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CPE 631: Writing Scholarly Papers

Explore the organization and size of branch predictors in Intel processors using performance counters and VTune Analyzer. Investigate Pentium III and Pentium 4 predictor implementations to improve design and compiler efficiency.

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CPE 631: Writing Scholarly Papers

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  1. CPE 631:Writing Scholarly Papers Aleksandar Milenkovic E-mail: milenka@ece.uah.edu Web: http://www.ece.uah.edu/~milenka

  2. Why Are We Bothering? • Useful for writing your final report. • Useful to know the style for doing future research. • This is how academics communicate • You should know the technique • Proven over time A. Milenkovic

  3. Sources • Stephen A. Edwards – lecture slides • http://www.cs.columbia.edu/~sedwards/ • Veljko Milutinovic • V. Milutinovic, “The Best Method for Presentation of Research Results,”IEEE TCCA Newsletter, Sep. 1996.http://tab.computer.org/tcca/NEWS/sept96/bestmeth.pdf A. Milenkovic

  4. Research Papers • Clear statement of the problem being addressed • What has been done before and what is new • Proposed solution • Results achieved • Literature survey should have included the first two • Final report should include all four A. Milenkovic

  5. Typical Outline • Abstract • Introduction • Related Work • Description of problem solution • Experimental results • Conclusions and future work • Bibliography A. Milenkovic

  6. The Abstract • Short • 2-3 paragraphs • 100-150 words • Introduce problem in first paragraph • Describe your approach in second • Brief conclusions and impact in third • Abstract must stand alone as pure English • No bibliographic citations • No mathematics A. Milenkovic

  7. A Sample Abstract Improvement of the branch predictors has been one of focal points in the computer architecture research during the last decade, from two-level predictors to the use of genetic algorithms. The most of the research efforts try to use the real, already implemented, branch predictor sizes and organization for comparison and evaluation. Yet, a little is known about exact predictor implementation in Intel processors, apart from a few size hints in the Intel manuals and a valuable but unverified hacker efforts. On the other hand, Intel processors include performance monitoring counters that can count the events related to branches, and Intel provides a powerful VTune Performance Analyzer enabling the easy access to performance counters. In this paper, we propose a series of simple experiments that explore the organization and size of a branch predictor, and use it to investigate Pentium III and Pentium 4 predictor implementations. Experiments showed that BTB has 4 ways in both implementations. PIII predictor has just the local history component, while P4 has both global and local history components. Such knowledge could be used in further predictor research, as well as in the design of new, architecture-ware compilers. A. Milenkovic

  8. The Introduction • Describe both the area you’re working on and what you’ve found • Cut to the chase early “My field is interesting and here’s what I’ve done” • Don’t repeat the abstract • Orient the readers about what they should expect • Some references are appropriate here, but they need not be exhaustive A. Milenkovic

  9. Related Work • Describe the relevant work of others • You won’t be exactly duplicating their work, so contrast your results with theirs • Be respectful to authors: Smith [1] describes a system for real-time scheduling… • Don’t use citations as nouns: In [1], a system for real-time scheduling is described A. Milenkovic

  10. Goals of the Related Work Section • Orient the reader • Part of your job is to figure out the state of the field and communicate that clearly • They need to know how your work is a huge step forward from what you’ve done • Convince the reader you are knowledgeable • Academics work by consensus • There’s an accepted body of knowledge • Yours won’t be added to it unless you understand and acknowledge it, too A. Milenkovic

  11. Bibliography • Many different styles that differ only slightly • All have the same goal of providing enough information so that a reader can find what you read • Information in most citations: • Author(s) of the work • Title of the work • Where it appeared (if a conference or journal publication) • Date (at least year) at which it appeared A. Milenkovic

  12. Example Bibliographic Entries • A paper in a conference [1]A. Milenkovic, V. Milutinovic, "Cache Injection: A Novel Technique for Tolerating Memory Latency in Bus-Based SMPs," Lecture Notes in Computer Science, vol. 1900, Proceedings of the 6th International Euro-Par Conference, Munich, Germany, August/September 2000, pp. 558-566. Authors’ names, “Title,” Conference title, Conference Location, Month 20xx, pp. xx-yy. A. Milenkovic

  13. Example Bibliographic Entries • A book [2] M. J. Smith, Application-Specific Integrated Circuits, Addison-Wesley, New York, 1997. Author, Title, Publisher, 19xx. A. Milenkovic

  14. Example Bibliographic Entries • A journal paper [1] A. Milenkovic,"Achieving High Performance in Bus-Based Shared Memory Multiprocessors," IEEE Concurrency, Vol. 8, No. 3, July-September 2000, pp. 36-44. Author(s), “Title,” Journal, Vol. x, No. y, month, 20xx, pp. xx-yy. A. Milenkovic

  15. Example Bibliographic Entries • A technical manual [1] M. D. Smith, Energy-efficient cache memories, Phd Thesis, University of Alabama in Huntsville, 2001. Author(s). Title, Organization, 20xx. A. Milenkovic

  16. Citing Web Pages • URLs are not generally considered reasonable scholarly citations • Not peer-reviewed • Very fragile • Can easily be changed • Best used for pointing people to projects or companies A. Milenkovic

  17. The Body • Describe what you’ve done with reasonable detail • Make sure to describe any unexpected or particularly difficult problems • Goal is to simplify life for those in the future • Describe what you did and how it turned out • No requirement to include everything • “Thanks, but that’s a little more information than I needed to know.” A. Milenkovic

  18. Clear Writing • Be concise • This is the main goal • Think of it as an engineering problem: • How can I communicate using the fewest words? • Be emphatic • Avoid passive constructions A. Milenkovic

  19. Clear Writing • Avoid wordy idioms Instead of Prefer make assumption assume is a function of depends on is an illustration of illustrates • Avoid inactive verbs • Avoid writing “to be” • Not “In Smith, a clear-cut distinction was made …” • Instead “Smith made a clear-cut distinction…” A. Milenkovic

  20. Clear Writing • Start each paragraph with a topic sentence: You will be amazed by how much this helps.People will sing your praises. Professors will grade you higher. Your peers will call you “The Exalted One.” Little children will bow in your presence. • Technical writing is not a murder mystery: • Explain whodunit immediately • Suspense is not the point A. Milenkovic

  21. That vs. Which • Restrictive clauses use “that” • Added to constraint the number of different things being considered • Don’t need commas • “Buildings that have white walls are common here.” • Nonrestrictive clauses use “which” • Added to give additional information without changing collection being considered • Need commas • “Stucco buildings, which have white walls, are common here.” A. Milenkovic

  22. Experimental Results • Include important results that actually show something • Avoid including endless tables or graphs if they don’t further your point • Clearly label and explain how to interpret your graph • What are you measuring? • What are you controlling? • What is your experimental setup? A. Milenkovic

  23. Experimental Results • Don’t do this: A. Milenkovic

  24. Experimental Results A. Milenkovic

  25. Experimental Results • Graphs often illustrate trends and behaviors much more clearly than tables • Consider using graphics where you can • Often much more succinct A. Milenkovic

  26. Conclusion Section • Here, summarize the results, say what worked and what didn’t, and explain what remains to be done • Be careful not to save the best for last • I’ve read many papers where the contents of the conclusions section should have been written in the introduction • This is not a murder mystery A. Milenkovic

  27. Paper Format • Most conferences and workshops require a common format • IEEE format:ftp://pubftp.computer.org/Press/Outgoing/proceedings/instruct.doc • Two columns • 10 point • Usually Times Roman • Single-spaced • Paper is precious: don’t waste it A. Milenkovic

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