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Multiprocessors and Thread-Level Parallelism
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Multiprocessors and Thread-Level Parallelism.pptx
1.
Copyright © 2012,
Elsevier Inc. All rights reserved. 1 Chapter 5 Multiprocessors and Thread-Level Parallelism Computer Architecture A Quantitative Approach, Fifth Edition
2.
2 Copyright © 2012,
Elsevier Inc. All rights reserved. Introduction Thread-Level parallelism Have multiple program counters Uses MIMD model Targeted for tightly-coupled shared-memory multiprocessors For n processors, need n threads Amount of computation assigned to each thread = grain size Threads can be used for data-level parallelism, but the overheads may outweigh the benefit Introduction
3.
3 Copyright © 2012,
Elsevier Inc. All rights reserved. Types Symmetric multiprocessors (SMP) Small number of cores Share single memory with uniform memory latency Distributed shared memory (DSM) Memory distributed among processors Non-uniform memory access/latency (NUMA) Processors connected via direct (switched) and non- direct (multi-hop) interconnection networks Introduction
4.
4 Copyright © 2012,
Elsevier Inc. All rights reserved. Cache Coherence Processors may see different values through their caches: Centralized Shared-Memory Architectures
5.
5 Copyright © 2012,
Elsevier Inc. All rights reserved. Cache Coherence Coherence All reads by any processor must return the most recently written value Writes to the same location by any two processors are seen in the same order by all processors Consistency When a written value will be returned by a read If a processor writes location A followed by location B, any processor that sees the new value of B must also see the new value of A Centralized Shared-Memory Architectures
6.
6 Copyright © 2012,
Elsevier Inc. All rights reserved. Enforcing Coherence Coherent caches provide: Migration: movement of data Replication: multiple copies of data Cache coherence protocols Directory based Sharing status of each block kept in one location Snooping Each core tracks sharing status of each block Centralized Shared-Memory Architectures
7.
7 Copyright © 2012,
Elsevier Inc. All rights reserved. Snoopy Coherence Protocols Write invalidate On write, invalidate all other copies Use bus itself to serialize Write cannot complete until bus access is obtained Write update On write, update all copies Centralized Shared-Memory Architectures
8.
8 Copyright © 2012,
Elsevier Inc. All rights reserved. Snoopy Coherence Protocols Locating an item when a read miss occurs In write-back cache, the updated value must be sent to the requesting processor Cache lines marked as shared or exclusive/modified Only writes to shared lines need an invalidate broadcast After this, the line is marked as exclusive Centralized Shared-Memory Architectures
9.
9 Copyright © 2012,
Elsevier Inc. All rights reserved. Snoopy Coherence Protocols Centralized Shared-Memory Architectures
10.
10 Copyright © 2012,
Elsevier Inc. All rights reserved. Snoopy Coherence Protocols Centralized Shared-Memory Architectures
11.
11 Copyright © 2012,
Elsevier Inc. All rights reserved. Snoopy Coherence Protocols Complications for the basic MSI protocol: Operations are not atomic E.g. detect miss, acquire bus, receive a response Creates possibility of deadlock and races One solution: processor that sends invalidate can hold bus until other processors receive the invalidate Extensions: Add exclusive state to indicate clean block in only one cache (MESI protocol) Prevents needing to write invalidate on a write Owned state Centralized Shared-Memory Architectures
12.
12 Copyright © 2012,
Elsevier Inc. All rights reserved. Coherence Protocols: Extensions Shared memory bus and snooping bandwidth is bottleneck for scaling symmetric multiprocessors Duplicating tags Place directory in outermost cache Use crossbars or point- to-point networks with banked memory Centralized Shared-Memory Architectures
13.
13 Copyright © 2012,
Elsevier Inc. All rights reserved. Coherence Protocols AMD Opteron: Memory directly connected to each multicore chip in NUMA-like organization Implement coherence protocol using point-to-point links Use explicit acknowledgements to order operations Centralized Shared-Memory Architectures
14.
14 Copyright © 2012,
Elsevier Inc. All rights reserved. Performance Coherence influences cache miss rate Coherence misses True sharing misses Write to shared block (transmission of invalidation) Read an invalidated block False sharing misses Read an unmodified word in an invalidated block Performance of Symmetric Shared-Memory Multiprocessors
15.
15 Copyright © 2012,
Elsevier Inc. All rights reserved. Performance Study: Commercial Workload Performance of Symmetric Shared-Memory Multiprocessors
16.
16 Copyright © 2012,
Elsevier Inc. All rights reserved. Performance Study: Commercial Workload Performance of Symmetric Shared-Memory Multiprocessors
17.
17 Copyright © 2012,
Elsevier Inc. All rights reserved. Performance Study: Commercial Workload Performance of Symmetric Shared-Memory Multiprocessors
18.
