Author: zznate
Date: Wed Aug 8 01:44:58 2018
New Revision: 1837624
URL: http://svn.apache.org/viewvc?rev=1837624&view=rev
Log:
Actually add the pages for CASSANDRA-14624 blog post
Added:
cassandra/site/publish/blog/
cassandra/site/publish/blog/2018/
cassandra/site/publish/blog/2018/08/
cassandra/site/publish/blog/2018/08/07/
cassandra/site/publish/blog/2018/08/07/faster_streaming_in_cassandra.html
cassandra/site/publish/blog/index.html
Added: cassandra/site/publish/blog/2018/08/07/faster_streaming_in_cassandra.html
URL:
http://svn.apache.org/viewvc/cassandra/site/publish/blog/2018/08/07/faster_streaming_in_cassandra.html?rev=1837624&view=auto
==============================================================================
--- cassandra/site/publish/blog/2018/08/07/faster_streaming_in_cassandra.html
(added)
+++ cassandra/site/publish/blog/2018/08/07/faster_streaming_in_cassandra.html
Wed Aug 8 01:44:58 2018
@@ -0,0 +1,214 @@
+<!DOCTYPE html>
+<html>
+
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+
+
+<head>
+ <meta charset="utf-8">
+ <meta http-equiv="X-UA-Compatible" content="IE=edge">
+ <meta name="viewport" content="width=device-width, initial-scale=1">
+ <meta name="description" content="Streaming in Apache Cassandra powers host
replacement, range movements, and cluster expansions. Streaming plays a crucial
role in the cluster and as such its...">
+ <meta name="keywords" content="cassandra, apache, apache cassandra,
distributed storage, key value store, scalability, bigtable, dynamo" />
+ <meta name="robots" content="index,follow" />
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+
+ <title>Hardware-bound Zero Copy Streaming in Apache Cassandra 4.0</title>
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integrity="sha384-1q8mTJOASx8j1Au+a5WDVnPi2lkFfwwEAa8hDDdjZlpLegxhjVME1fgjWPGmkzs7"
crossorigin="anonymous">
+ <link rel="stylesheet" href="./../../../../css/style.css">
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+ <h2>Hardware-bound Zero Copy Streaming in Apache Cassandra 4.0</h2>
+ <p>Posted on August 07, 2018 by The Apache Cassandra Community</p>
+ <h5><a href="/blog">« Back to the Apache Cassandra Blog</a></h5>
+ <hr />
+ <p>Streaming in Apache Cassandra powers host replacement, range movements,
and cluster expansions. Streaming plays a crucial role in the cluster and as
such its performance is key to not only the speed of the operations its used in
but the clusterâs health generally. In Apache Cassandra 4.0, we have
introduced an improved streaming implementation that reduces GC pressure and
increases throughput several folds and are now limited, in some cases, only by
the disk / network IO (See: <a
href="https://issues.apache.org/jira/browse/CASSANDRA-14556";>CASSANDRA-14556</a>).</p>
+
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alt="Fig 1. Cassandra Streaming" style="float: right;margin-right:
7px;margin-top: 7px;" /> To get an understanding of the impact of these
changes, letâs first have a look at the current streaming code path. The
diagram below illustrates the stream session setup
when a node attempts to stream data from a peer. Letâs say, we have a 3
node cluster (Nodes A, B, C). Node C is being rebuilt and has to stream all
data that it is responsible for from A & B. C setups a streaming session
with each of itâs peers (See: <a
href="https://issues.apache.org/jira/browse/CASSANDRA-4650";>CASSANDRA-4560</a>
how Cassandra applies <a
href="https://en.wikipedia.org/wiki/Ford%E2%80%93Fulkerson_algorithm";>Ford
Fulkerson</a> to optimize streaming peers). It exchanges messages to request
ranges and begins streaming data from the selected nodes.</p>
+
+<p>During the streaming phase, A collects all SSTables that have partitions in
the requested ranges. It streams each SSTable by serializing individual
partitions. Upon receiving the partition, node C reifies the data in memory and
then writes it to disk. This is necessary to accurately transfer partitions
from all possible SSTables for the requested ranges. This streaming path
generates garbage and could be avoided in scenarios where all partitions within
the SSTable need to be transmitted. This is common when youâre using
LeveledCompactionStrategy or have enabled partitioning SSTables by token range
