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Hadoop and Hive Development at Facebook Dhruba Borthakur   Zheng Shao {dhruba, zshao}@facebook.com Presented at Hadoop World, New York October 2, 2009
Hadoop @ Facebook
Who generates this data? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Usage ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Where is this data stored? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Flow into Hadoop Cloud Web Servers Scribe MidTier Network Storage and Servers Hadoop Hive Warehouse Oracle RAC MySQL
Hadoop Scribe: Avoid Costly Filers Web Servers Scribe Writers Realtime Hadoop Cluster Hadoop Hive Warehouse Oracle RAC MySQL Scribe MidTier http://hadoopblog.blogspot.com/2009/06/hdfs-scribe-integration.html
HDFS Raid ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],A A B B A+B+C A B http://hadoopblog.blogspot.com/2009/08/hdfs-and-erasure-codes-hdfs-raid.html C C C A file with three blocks A, B and C
Archival: Move old data to cheap storage Cheap NAS Hadoop Archival Cluster Hadoop Archive Node NFS Hive Query Hadoop Warehouse http://issues.apache.org/jira/browse/HDFS-220
Dynamic-size MapReduce Clusters ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Resource Aware Scheduling (Fair Share Scheduler) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Hive – Data Warehouse ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Hive Architecture HDFS Map Reduce Web UI + Hive CLI + JDBC/ODBC Browse, Query, DDL Hive QL Parser Planner Optimizer Execution SerDe CSV Thrift Regex UDF/UDAF substr sum average FileFormats TextFile SequenceFile RCFile User-defined Map-reduce Scripts
Hive DDL ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Hive Query Language ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Group By ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Join ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sampling ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Multi-table Group-By/Insert ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
File Formats ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
SerDe ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
UDF/UDAF ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Hive – Performance ,[object Object],[object Object],[object Object],[object Object],[object Object],Date SVN Revision Major Changes Query A Query B Query C 2/22/2009 746906 Before Lazy Deserialization 83 sec 98 sec 183 sec 2/23/2009 747293 Lazy Deserialization 40 sec 66 sec 185 sec 3/6/2009 751166 Map-side Aggregation 22 sec 67 sec 182 sec 4/29/2009 770074 Object Reuse  21 sec 49 sec 130 sec 6/3/2009 781633 Map-side Join * 21 sec 48 sec 132 sec 8/5/2009 801497 Lazy Binary Format * 21 sec 48 sec 132 sec
Hive – Future Works ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Hw09 Hadoop Development At Facebook Hive And Hdfs

  • 1. Hadoop and Hive Development at Facebook Dhruba Borthakur Zheng Shao {dhruba, zshao}@facebook.com Presented at Hadoop World, New York October 2, 2009
  • 3.
  • 4.
  • 5.
  • 6. Data Flow into Hadoop Cloud Web Servers Scribe MidTier Network Storage and Servers Hadoop Hive Warehouse Oracle RAC MySQL
  • 7. Hadoop Scribe: Avoid Costly Filers Web Servers Scribe Writers Realtime Hadoop Cluster Hadoop Hive Warehouse Oracle RAC MySQL Scribe MidTier http://hadoopblog.blogspot.com/2009/06/hdfs-scribe-integration.html
  • 8.
  • 9. Archival: Move old data to cheap storage Cheap NAS Hadoop Archival Cluster Hadoop Archive Node NFS Hive Query Hadoop Warehouse http://issues.apache.org/jira/browse/HDFS-220
  • 10.
  • 11.
  • 12.
  • 13. Hive Architecture HDFS Map Reduce Web UI + Hive CLI + JDBC/ODBC Browse, Query, DDL Hive QL Parser Planner Optimizer Execution SerDe CSV Thrift Regex UDF/UDAF substr sum average FileFormats TextFile SequenceFile RCFile User-defined Map-reduce Scripts
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.

Hinweis der Redaktion

  1. 1GB connectivity within a rack, 100MB across racks? Are all disks 7200 SATA?
  2. This is the architecture of our backend data warehouing system. This system provides important information on the usage of our website, including but not limited to the number page views of each page, the number of active users in each country, etc. We generate 4TB of compressed log data every day. All these data are stored and processed by the hadoop cluster which consists of over 600 machines. The summary of the log data is then copied to Oracle and MySQL databases, to make sure it is easy for people to access.
  3. The Network attached storage is replaced by a hadoop cluster. This hadoop cluster has real-time characteristics and is configured as failfast. ThebBenefits are no storage fragmentation and easier to manage. Overlapped clusters for HA.
  4. The Network attached storage is replaced by a hadoop cluster. This hadoop cluster has real-time characteristics and is configured as failfast. ThebBenefits are no storage fragmentation and easier to manage.