn.css"> 21 22 <!-- Printing and PDF exports --> 23 <script> 24 var link = document.createElement( 'link' ); 25 link.rel = 'stylesheet'; 26 link.type = 'text/css'; 27 link.href = window.location.search.match( /print-pdf/gi ) ? 'css/print/pdf.css' : 'css/print/paper.css'; 28 document.getElementsByTagName( 'head' )[0].appendChild( link ); 29 </script> 30 </head> 31 32 <body> 33 <div class="reveal"> 34 <div class="slides"> 35 <section data-transition="convex"> 36 <h3>Cloud Agnostic StudioML - 2018 - 2019</h3> 37 </section> 38 <section data-transition="convex"> 39 <h5>Motivation</h5> 40 <br> 41 <h5>Ever growing list of deployment configurations and business interests</h5> 42 <br> 43 <ul style="font-size: 66%"> 44 <li>StudioML is totally worthwhile and useful</li> 45 <li>StudioML has multi-cloud capability now</li> 46 </ul> 47 <br> <br> 48 <h4>Downside</h4> 49 <ul style="font-size: 66%"> 50 <li>linear development cost for each deployment config</li> 51 <li>testing cost/complexity slope</li> 52 <li>not so adaptable/flexible to business changes</li> 53 </ul> 54 </section> 55 <section data-transition="convex"> 56 <h4>One proposal for StudioML Sentient effort</h4> 57 <ul style="font-size: 66%"> 58 <li>Encourage StudioML to gain increased independence, community governance for pypi for example</li> 59 <li>Fix https://github.com/studioml/studio/community</li> 60 <li>Simplify hosting for StudioML docs etc</li> 61 </ul> 62 <br> <br> 63 <h4>Decouple from technology choices made by/for StudioML stakeholders</h4> 64 <br> 65 <ul style="font-size: 66%"> 66 <li>provide one broadly applicable portable deployment/technology stack</li> 67 <li>encourage the StudioML community to deal with use cases for individual stakeholders</li> 68 <li>keep future Sentient StudioML work to being cloud/deployment model agnostic</li> 69 </ul> 70 </section> 71 <section data-transition="convex"> 72 <h3>Cloud Vendor Agnostic StudioML</h3> 73 <h5>Reference deployment</h5> 74 <ul style="font-size: 66%"> 75 <li>vanilla kubernetes</li> 76 <li>k8s based minio s3 with persisted volume</li> 77 <li>rabbitMQ</li> 78 </ul> 79 <br> <br> 80 <ul style="font-size: 66%"> 81 <li>Azure - acs-engine</li> 82 <li>AWS - kops</li> 83 <li>Google - GKE</li> 84 <li>Data center - Techtonic with matchbox</li> 85 <li>Laptops and Workstations - microk8s</li> 86 </ul> 87 </section> 88 <section data-transition="convex"> 89 <h3>Why now</h3> 90 <br> 91 <ul style="font-size: 66%"> 92 <li>Addition of new cloud platform use cases, both informs and challenges</li> 93 <li>Need to establish StudioMLs raison d'être for Commercial deployments, not just Research</li> 94 </ul> 95 <br> 96 <br> 97 <h3>Whats in it for the user community</h3> 98 <br> 99 <ul style="font-size: 66%"> 100 <li>allow diverse partners to support their specific deployment use cases</li> 101 <li>small skill set needed for researchers to do AI at scale</li> 102 <li>a single reference solution, avoids make it work everywhere, saving time and $</li> 103 <li>private infrastructure use cases for govt etc</li> 104 <li>attack cost of deployment, and ownership</li> 105 </ul> 106 </section> 107 <section data-transition="convex"> 108 <h3>What might it take</h3> 109 <br> 110 <ul style="font-size: 66%"> 111 <li>PoC of k8s helm S3 minio model</li> 112 <li>helm deployment chart for studio-go-runner</li> 113 <li>rabbitMQ support for Studio.ML ecosystem, studio-go-runner</li> 114 </ul> 115 <br> 116 <br> 117 <h3>What we might need</h3> 118 <br> 119 <ul style="font-size: 66%"> 120 <li>consider having a python StudioML maintainer</li> 121 </ul> 122 </section> 123 </div> 124 </div> 125 126 <script src="lib/js/head.min.js"></script> 127 <script src="js/reveal.js"></script> 128 129 <script> 130 // More info about config & dependencies: 131 // - https://github.com/hakimel/reveal.js#configuration 132 // - https://github.com/hakimel/reveal.js#dependencies 133 Reveal.initialize({ 134 dependencies: [ 135 { src: 'plugin/markdown/marked.js' }, 136 { src: 'plugin/markdown/markdown.js' }, 137 { src: 'plugin/notes/notes.js', async: true }, 138 { src: 'plugin/highlight/highlight.js', async: true, callback: function() { hljs.initHighlightingOnLoad(); } } 139 ] 140 }); 141 </script> 142 </body> 143 </html>