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
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
|
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>
Community | Apache Spark
</title>
<!-- Bootstrap core CSS -->
<link href="/css/cerulean.min.css" rel="stylesheet">
<link href="/css/custom.css" rel="stylesheet">
<script type="text/javascript">
<!-- Google Analytics initialization -->
var _gaq = _gaq || [];
_gaq.push(['_setAccount', 'UA-32518208-2']);
_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);
})();
<!-- Adds slight delay to links to allow async reporting -->
function trackOutboundLink(link, category, action) {
try {
_gaq.push(['_trackEvent', category , action]);
} catch(err){}
setTimeout(function() {
document.location.href = link.href;
}, 100);
}
</script>
<!-- HTML5 shim and Respond.js IE8 support of HTML5 elements and media queries -->
<!--[if lt IE 9]>
<script src="https://oss.maxcdn.com/libs/html5shiv/3.7.0/html5shiv.js"></script>
<script src="https://oss.maxcdn.com/libs/respond.js/1.3.0/respond.min.js"></script>
<![endif]-->
</head>
<body>
<script src="https://code.jquery.com/jquery.js"></script>
<script src="//netdna.bootstrapcdn.com/bootstrap/3.0.3/js/bootstrap.min.js"></script>
<script src="/js/lang-tabs.js"></script>
<script src="/js/downloads.js"></script>
<div class="container" style="max-width: 1200px;">
<div class="masthead">
<p class="lead">
<a href="/">
<img src="/images/spark-logo.png"
style="height:100px; width:auto; vertical-align: bottom; margin-top: 20px;"></a><span class="tagline">
Lightning-fast cluster computing
</span>
</p>
</div>
<nav class="navbar navbar-default" role="navigation">
<!-- Brand and toggle get grouped for better mobile display -->
<div class="navbar-header">
<button type="button" class="navbar-toggle" data-toggle="collapse"
data-target="#navbar-collapse-1">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
</div>
<!-- Collect the nav links, forms, and other content for toggling -->
<div class="collapse navbar-collapse" id="navbar-collapse-1">
<ul class="nav navbar-nav">
<li><a href="/downloads.html">Download</a></li>
<li class="dropdown">
<a href="#" class="dropdown-toggle" data-toggle="dropdown">
Libraries <b class="caret"></b>
</a>
<ul class="dropdown-menu">
<li><a href="/sql/">SQL and DataFrames</a></li>
<li><a href="/streaming/">Spark Streaming</a></li>
<li><a href="/mllib/">MLlib (machine learning)</a></li>
<li><a href="/graphx/">GraphX (graph)</a></li>
<li class="divider"></li>
<li><a href="http://spark-packages.org">Third-Party Packages</a></li>
</ul>
</li>
<li class="dropdown">
<a href="#" class="dropdown-toggle" data-toggle="dropdown">
Documentation <b class="caret"></b>
</a>
<ul class="dropdown-menu">
<li><a href="/docs/latest/">Latest Release (Spark 1.4.1)</a></li>
<li><a href="/documentation.html">Other Resources</a></li>
</ul>
</li>
<li><a href="/examples.html">Examples</a></li>
<li class="dropdown">
<a href="/community.html" class="dropdown-toggle" data-toggle="dropdown">
Community <b class="caret"></b>
</a>
<ul class="dropdown-menu">
<li><a href="/community.html">Mailing Lists</a></li>
<li><a href="/community.html#events">Events and Meetups</a></li>
<li><a href="/community.html#history">Project History</a></li>
<li><a href="https://cwiki.apache.org/confluence/display/SPARK/Powered+By+Spark">Powered By</a></li>
<li><a href="https://cwiki.apache.org/confluence/display/SPARK/Committers">Project Committers</a></li>
