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RAID-x: A New Distributed Disk Array for I/O-Centric Cluster Computing. Kai Hwang, Hai Jin, and Roy Ho. Outline. Introduction RAID Orthogonal Striping and Mirroring Trojans Cluster Experiments Cooperative disk drivers Benchmark Experiments Striped Checkpointing on RAID-x. Introduction.
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RAID-x: A New Distributed Disk Array for I/O-Centric Cluster Computing Kai Hwang, Hai Jin, and Roy Ho
Outline • Introduction • RAID • Orthogonal Striping and Mirroring • Trojans Cluster Experiments • Cooperative disk drivers • Benchmark Experiments • Striped Checkpointing on RAID-x
Introduction • RAID-X • Redundant array of inexpensive disks at level x • Provides • High Bandwidth • distributed I/O processing on a Serverless Cluster where server functions are distributed among client hosts • Based on Orthogonal striping and mirroring (OSM) • Cooperative Disk Drivers (CDD) are used to implement the OSM at the kernel level • Maintains data consistency without using NFS or Unix system calls
Distributed RAID-x • Must have these Capabilities: • A single I/O space (SIOS) for all disks in cluster. • High scalability, availability and compatibility with current cluster architectures and applications. • Local and remote disk I/O operations performed with comparable latency. • Implies. • Total transparency to users. • Utilize all disks without knowing the physical locations of the data blocks.
Orthogonal Striping and Mirroring • OSM Provides: • Improvement in Parallel I/O Bandwidth • Hides disk mirroring overhead • Enhances scalability and reliability of cluster computing applications. • Eliminates Small write problem which affects RAID-5. • Has advantages of both RAID-1 and Chained Declustering
Advantages of RAID-1 & Chained Declustering • RAID-1: Mirroring and Duplexing • 100% redundancy of data = no rebuild, just a copy • Twice the Read transaction rate of single disks • Chained Declustering • Load Balancing
Bj original data blocks. Mj mirrored blocks. 4 disks with mirroring groups involving 3 consecutive disk blocks. ex. M0, M1, M2, mirroring blocks for B0, B1, B2 data blocks. Diff mirroring groups are in diff shadings. Architecture of RAID-x vs. chained declustering RAID
Architecture of RAID-x • Orthogonal mapping. • no data block and it’s image are mapped to the same disk. • Data blocks are striped across all disks on the top half of the disk array, like RAID-0. • Means that for large writes blocks can be written in parallel to all disks in the stripe simultaneously. • Image blocks are “clustered” in the same disk vertically. • Clustered images in the mirroring group are simultaneously updated in the background. • Resulting in lower latency and higher bandwidth in RAID-x.
Write operations are improved. The same bandwidth potential as Raid-0 and chained declustering. Improvements from declustering are mainly in parallel writes. For large array size improvement approaches a factor of 2. Tolerate single disk failures (RAID-5). Performance of 4 RAID Architectures
Trojans Cluster • 16 Pentium II/400 MHz processors • RedHad Linux v. 6.0 • PC engines (nodes) were connected by 100 Mbps Fast Ethernet • Each node is attached with a 10GB disk • 16 disks = 160 GB single I/O space
3 disks for each node, 4 nodes Stripe groups B0, B1, B2, B3 accessed in parallel Consecutive stripe groups (B0, B1, B2, B3), (B4, B5, B6, B7),(B8, B9, B10, B11) accessed in pipeline fashion because they are retrieved from disk groups attached to the same SCSI buses Distributed RAID-x Architecture 4x3 RAID-x architecture with orthogonal striping and mirroring P: processor, M:memory CCD:cooperative disk driver, Djthe jth disk, Bi: the ith data block, Bi’: the ith mirrored image in a shaded box
n-by-k RISK-x Stripe group w/in disk blocks on n disks Mirroring group n-1 blocks on 1 disk Images of all data blocks in stripe group are saved to two disks Block addressing scheme strips across all nk disks sequentially and repeatedly n = degree of parallelism K = depth of pipelining Distributed RAID-x Arch. cont. 4x3 RAID-x architecture with orthogonal striping and mirroring P: processor, M:memory CCD:cooperative disk driver, Djthe jth disk, Bi: the ith data block, Bi’: the ith mirrored image in a shaded box
crucial to building scaleable cluster of computers If not shared then I/O must be handled by time consuming system class through centralized file server (ex NSF) Enabled by CDDs at Linux kernel level Single I/O space in a Distributed RAID A global virtual disk with a SIOS formed by cooperative disks
Establish SIOS single global virtual disk Storage Manager Receives and processes the I/O requests Client modules Redirects local I/O requests to remote disk managers Cooperative Disk Driver (CDD) Architecture Internal design of CDD arch.
Data Consistency Module Maintains data consistency at Driver level that result from distributed disks updating cached copies of same data block Can Run in 3 different states Storage Manager: coordinates use of local disk storage by remote nodes Client: accessing remote disks through remote disk managers both CDD Architecture cont.
CDD • Allows serverless clusters • Offers remote disk access directly at kernel level
I/O Bandwidth vs. request numberPerformance of 4 I/O subsystem architectures • For large read/write • 20MB file striped across all disks in array • Focuses on parallel I/O capacity of disk array • Uncached files • Client reads only private file • All reads performed simultaneously
I/O Bandwidth vs. request number Performance of 4 I/O subsystem architectures • Small read/write • 32KB data • One block of stripe group • Results for small are very close to the results for large
Achievable I/O Bandwidth and Improvement Factor • Improvement factor of 16 clients over 1 on USC Trojans Cluster • RAID-x demonstrates the highest improvement factor among the three RAID Arch. • Almost 3x increase on RAID-X from 1-16
Elapsed Time in Executing the Andrew Benchmark On 4 I/O subsystems with respect to increase of number of client requests up to 32. NSF results RAID-x results
Striped Checkpointing on the RAID-x • Distribute data blocks and their mirrored images orthogonally • Striped staggering in coordinated checkpointing on the RAID-x disk array • Successive stripes are accessed in a staggered manner from diff. Stripes on successive 4-disk groups. • Staggering implies pipelined access of disk array
Striped Checkpointing on the RAID-x • Using OSM each striped checkpointing file has its mirrored image on its local disk. • For each node, transient failures can be recovered from its mirrored image in local disk. Permanent failures can be recovered from striped checkpointing.
Conclusions • RAID-x shows strength in building distributed, high-bandwidth, I/O storage for serverless PC or workstation clusters. • OSM Architecture exploits full stripe bandwidth • Reliability • Clustered mirror on on local disks and orthogonal striping across distributed disks. • Matches RAID-5 (recovery from single disk failures) • I/O performance is better than RAID-1 and 5 • Highly scalable with distributed control
Questions • What does Orthogonal striping and mirroring (OSM) provide? • What is RAID-x? • Explain the Cooperative Disk Driver (CDD). • Compare RAID-x to Petal.