Dr. Dobb's Journal - November 2008 - (Page 70) Effective Concurrency consumerLock = false; // release exclusivity return false; // report queue was empty } }; Fully Nonblocking Multiproducer/Consumer Queues The above code still uses two locks, albeit sparingly. How might we eliminate the producer and consumer locks for a fully nonblocking queue implementation that allows multiple concurrent producers and consumers? If that intrigues you, and you’re up for some down-and-dirty details, here are two key papers you’ll be interested in reading. In 1996, Michael and Scott published a paper that presented two alternatives for writing an internally synchronized queue. [4] One alternative really is nonblocking; the other uses a producer lock and a consumer lock, much like the examples in this article. In 2003, Herlihy, Luchango and Moir pointed out scalability limitations in Michael and Scott’s approach, and presented their own obstructionfree queue implementation. [5] Both of these papers featured approaches that require a doublewidth compare-and-swap operations (also known as “DCAS”) that can treat a pointer plus an integer counter together as a single atomic unit. That is problematic because not all platforms have a DCAS operation, especially mainstream processors in 64-bit mode which would essentially require a 128-bit CAS. [6] One also requires a special free list allocator to work properly. How might we eliminate the producer and consumer locks for a fully nonblocking queue implementation that allows multiple concurrent producers and consumers? Coming Up We applied four techniques: 1. Having two locks, one for each end of the queue. 2. Allocating objects on the heap to let us make consumers more concurrent. 3. Having consumers remove consumed nodes one at a time for better locality, less contention at the head, and more immediate cleanup than having producers lazily clean up consumed nodes. 4. Adding padding to keep data used by different threads on different cache lines, avoiding memory performance penalties due to false sharing or “ping-pong.” But just how much did each of those help, and how much did each help depending on the size of the queued objects? Next month, I’ll break down the four techniques by analyzing the successive performance impact of each of these techniques with some pretty graphs. Stay tuned. Notes [1] H. Sutter. “Lock-Free Code: A False Sense of Security” (DDJ, June 2008). Available online at http://ddj.com/architect/208200273. [2] Note that this happens naturally in Java and .NET for reference types, which are always held indirectly via a pointer (which is called an object reference in those environments). 70 Dr. Dobb’s Journal l www.ddj.com l November 2008 [3] H. Sutter. “Maximize Locality, Minimize Contention” (DDJ, September 2008). Available online at http://ddj.com/architect/208200273. [4] M. Michael and M. Scott. “Simple, Fast, and Practical NonBlocking and Blocking Concurrent Queue Algorithms” (Proceedings of the 15th ACM Symposium on Principles of Distributed Computing, 1996) [5] M. Herlihy, V. Luchango and M. Moir. “Obstruction-Free Synchronization: Double-Ended Queues As an Example” (Proceedings of the 23rd International Conference on Distributed Computing Systems, 2003). [6] You could try to make it work in 64 bits via heroic efforts to steal from the 64-bit address space, taking ruthless advantage of the knowledge that on mainstream systems today the operating system usually doesn’t actually use all 64 bits of addresses and might not notice if you use a few or even a dozen for your own ends. However, that’s inherently brittle and nonportable, and a lot of other people (including probably your OS’s developers) have had the same idea and tried to grab those bits too in the frenzied 64-bit land rush already in progress. In reality, you generally only get to play this kind of trick if you’re the operating system or its close friend. DDJ Herb is a software development consultant, a software architect at Microsoft, and chair of the ISO C++ Standards committee. He can be contacted at www.gotw.ca. http://ddj.com/architect/208200273 http://ddj.com/architect/208200273 http://ddj.com/architect/208200273 http://www.gotw.ca http://www.ddj.com
Table of Contents Feed for the Digital Edition of Dr. Dobb's Journal - November 2008 Dr. Dobb's Journal - November 2008 Contents Friday Night Fish Fry Alia Vox Developer Diaries Developer's Notebook Saving Open Source Conversations iPhone Building Your Own Web Server Green Telnet What's New In Boost Threads? Testing Service Oriented Architectures Test Case Generation, UML, and Eclipse Unit Testing Web Services C3 Programming The Agile Edge Swaine's Flames Effective Concurrency Dr. Dobb's Journal - November 2008 Dr. Dobb's Journal - November 2008 - (Page BB1) Dr. Dobb's Journal - November 2008 - (Page BB2) Dr. Dobb's Journal - November 2008 - Dr. Dobb's Journal - November 2008 (Page Cover1) Dr. Dobb's Journal - November 2008 - Dr. Dobb's Journal - November 2008 (Page Cover2) Dr. Dobb's Journal - November 2008 - Dr. Dobb's Journal - November 2008 (Page 1) Dr. Dobb's Journal - November 2008 - Dr. Dobb's Journal - November 2008 (Page 2) Dr. Dobb's Journal - November 2008 - Dr. Dobb's Journal - November 2008 (Page 3) Dr. Dobb's Journal - November 2008 - Contents (Page 4) Dr. Dobb's Journal - November 2008 - Contents (Page 5) Dr. Dobb's Journal - November 2008 - Friday Night Fish Fry (Page 6) Dr. Dobb's Journal - November 2008 - Friday Night Fish Fry (Page 7) Dr. Dobb's Journal - November 2008 - Friday Night Fish Fry (Page 8) Dr. Dobb's Journal - November 2008 - Friday Night Fish Fry (Page 9) Dr. Dobb's Journal - November 2008 - Alia Vox (Page 10) Dr. Dobb's Journal - November 2008 - Alia Vox (Page 11) Dr. Dobb's Journal - November 2008 - Developer Diaries (Page 12) Dr. Dobb's Journal - November 2008 - Developer Diaries (Page 13) Dr. Dobb's Journal - November 2008 - Developer's Notebook (Page 14) Dr. Dobb's Journal - November 2008 - Developer's Notebook (Page 15) Dr. Dobb's Journal - November 2008 - Saving Open Source (Page 16) Dr. Dobb's Journal - November 2008 - Saving Open Source (Page 17) Dr. Dobb's Journal - November 2008 - Saving Open Source (Page 18) Dr. Dobb's Journal - November 2008 - Saving Open Source (Page 19) Dr. Dobb's Journal - November 2008 - Conversations (Page 20) Dr. Dobb's Journal - November 2008 - Conversations (Page 21) Dr. Dobb's Journal - November 2008 - iPhone (Page 22) Dr. Dobb's Journal - November 2008 - iPhone (Page 23) Dr. Dobb's Journal - November 2008 - iPhone (Page 24) Dr. Dobb's Journal - November 2008 - iPhone (Page 25) Dr. Dobb's Journal - November 2008 - iPhone (Page 26) Dr. Dobb's Journal - November 2008 - iPhone (Page 27) Dr. Dobb's Journal - November 2008 - Building Your Own Web Server (Page 28) Dr. Dobb's Journal - November 2008 - Building Your Own Web Server (Page 29) Dr. Dobb's Journal - November 2008 - Building Your Own Web Server (Page 30) Dr. Dobb's Journal - November 2008 - Building Your Own Web Server (Page 31) Dr. Dobb's Journal - November 2008 - Building Your Own Web Server (Page 32) Dr. Dobb's Journal - November 2008 - Green Telnet (Page 33) Dr. Dobb's Journal - November 2008 - Green Telnet (Page 34) Dr. Dobb's Journal - November 2008 - Green Telnet (Page 35) Dr. Dobb's Journal - November 2008 - Green Telnet (Page 36) Dr. Dobb's Journal - November 2008 - Green Telnet (Page 37) Dr. Dobb's Journal - November 2008 - Green Telnet (Page 38) Dr. Dobb's Journal - November 2008 - Green Telnet (Page 39) Dr. Dobb's Journal - November 2008 - What's New In Boost Threads? (Page 40) Dr. Dobb's Journal - November 2008 - What's New In Boost Threads? (Page 41) Dr. Dobb's Journal - November 2008 - What's New In Boost Threads? (Page 42) Dr. Dobb's Journal - November 2008 - What's New In Boost Threads? (Page 43) Dr. Dobb's Journal - November 2008 - What's New In Boost Threads? (Page 44) Dr. Dobb's Journal - November 2008 - What's New In Boost Threads? (Page 45) Dr. Dobb's Journal - November 2008 - Testing Service Oriented Architectures (Page 46) Dr. Dobb's Journal - November 2008 - Testing Service Oriented Architectures (Page 47) Dr. Dobb's Journal - November 2008 - Testing Service Oriented Architectures (Page 48) Dr. Dobb's Journal - November 2008 - Test Case Generation, UML, and Eclipse (Page 49) Dr. Dobb's Journal - November 2008 - Test Case Generation, UML, and Eclipse (Page 50) Dr. Dobb's Journal - November 2008 - Test Case Generation, UML, and Eclipse (Page 51) Dr. Dobb's Journal - November 2008 - Test Case Generation, UML, and Eclipse (Page 52) Dr. Dobb's Journal - November 2008 - Unit Testing Web Services (Page 53) Dr. Dobb's Journal - November 2008 - Unit Testing Web Services (Page 54) Dr. Dobb's Journal - November 2008 - Unit Testing Web Services (Page 55) Dr. Dobb's Journal - November 2008 - Unit Testing Web Services (Page 56) Dr. Dobb's Journal - November 2008 - Unit Testing Web Services (Page 57) Dr. Dobb's Journal - November 2008 - Unit Testing Web Services (Page 58) Dr. Dobb's Journal - November 2008 - C3 Programming (Page 59) Dr. Dobb's Journal - November 2008 - C3 Programming (Page 60) Dr. Dobb's Journal - November 2008 - C3 Programming (Page 61) Dr. Dobb's Journal - November 2008 - C3 Programming (Page 62) Dr. Dobb's Journal - November 2008 - C3 Programming (Page 63) Dr. Dobb's Journal - November 2008 - The Agile Edge (Page 64) Dr. Dobb's Journal - November 2008 - The Agile Edge (Page 65) Dr. Dobb's Journal - November 2008 - The Agile Edge (Page 66) Dr. Dobb's Journal - November 2008 - The Agile Edge (Page 67) Dr. Dobb's Journal - November 2008 - Effective Concurrency (Page 68) Dr. Dobb's Journal - November 2008 - Effective Concurrency (Page 69) Dr. Dobb's Journal - November 2008 - Effective Concurrency (Page 70) Dr. Dobb's Journal - November 2008 - Effective Concurrency (Page 71) Dr. Dobb's Journal - November 2008 - Swaine's Flames (Page 72) Dr. Dobb's Journal - November 2008 - Swaine's Flames (Page Cover3) Dr. Dobb's Journal - November 2008 - Swaine's Flames (Page Cover4)
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