(See: <a
href="http://issues.apache.org/jira/browse/CASSANDRA-6696";>CASSANDRA-6696</a>),
etc.</p>
+
+<p>To solve this problem <a
href="http://issues.apache.org/jira/browse/CASSANDRA-14556";>CASSANDRA-14556</a>
adds a Zero Copy streaming path. This significantly speeds up the transfer of
SSTables and reduces garbage and unnecessary object creation. It modifies the
streaming path to add additional information into the streaming header and uses
ZeroCopy APIs to transfer bytes to and from the network and disk. So now, an
SSTable may be transferred using this strategy when Cassandra detects that a
complete SSTable needs to be transferred.</p>
+
+<h2 id="how-do-i-use-this-feature">How do I use this feature?</h2>
+
+<p>It just works. This feature is controlled using <code
class="highlighter-rouge">streaming_zerocopy_sstables_enabled</code> in <code
class="highlighter-rouge">cassandra.yaml</code> and is enabled by default. Even
though this feature is enabled, it will respect the throttling limits as
defined by <code
class="highlighter-rouge">stream_throughput_outbound_megabits_per_sec</code>.</p>
+
+<h2 id="impact">Impact</h2>
+
+<p>Cassandra can stream SSTables only bounded by the hardware limitations
(Network and Disk IO). With this optimization, we hope to make Cassandra more
performant and reliable.</p>
+
+<p>Microbenchmarking this feature shows a marked improvement (higher is
better). Block Stream Writers are the ZeroCopy writers and Partial Stream
Writers are the existing writers.</p>
+
+<table class="table-condensed table-bordered table-hover">
+ <thead>
+ <tr>
+ <th>Benchmark</th>
+ <th>Mode</th>
+ <th>Cnt</th>
+ <th>Score</th>
+ <th>Error</th>
+ <th>Units</th>
+ </tr>
+ </thead>
+ <tbody>
+ <tr>
+ <td>ZeroCopyStreamingBenchmark.blockStreamReader</td>
+ <td>thrpt</td>
+ <td>10</td>
+ <td>20.119</td>
+ <td>± 1.300</td>
+ <td>ops/s</td>
+ </tr>
+ <tr>
+ <td>ZeroCopyStreamingBenchmark.blockStreamWriter</td>
+ <td>thrpt</td>
+ <td>10</td>
+ <td>1339.672</td>
+ <td>± 352.242</td>
+ <td>ops/s</td>
+ </tr>
+ <tr>
+ <td>ZeroCopyStreamingBenchmark.partialStreamReader</td>
+ <td>thrpt</td>
+ <td>10</td>
+ <td>0.590</td>
+ <td>± 0.135</td>
+ <td>ops/s</td>
+ </tr>
+ <tr>
+ <td>ZeroCopyStreamingBenchmark.partialStreamWriter</td>
+ <td>thrpt</td>
+ <td>10</td>
+ <td>17.556</td>
+ <td>± 0.323</td>
+ <td>ops/s</td>
+ </tr>
+ </tbody>
+</table>
+
+<h2 id="conclusion">Conclusion</h2>
+
+<p>If youâre a Cassandra user, we would love to hear back from you. Please
send us feedback via user <a
href="http://cassandra.apache.org/community/";>Mailing List</a>, <a
href="https://issues.apache.org/jira/projects/CASSANDRA/summary";>Jira</a>, or
<a href="http://cassandra.apache.org/community/";>IRC</a> (or any combination of
the three).</p>
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Added: cassandra/site/publish/blog/index.html
URL:
http://svn.apache.org/viewvc/cassandra/site/publish/blog/index.html?rev=1837624&view=auto
==============================================================================
--- cassandra/site/publish/blog/index.html (added)
+++ cassandra/site/publish/blog/index.html Wed Aug 8 01:44:58 2018
@@ -0,0 +1,159 @@
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+
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+ <ul class="blog-post-listing">
+
+ <li class="blog-post">
+ <h4><a
href="/blog/2018/08/07/faster_streaming_in_cassandra.html">Hardware-bound Zero
Copy Streaming in Apache Cassandra 4.0</a></h4>
+ <p>Posted on August 07, 2018 by The Apache Cassandra Community</p>
+ <p>Streaming in Apache Cassandra powers host replacement, range
movements, and cluster expansions. Streaming plays a crucial role in the
cluster and as such its performance is key to not only the speed of the
operations its used in but the clusterâs health generally. In Apache
Cassandra 4.0, we have introduced an improved streaming implementation that
reduces GC pressure and increases throughput several folds and are now limited,
in some cases, only by the disk / network IO (See: <a
href="https://issues.apache.org/jira/browse/CASSANDRA-14556";>CASSANDRA-14556</a>).</p>
+
+
+ <h5><a
href="/blog/2018/08/07/faster_streaming_in_cassandra.html">Read more
»</a></h5>
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