<li><a href="https://issues.apache.org/jira/browse/SPARK">Issue Tracker</a></li>
</ul>
</li>
<li><a href="/faq.html">FAQ</a></li>
</ul>
</div>
<!-- /.navbar-collapse -->
</nav>
<div class="row">
<div class="col-md-3 col-md-push-9">
<div class="news" style="margin-bottom: 20px;">
<h5>Latest News</h5>
<ul class="list-unstyled">
<li><a href="/news/spark-1-4-1-released.html">Spark 1.4.1 released</a>
<span class="small">(Jul 15, 2015)</span></li>
<li><a href="/news/spark-summit-2015-videos-posted.html">Spark Summit 2015 Videos Posted</a>
<span class="small">(Jun 29, 2015)</span></li>
<li><a href="/news/spark-1-4-0-released.html">Spark 1.4.0 released</a>
<span class="small">(Jun 11, 2015)</span></li>
<li><a href="/news/one-month-to-spark-summit-2015.html">One month to Spark Summit 2015 in San Francisco</a>
<span class="small">(May 16, 2015)</span></li>
</ul>
<p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
</div>
<div class="hidden-xs hidden-sm">
<a href="/downloads.html" class="btn btn-success btn-lg btn-block" style="margin-bottom: 30px;">
Download Spark
</a>
<p style="font-size: 16px; font-weight: 500; color: #555;">
Built-in Libraries:
</p>
<ul class="list-none">
<li><a href="/sql/">SQL and DataFrames</a></li>
<li><a href="/streaming/">Spark Streaming</a></li>
<li><a href="/mllib/">MLlib (machine learning)</a></li>
<li><a href="/graphx/">GraphX (graph)</a></li>
</ul>
<a href="http://spark-packages.org">Third-Party Packages</a>
</div>
</div>
<div class="col-md-9 col-md-pull-3">
<h2>Spark Community</h2>
<p><a name="mailing-lists"></a></p>
<h3>Mailing Lists</h3>
<p>Get help using Spark or contribute to the project on our mailing lists:</p>
<ul>
<li>
<a href="http://apache-spark-user-list.1001560.n3.nabble.com">user@spark.apache.org</a> is for usage questions, help, and announcements.
<a href="mailto:user-subscribe@spark.apache.org?subject=(send%20this%20email%20to%20subscribe)">(subscribe)</a>
<a href="mailto:user-unsubscribe@spark.apache.org?subject=(send%20this%20email%20to%20unsubscribe)">(unsubscribe)</a>
<a href="http://apache-spark-user-list.1001560.n3.nabble.com">(archives)</a>
</li>
<li>
<a href="http://apache-spark-developers-list.1001551.n3.nabble.com">dev@spark.apache.org</a> is for people who want to contribute code to Spark.
<a href="mailto:dev-subscribe@spark.apache.org?subject=(send%20this%20email%20to%20subscribe)">(subscribe)</a>
<a href="mailto:dev-unsubscribe@spark.apache.org?subject=(send%20this%20email%20to%20unsubscribe)">(unsubscribe)</a>
<a href="http://apache-spark-developers-list.1001551.n3.nabble.com">(archives)</a>
</li>
</ul>
<p>The StackOverflow tag <a href="http://stackoverflow.com/questions/tagged/apache-spark"><code>apache-spark</code></a> is an unofficial but active forum for Spark users' questions and answers.</p>
<p><a name="events"></a></p>
<h3>Events and Meetups</h3>
<h4>Conferences</h4>
<ul>
<li>
<a href="https://spark-summit.org/">Spark Summit Europe 2015.</a> Oct 27 - Oct 29 in Amsterdam.
</li>
<li>
<a href="http://spark-summit.org/2015">Spark Summit 2015.</a> June 15 - 17 in San Francisco.
</li>
<li>
<a href="http://spark-summit.org/east">Spark Summit East 2015.</a> March 18 - 19 in New York City.
</li>
<li>
<a href="http://spark-summit.org/2014">Spark Summit 2014.</a> June 30 - July 1 2014 in San Francisco.
</li>
<li>
<a href="http://spark-summit.org/2013">Spark Summit 2013.</a> December 2013 in San Francisco.
