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CS258 Spring 2002 Mark Whitney and Yitao Duan
Memory Consistency Models in Wide-area Storage System – Or What Do They Mean? CS258 Spring 2002 Mark Whitney and Yitao Duan
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Motivations Global scale computing approaching
Wide area storage is becoming a reality The greed for processing power calls the marriage of the two Traditional approach to large scale data processing: Hierarchy What if new algorithms require to touch more data? Scale SMP? Use OceanStore as testbed
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Data and Computation Hungry Applications
Quantum Chromodynamics Biomolecular Dynamics Weather Forecasting Cosmological Dark Matter Biomolecular Electrostatics Electric and Magnetic Molecular Properties
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Data Grid for High Energy Physics - CalTech
Tier2 Centre ~1 TIPS Online System Offline Processor Farm ~20 TIPS CERN Computer Centre FermiLab ~4 TIPS France Regional Centre Italy Regional Centre Germany Regional Centre Institute Institute ~0.25TIPS Pentium II 300 MHz Physicist workstations ~100 MBytes/sec ~622 Mbits/sec ~1 MBytes/sec HPSS There is a “bunch crossing” every 25 nsecs. There are 100 “triggers” per second Each triggered event is ~1 MByte in size Physicists work on analysis “channels”. Each institute will have ~10 physicists working on one or more channels; data for these channels should be cached by the institute server Physics data cache ~PBytes/sec ~622 Mbits/sec or Air Freight (deprecated) Caltech ~1 TIPS Tier 0 Tier 1 Tier 2 Tier 4 1 TIPS is approximately 25,000 SpecInt95 equivalents
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Background What is OceanStore? Observations and questions
A global persistent data store scalable to billions of users High availability, fault-tolerance, security Caching to reduce network congestion, guarantee availability and performance Flexible consistency semantics Observations and questions Remarkable resemblance to MP memory system Replica = cache, client = processor, data object = memory item OceanStore consistency semantics are typically that of a file system’s. What do they mean to a program?
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Running Parallel Applications on OceanStore
Why do we try this Distributed computing Grid World Wide Computing New programming paradigm? (OceanStore is a new phenomena, will it bring out new applications? Where will computing infrastructure go given the advance of network, storage and parallel processing?
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Shared Virtual Memory Space
ParaApp OS Kernel OClient
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Running SMP Apps on OceanStore
OceanStore data objects are globally identified Virtual address in application address space mapped to OceanStore object ID Shared memory address access turned into OceanStore requests
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Consistency Models
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Performance Evaluation
OceanStore …(#of inner rings, …) Nachos++! MIPS R3000 processor w/FP Stanford SPLASH-2 benchmark suite 4 x 4 matrix LU decomposition
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Computation Time Number of Cycles
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Network Latency Milliseconds
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Open Questions Programming model Cache policy Consistency models
Sharing granularity
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Conclusion and Future Work
Matrix decomposition runs on OceanStore! Wide-area distributed synchronizations are expensive (not surprising) Need better memory model if want to run shared memory applications Message passing? – Seems to be a better match (use explicit OceanStore APIs) New programming model?
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