forked from nevillelyh/nevillelyh.github.io
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathscio-at-philly-ete.html
321 lines (273 loc) · 18.4 KB
/
scio-at-philly-ete.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
<!DOCTYPE html>
<html lang="en" prefix="og: http://ogp.me/ns# fb: https://www.facebook.com/2008/fbml">
<head>
<title>Scio at Philly ETE - Das Keyboard Shredder</title>
<!-- Using the latest rendering mode for IE -->
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<link rel="canonical" href="https://www.lyh.me/scio-at-philly-ete.html">
<meta name="author" content="Neville Li" />
<meta name="keywords" content="data,scala,scio" />
<meta name="description" content="It’s been another 6 months since my talk about Scio at Scala by the Bay. We’ve seen huge adoption and improvements since then. The number of production Scio pipelines has grown from ~70 to 400+ within Spotify. A lot of other companies are using and contributing to it as well. In the most recent edition of the Spotify data university, an internal week long big data training camp for non-data engineers, we revamped the curriculum to cover Scio, BigQuery and other Google Cloud Big Data products instead of Hadoop, Scalding and Hive. Spotify data university round 3 & 1st time covering Scio, @ApacheBeam & @GCPBigData 👋 Hadoop, HDFS, M/R, YARN 🍾 batch + streaming pic.twitter.com/1gWIEbN0mW— Neville Li (@sinisa_lyh) March 28, 2017 And here’s a list of some notable improvements in Scio. Master branch is now based on Apache Beam Graduate type safe BigQuery API form experimental to stable Sparkey side input support TensorFlow TFRecord file IO Cloud Pub/Sub attributes support Named transformations for streaming update Safe-guard against malformed tests and better error messages Flexible custom IO wiring KryoRegistrar for custom Kryo serialization Table description for type-safe BigQuery Lots of performance improvements and bug fixes I talked about …" />
<meta property="og:site_name" content="Das Keyboard Shredder" />
<meta property="og:type" content="article"/>
<meta property="og:title" content="Scio at Philly ETE"/>
<meta property="og:url" content="https://www.lyh.me/scio-at-philly-ete.html"/>
<meta property="og:description" content="It’s been another 6 months since my talk about Scio at Scala by the Bay. We’ve seen huge adoption and improvements since then. The number of production Scio pipelines has grown from ~70 to 400+ within Spotify. A lot of other companies are using and contributing to it as well. In the most recent edition of the Spotify data university, an internal week long big data training camp for non-data engineers, we revamped the curriculum to cover Scio, BigQuery and other Google Cloud Big Data products instead of Hadoop, Scalding and Hive. Spotify data university round 3 & 1st time covering Scio, @ApacheBeam & @GCPBigData 👋 Hadoop, HDFS, M/R, YARN 🍾 batch + streaming pic.twitter.com/1gWIEbN0mW— Neville Li (@sinisa_lyh) March 28, 2017 And here’s a list of some notable improvements in Scio. Master branch is now based on Apache Beam Graduate type safe BigQuery API form experimental to stable Sparkey side input support TensorFlow TFRecord file IO Cloud Pub/Sub attributes support Named transformations for streaming update Safe-guard against malformed tests and better error messages Flexible custom IO wiring KryoRegistrar for custom Kryo serialization Table description for type-safe BigQuery Lots of performance improvements and bug fixes I talked about …"/>
<meta property="article:published_time" content="2017-04-20" />
<meta property="article:section" content="code" />
<meta property="article:tag" content="data" />
<meta property="article:tag" content="scala" />
<meta property="article:tag" content="scio" />
<meta property="article:author" content="Neville Li" />
<!-- Bootstrap -->
<link rel="stylesheet" href="https://www.lyh.me/theme/css/bootstrap.min.css" type="text/css"/>
<link href="https://www.lyh.me/theme/css/font-awesome.min.css" rel="stylesheet">
<link href="https://www.lyh.me/theme/css/pygments/monokai.css" rel="stylesheet">
<link href="https://www.lyh.me/theme/css/typogrify.css" rel="stylesheet">