</li>
</ul>
<h4>Meetups</h4>
<p>Spark Meetups are grass-roots events organized and hosted by leaders and champions in the community around the world. Check out <a href="http://spark.meetup.com">http://spark.meetup.com</a> to find a Spark meetup in your part of the world. Below is a partial list of Spark meetups.</p>
<ul>
<li>
<a href="http://www.meetup.com/spark-users/">Bay Area Spark Meetup.</a>
This group has been running since January 2012 in the San Francisco area.
The meetup page also contains an <a href="http://www.meetup.com/spark-users/events/past/">archive of past meetups</a>, including videos and <a href="http://www.meetup.com/spark-users/files/">slides</a> for most of the recent talks.
</li>
<li>
<a href="http://www.meetup.com/Spark-Barcelona/">Barcelona Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Spark_big_data_analytics/">Bangalore Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Berlin-Apache-Spark-Meetup/">Berlin Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/spark-user-beijing-Meetup/">Beijing Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Boston-Apache-Spark-User-Group/">Boston Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Boulder-Denver-Spark-Meetup/">Boulder/Denver Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Chicago-Spark-Users/">Chicago Spark Users</a>
</li>
<li>
<a href="http://www.meetup.com/Cincinnati-Apache-Spark-Meetup/">Cincinanati Apache Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Hangzhou-Apache-Spark-Meetup/">Hangzhou Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Spark-User-Group-Hyderabad/">Hyderabad Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Apache-Spark-Ljubljana-Meetup/">Ljubljana Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Spark-London/">London Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Apache-Spark-Maryland/">Maryland Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Mumbai-Spark-Meetup/">Mumbai Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Apache-Spark-in-Moscow/">Moscow Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Spark-NYC/">NYC Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Seattle-Spark-Meetup/">Seattle Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Shanghai-Apache-Spark-Meetup/">Shanghai Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Shenzhen-Apache-Spark-Meetup/">Shenzhen Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Toronto-Apache-Spark">Toronto Apache Spark</a>
</li>
<li>
<a href="http://www.meetup.com/Tokyo-Spark-Meetup/">Tokyo Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Vancouver-Spark/">Vancouver Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Washington-DC-Area-Spark-Interactive/">Washington DC Area Spark Meetup</a>
</li>
<li>
<a href="http://www.meetup.com/Apache-Spark-Zagreb-Meetup/">Zagreb Spark Meetup</a>
</li>
</ul>
<p>If you'd like your meetup added, email <a href="mailto:user@spark.apache.org">user@spark.apache.org</a>.</p>
<p><a name="issue-tracker"></a></p>
<h3>Issue Tracker</h3>
<p>The project tracks bugs and new features on <a href="https://issues.apache.org/jira/browse/SPARK">JIRA</a>. If you'd like, you can also subscribe to <a href="https://mail-archives.apache.org/mod_mbox/spark-issues/">issues@spark.apache.org</a> to receive emails about new issues, and <a href="https://mail-archives.apache.org/mod_mbox/spark-commits/">commits@spark.apache.org</a> to get emails about commits.</p>
<h3>Powered By</h3>
<p>Our wiki has a list of <a href="https://cwiki.apache.org/confluence/display/SPARK/Powered+By+Spark">projects and organizations powered by Spark</a>.</p>
<p><a name="history"></a></p>
<h3>Project History</h3>
<p>
Spark started as a research project at the <a href="https://amplab.cs.berkeley.edu">UC Berkeley AMPLab</a>
in 2009, and was open sourced in early 2010.
Many of the ideas behind the system are presented in various
<a href="/research.html">research papers</a>.
</p>
<p>
After being released, Spark grew a developer community on GitHub and moved to Apache in 2013.
A wide range of contributors now develop the project (over 400 developers from 100 companies).
</p>
</div>
</div>
<footer class="small">
<hr>
Apache Spark, Spark, Apache, and the Spark logo are trademarks of
<a href="http://www.apache.org">The Apache Software Foundation</a>.
</footer>
</div>
</body>
</html>
|