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Posted to common-dev@hadoop.apache.org by "George Porter (JIRA)" <ji...@apache.org> on 2008/09/11 01:44:44 UTC

[jira] Updated: (HADOOP-4049) Cross-system causal tracing within Hadoop

     [ https://issues.apache.org/jira/browse/HADOOP-4049?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

George Porter updated HADOOP-4049:
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    Remaining Estimate:     (was: 672h)
     Original Estimate:     (was: 672h)

> Cross-system causal tracing within Hadoop
> -----------------------------------------
>
>                 Key: HADOOP-4049
>                 URL: https://issues.apache.org/jira/browse/HADOOP-4049
>             Project: Hadoop Core
>          Issue Type: New Feature
>          Components: dfs, ipc, mapred
>            Reporter: George Porter
>         Attachments: multiblockread.png, multiblockwrite.png
>
>
> Much of Hadoop's behavior is client-driven, with clients responsible for contacting individual datanodes to read and write data, as well as dividing up work for map and reduce tasks.  In a large deployment with many concurrent users, identifying the effects of individual clients on the infrastructure is a challenge.  The use of data pipelining in HDFS and Map/Reduce make it hard to follow the effects of a given client request through the system.
> This proposal is to instrument the HDFS, IPC, and Map/Reduce layers of Hadoop with X-Trace.  X-Trace is an open-source framework for capturing causality of events in a distributed system.  It can correlate operations making up a single user request, even if those operations span multiple machines.  As an example, you could use X-Trace to follow an HDFS write operation as it is pipelined through intermediate nodes.  Additionally, you could trace a single Map/Reduce job and see how it is decomposed into lower-layer HDFS operations.
> Matei Zaharia and Andy Konwinski initially integrated X-Trace with a local copy of the 0.14 release, and I've brought that code up to release 0.17.  Performing the integration involves modifying the IPC protocol, inter-datanode protocol, and some data structures in the map/reduce layer to include 20-byte long tracing metadata.  With release 0.18, the generated traces could be collected with Chukwa.
> I've attached some example traces of HDFS and IPC layers from the 0.17 patch to this JIRA issue.
> More information about X-Trace is available from http://www.x-trace.net/ as well as in a paper that appeared at NSDI 2007, available online at http://www.usenix.org/events/nsdi07/tech/fonseca.html

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