<link rel="stylesheet" href="https://www.lyh.me/theme/css/style.css" type="text/css"/>
<link href="https://www.lyh.me/feeds/all.atom.xml" type="application/atom+xml" rel="alternate"
title="Das Keyboard Shredder ATOM Feed"/>
<link href="https://www.lyh.me/feeds/code.atom.xml" type="application/atom+xml" rel="alternate"
title="Das Keyboard Shredder code ATOM Feed"/>
</head>
<body>
<div class="navbar navbar-default navbar-fixed-top" role="navigation">
<div class="container">
<div class="navbar-header">
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-ex1-collapse">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a href="https://www.lyh.me/" class="navbar-brand">
Das Keyboard Shredder </a>
</div>
<div class="collapse navbar-collapse navbar-ex1-collapse">
<ul class="nav navbar-nav">
<li><a href="https://www.lyh.me/pages/about-me.html">
About Me
</a></li>
</ul>
<ul class="nav navbar-nav navbar-right">
</ul>
</div>
<!-- /.navbar-collapse -->
</div>
</div> <!-- /.navbar -->
<!-- Banner -->
<!-- End Banner -->
<!-- Content Container -->
<div class="container">
<div class="row">
<div class="col-sm-9">
<section id="content">
<article>
<header class="page-header">
<h1>
<a href="https://www.lyh.me/scio-at-philly-ete.html"
rel="bookmark"
title="Permalink to Scio at Philly ETE">
Scio at Philly <span class="caps">ETE</span>
</a>
</h1>
</header>
<div class="entry-content">
<div class="panel">
<div class="panel-body">
<footer class="post-info">
<span class="label label-default">Date</span>
<span class="published">
<i class="fa fa-calendar"></i><time datetime="2017-04-20T11:12:00-04:00"> Thu 20 April 2017</time>
</span>
<span class="label label-default">Category</span>
<a href="https://www.lyh.me/category/code.html">code</a>
<span class="label label-default">Tags</span>
<a href="https://www.lyh.me/tag/data.html">data</a>
/
<a href="https://www.lyh.me/tag/scala.html">scala</a>
/
<a href="https://www.lyh.me/tag/scio.html">scio</a>
</footer><!-- /.post-info --> </div>
</div>
<p>It’s been another 6 months since my talk about <a href="https://github.com/spotify/scio">Scio</a> at <a href="http://scala.bythebay.io">Scala by the Bay</a>. We’ve seen huge adoption and improvements since then. The number of production Scio pipelines has grown from ~70 to 400+ within <a href="https://www.spotify.com/">Spotify</a>. A lot of other companies are using and contributing to it as well. In the most recent edition of the Spotify data university, an internal week long big data training camp for non-data engineers, we revamped the curriculum to cover Scio, BigQuery and other <a href="https://cloud.google.com/solutions/big-data/">Google Cloud Big Data</a> products instead of Hadoop, Scalding and Hive.</p>
<blockquote class="twitter-tweet" data-lang="en"><p lang="en" dir="ltr">Spotify data university round 3 <span class="amp">&</span> 1st time covering Scio, <a href="https://twitter.com/ApacheBeam">@ApacheBeam</a> <span class="amp">&</span> <a href="https://twitter.com/GCPBigData">@GCPBigData</a> 👋 Hadoop, <span class="caps">HDFS</span>, M/R, <span class="caps">YARN</span> 🍾 batch + streaming <a href="https://t.co/1gWIEbN0mW">pic.twitter.com/1gWIEbN0mW</a></p>— Neville Li (@sinisa_lyh) <a href="https://twitter.com/sinisa_lyh/status/846549633367265281">March 28, 2017</a></blockquote>
<script async src="//platform.twitter.com/widgets.js" charset="utf-8"></script>
<p>And here’s a list of some notable improvements in Scio.</p>
<ul>
<li>Master branch is now based on <a href="https://beam.apache.org/">Apache Beam</a></li>
<li>Graduate type safe BigQuery <span class="caps">API</span> form experimental to stable</li>
<li><a href="https://github.com/spotify/sparkey-java">Sparkey</a> side input support</li>
<li><a href="https://www.tensorflow.org/">TensorFlow</a> TFRecord file <span class="caps">IO</span></li>
<li><a href="https://cloud.google.com/pubsub/">Cloud Pub/Sub</a> attributes support</li>
<li>Named transformations for streaming update</li>
<li>Safe-guard against malformed tests and better error messages</li>
<li>Flexible custom <span class="caps">IO</span> wiring</li>