18 Copyright © 2012,
Elsevier Inc. All rights reserved. Performance Study: Commercial Workload Performance of Symmetric Shared-Memory Multiprocessors
19.
19 Copyright © 2012,
Elsevier Inc. All rights reserved. Directory Protocols Directory keeps track of every block Which caches have each block Dirty status of each block Implement in shared L3 cache Keep bit vector of size = # cores for each block in L3 Not scalable beyond shared L3 Implement in a distributed fashion: Distributed Shared Memory and Directory-Based Coherence
20.
20 Copyright © 2012,
Elsevier Inc. All rights reserved. Directory Protocols For each block, maintain state: Shared One or more nodes have the block cached, value in memory is up-to-date Set of node IDs Uncached Modified Exactly one node has a copy of the cache block, value in memory is out-of-date Owner node ID Directory maintains block states and sends invalidation messages Distributed Shared Memory and Directory-Based Coherence
21.
21 Copyright © 2012,
Elsevier Inc. All rights reserved. Messages Distributed Shared Memory and Directory-Based Coherence
22.
22 Copyright © 2012,
Elsevier Inc. All rights reserved. Directory Protocols Distributed Shared Memory and Directory-Based Coherence
23.
23 Copyright © 2012,
Elsevier Inc. All rights reserved. Directory Protocols For uncached block: Read miss Requesting node is sent the requested data and is made the only sharing node, block is now shared Write miss The requesting node is sent the requested data and becomes the sharing node, block is now exclusive For shared block: Read miss The requesting node is sent the requested data from memory, node is added to sharing set Write miss The requesting node is sent the value, all nodes in the sharing set are sent invalidate messages, sharing set only contains requesting node, block is now exclusive Distributed Shared Memory and Directory-Based Coherence
24.
24 Copyright © 2012,
Elsevier Inc. All rights reserved. Directory Protocols For exclusive block: Read miss The owner is sent a data fetch message, block becomes shared, owner sends data to the directory, data written back to memory, sharers set contains old owner and requestor Data write back Block becomes uncached, sharer set is empty Write miss Message is sent to old owner to invalidate and send the value to the directory, requestor becomes new owner, block remains exclusive Distributed Shared Memory and Directory-Based Coherence
25.
25 Copyright © 2012,
Elsevier Inc. All rights reserved. Synchronization Basic building blocks: Atomic exchange Swaps register with memory location Test-and-set Sets under condition Fetch-and-increment Reads original value from memory and increments it in memory Requires memory read and write in uninterruptable instruction load linked/store conditional If the contents of the memory location specified by the load linked are changed before the store conditional to the same address, the store conditional fails Synchronization
26.
26 Copyright © 2012,
Elsevier Inc. All rights reserved. Implementing Locks Spin lock If no coherence: DADDUI R2,R0,#1 lockit: EXCH R2,0(R1) ;atomic exchange BNEZ R2,lockit ;already locked? If coherence: lockit: LD R2,0(R1) ;load of lock BNEZ R2,lockit ;not available-spin DADDUI R2,R0,#1 ;load locked value EXCH R2,0(R1) ;swap BNEZ R2,lockit ;branch if lock wasn’t 0 Synchronization
27.
27 Copyright © 2012,
Elsevier Inc. All rights reserved. Implementing Locks Advantage of this scheme: reduces memory traffic Synchronization
28.
28 Copyright © 2012,
Elsevier Inc. All rights reserved. Models of Memory Consistency Models of Memory Consistency: An Introduction Processor 1: A=0 … A=1 if (B==0) … Processor 2: B=0 … B=1 if (A==0) … Should be impossible for both if-statements to be evaluated as true Delayed write invalidate? Sequential consistency: Result of execution should be the same as long as: Accesses on each processor were kept in order Accesses on different processors were arbitrarily interleaved
29.
29 Copyright © 2012,
Elsevier Inc. All rights reserved. Implementing Locks To implement, delay completion of all memory accesses until all invalidations caused by the access are completed Reduces performance! Alternatives: Program-enforced synchronization to force write on processor to occur before read on the other processor Requires synchronization object for A and another for B “Unlock” after write “Lock” after read Models of Memory Consistency: An Introduction
30.
30 Copyright © 2012,
Elsevier Inc. All rights reserved. Relaxed Consistency Models Rules: X → Y Operation X must complete before operation Y is done Sequential consistency requires: R → W, R → R, W → R, W → W Relax W → R “Total store ordering” Relax W → W “Partial store order” Relax R → W and R → R “Weak ordering” and “release consistency” Models of Memory Consistency: An Introduction
31.
31 Copyright © 2012,
Elsevier Inc. All rights reserved. Relaxed Consistency Models Consistency model is multiprocessor specific Programmers will often implement explicit synchronization Speculation gives much of the performance advantage of relaxed models with sequential consistency Basic idea: if an invalidation arrives for a result that has not been committed, use speculation recovery Models of Memory Consistency: An Introduction
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