Distributed Systems [Fall 2012] - Columbia University
[Pages:34]Distributed Systems [Fall 2012]
Lec 20: Bigtable (cont'ed)
Slide acks: Mohsen Taheriyan
()
1
Chubby (Reminder)
? Lock service with a file system interface ? Intuitively, Chubby provides locks with possibility to
store a bit of data in them, which can be read but not written unless you have a writer's lock ? It also provides notifications for file updates and others ? Uses Paxos to provide reliability and availability
2
Bigtable: A Distributed Storage System for Structured Data
Fay Chang, Jeffrey Dean, Sanjay Ghemawat, Wilson C. Hsieh, Deborah A. Wallach, Mike Burrows, Tushar Chandra, Andrew Fikes, Robert E. Gruber
OSDI 2006
Slide acks to: Mohsen Taheriyan
() 3
Bigtable Description Outline
? Motivation and goals (last time) ? Schemas, interfaces, and semantics (with code)
(today) ? Architecture (today) ? Implementation details (today, or you'll read on your
own)
4
Bigtable Goals (Reminder)
? A distributed storage system for (semi-)structured data ? Scalable
? Thousands of servers ? Terabytes of in-memory data ? Petabyte of disk-based data ? Millions of reads/writes per second, efficient scans
? Self-managing
? Servers can be added/removed dynamically ? Servers adjust to load imbalance
? Extremely popular at Google (as of 2008)
? Web indexing, personalized search, Google Earth, Google
Analytics, Google Finance, ...
5
Background
? Building blocks
? Google File System (GFS): Raw storage ? Scheduler: Schedules jobs onto machines ? Chubby: Lock service
? BigTable uses of building blocks
? GFS: stores all persistent state ? Scheduler: schedules jobs involved in BigTable serving ? Chubby: master election, location bootstrapping
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GFS (Reminder)
Client Client
GFS Master
Chunk servers
C0 C1 C3 C4
C1 C3 C5
C0 C3 C4
? Master manages metadata
? Data transfers happen directly between clients/chunkservers
? Files broken into chunks (typically 64 MB)
? Chunks replicated across three machines for reliability
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Typical Cluster
Cluster Scheduling Master
Lock Service (Chubby)
by-and-large stateless!
Machine 1
Bigtable Server
User Task (Map/Reduce)
Machine 2
Bigtable Server
User Task (Map/Reduce)
GFS Master
Machine 3
Bigtable Master
Scheduler GFS Slave Chunk Server
Scheduler GFS Slave Chunk Server
Linux
Linux
stateful!
Scheduler GFS Slave Chunk Server
Linux
8
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