<li>KryoRegistrar for custom Kryo serialization</li>
<li>Table description for type-safe BigQuery</li>
<li>Lots of performance improvements and bug fixes</li>
</ul>
<p>I talked about Scio at <a href="http://2017.phillyemergingtech.com/">Philly <span class="caps">ETE</span></a> last week and here are the slides.</p>
<iframe src="//www.slideshare.net/slideshow/embed_code/key/15xefjkymEWvVV" width="800" height="490" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe>
<p><div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/sinisalyh/scio-moving-to-google-cloud-a-spotify-story" title=" Scio - Moving to Google Cloud, A Spotify Story" target="_blank"> Scio - Moving to Google Cloud, A Spotify Story</a> </strong> from <strong><a target="_blank" href="https://www.slideshare.net/sinisalyh">Neville Li</a></strong> </div></p>
</div>
<!-- /.entry-content -->
<hr />
<!-- AddThis Button BEGIN -->
<div class="addthis_toolbox addthis_default_style">
<a class="addthis_button_facebook_like" fb:like:layout="button_count"></a>
<a class="addthis_button_tweet"></a>
<a class="addthis_button_google_plusone" g:plusone:size="medium"></a>
</div>
<!-- AddThis Button END -->
<hr/>
<section class="comments" id="comments">
<h2>Comments</h2>
<div id="disqus_thread"></div>
<script type="text/javascript">
/* * * CONFIGURATION VARIABLES: EDIT BEFORE PASTING INTO YOUR WEBPAGE * * */
var disqus_shortname = 'lyh'; // required: replace example with your forum shortname
var disqus_identifier = 'scio-at-philly-ete';
var disqus_url = 'https://www.lyh.me/scio-at-philly-ete.html';
var disqus_config = function () {
this.language = "en";
};
/* * * DON'T EDIT BELOW THIS LINE * * */
(function () {
var dsq = document.createElement('script');
dsq.type = 'text/javascript';
dsq.async = true;
dsq.src = '//' + disqus_shortname + '.disqus.com/embed.js';
(document.getElementsByTagName('head')[0] || document.getElementsByTagName('body')[0]).appendChild(dsq);
})();
</script>
<noscript>Please enable JavaScript to view the <a href="http://disqus.com/?ref_noscript">comments powered by
Disqus.</a></noscript>
<a href="http://disqus.com" class="dsq-brlink">comments powered by <span class="logo-disqus">Disqus</span></a>
</section>
</article>
</section>
</div>
<div class="col-sm-3" id="sidebar">
<aside>
<div id="aboutme">
<p>
<img width="100%" class="img-thumbnail" src="https://www.lyh.me//avatar.jpg"/>
</p>
<p>
<strong>About Neville Li</strong><br/>
Data infrastructure @<a href="https://twitter.com/Spotify">Spotify</a>, ex-@<a href="https://twitter.com/Yahoo">Yahoo</a> search, das keyboard shredder, author of <a href="https://github.com/spotify/scio">Scio</a>
</p>
</div><!-- Sidebar -->
<section class="well well-sm">
<ul class="list-group list-group-flush">
<!-- Sidebar/Social -->
<li class="list-group-item">
<h4><i class="fa fa-home fa-lg"></i><span class="icon-label">Social</span></h4>
<ul class="list-group" id="social">
<li class="list-group-item"><a href="https://open.spotify.com/user/sinisa_lyh"><i class="fa fa-spotify fa-lg"></i> Spotify</a></li>
<li class="list-group-item"><a href="https://github.com/nevillelyh"><i class="fa fa-github-square fa-lg"></i> GitHub</a></li>
<li class="list-group-item"><a href="https://twitter.com/sinisa_lyh"><i class="fa fa-twitter-square fa-lg"></i> Twitter</a></li>
<li class="list-group-item"><a href="https://www.slideshare.net/sinisalyh"><i class="fa fa-slideshare fa-lg"></i> SlideShare</a></li>
<li class="list-group-item"><a href="https://www.youtube.com/user/sinisalyh/videos"><i class="fa fa-youtube-square fa-lg"></i> YouTube</a></li>
<li class="list-group-item"><a href="https://www.instagram.com/sinisa/"><i class="fa fa-instagram fa-lg"></i> Instagram</a></li>
<li class="list-group-item"><a href="https://www.flickr.com/photos/sinisa_lyh"><i class="fa fa-flickr fa-lg"></i> Flickr</a></li>
</ul>
</li>
<!-- End Sidebar/Social -->
<!-- Sidebar/Recent Posts -->
<li class="list-group-item">
<h4><i class="fa fa-home fa-lg"></i><span class="icon-label">Recent Posts</span></h4>
<ul class="list-group" id="recentposts">
<li class="list-group-item"><a href="https://www.lyh.me/featran.html">Featran</a></li>
<li class="list-group-item"><a href="https://www.lyh.me/automatic-type-class-derivation-with-shapeless.html">Automatic type-class derivation with Shapeless</a></li>
<li class="list-group-item"><a href="https://www.lyh.me/lambda-serialization.html">Lambda serialization</a></li>
<li class="list-group-item"><a href="https://www.lyh.me/lawfulness-of-aggregatebykey.html">Lawfulness of aggregateByKey</a></li>
<li class="list-group-item"><a href="https://www.lyh.me/canbuildfrom.html">CanBuildFrom</a></li>
</ul>
</li>
<!-- End Sidebar/Recent Posts -->
<!-- Sidebar/Categories -->
<li class="list-group-item">
<h4><i class="fa fa-home fa-lg"></i><span class="icon-label">Categories</span></h4>
<ul class="list-group" id="categories">
<li class="list-group-item">
<a href="https://www.lyh.me/category/code.html"><i class="fa fa-folder-open fa-lg"></i>code</a>
</li>
<li class="list-group-item">
<a href="https://www.lyh.me/category/misc.html"><i class="fa fa-folder-open fa-lg"></i>misc</a>
</li>
</ul>
</li>
<!-- End Sidebar/Categories -->
<!-- Sidebar/Twitter Timeline -->
<li class="list-group-item">
<h4><i class="fa fa-twitter fa-lg"></i><span class="icon-label">Latest Tweets</span></h4>
<div id="twitter_timeline">
<a class="twitter-timeline" data-width="250" data-height="300" data-dnt="true" data-theme="light" href="https://twitter.com/sinisa_lyh">Tweets by sinisa_lyh</a> <script async src="//platform.twitter.com/widgets.js" charset="utf-8"></script>
</div>
</li>
<!-- End Sidebar/Twitter Timeline -->
</ul>
</section>
<!-- End Sidebar --> </aside>
</div>
</div>
</div>
<!-- End Content Container -->
<footer>
<div class="container">
<hr>
<div class="row">
<div class="col-xs-10">© 2017 Neville Li
· Powered by <a href="https://github.com/getpelican/pelican-themes/tree/master/pelican-bootstrap3" target="_blank">pelican-bootstrap3</a>,
<a href="http://docs.getpelican.com/" target="_blank">Pelican</a>,
<a href="http://getbootstrap.com" target="_blank">Bootstrap</a> <p><small> <a rel="license" href="https://creativecommons.org/licenses/by-nc/4.0/deed.en"><img alt="Creative Commons License" style="border-width:0" src="//i.creativecommons.org/l/by-nc/4.0/80x15.png" /></a>
Content
licensed under a <a rel="license" href="https://creativecommons.org/licenses/by-nc/4.0/deed.en">Creative Commons Attribution-NonCommercial 4.0 International License</a>, except where indicated otherwise.
</small></p>
</div>
<div class="col-xs-2"><p class="pull-right"><i class="fa fa-arrow-up"></i> <a href="#">Back to top</a></p></div>
</div>
</div>
</footer>
<script src="https://www.lyh.me/theme/js/jquery.min.js"></script>
<!-- Include all compiled plugins (below), or include individual files as needed -->
<script src="https://www.lyh.me/theme/js/bootstrap.min.js"></script>
<!-- Enable responsive features in IE8 with Respond.js (https://github.com/scottjehl/Respond) -->
<script src="https://www.lyh.me/theme/js/respond.min.js"></script>
<!-- Disqus -->
<script type="text/javascript">
/* * * CONFIGURATION VARIABLES: EDIT BEFORE PASTING INTO YOUR WEBPAGE * * */
var disqus_shortname = 'lyh'; // required: replace example with your forum shortname
/* * * DON'T EDIT BELOW THIS LINE * * */
(function () {
var s = document.createElement('script');
s.async = true;
s.type = 'text/javascript';
s.src = '//' + disqus_shortname + '.disqus.com/count.js';
(document.getElementsByTagName('HEAD')[0] || document.getElementsByTagName('BODY')[0]).appendChild(s);
}());
</script>
<!-- End Disqus Code -->
<!-- Google Analytics -->
<script type="text/javascript">
var _gaq = _gaq || [];
_gaq.push(['_setAccount', 'UA-6988688-5']);
_gaq.push(['_trackPageview']);
(function () {
var ga = document.createElement('script');
ga.type = 'text/javascript';
ga.async = true;
ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
var s = document.getElementsByTagName('script')[0];
s.parentNode.insertBefore(ga, s);
})();
</script>
<!-- End Google Analytics Code -->
<script type="text/javascript">var addthis_config = {"data_track_addressbar": true};</script>
<script type="text/javascript" src="//s7.addthis.com/js/300/addthis_widget.js#pubid=sinisalyh"></script>
</body>
</html>