Programming Pearls (2nd Edition)
by Jon Bentley

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Book Reviews of Programming Pearls (2nd Edition)

Book Review: The how-to for profile-based tuning
Summary: 5 Stars

Suppose, for the sake of argument, that you have a binary search that's holding up your loop. Or your Huffman coding just isn't snappy enough? "How is that possible?", you might say, fresh out of computer-science 201, "Didn't we just prove these algorithms are optimal?" Well yes, asymptotically up to an arbitrary constant multiplier. But this is the real world, and your code needs to go faster. If this sounds like your predicament, pull up a chair and read "Programming Pearls"; if it's not, you might wonder what all the fuss is about.

Next, fire up your favorite hardware (Sparc or x86 or PowerPC), favorite language (Perl, Java, or even C), favorite release of that language, along with your favorite interpreter or compiler (Hotspot or standard? GCC or Visual C++). And you'll need a profiler; might as well treat yourself to a good one if you're serious. Then fire up your code with a representative range realistic test data and observe what happens. Function by function, byte by byte. Then try to be as clever as Bentley in (a) figuring out why, (b) trying a range of alternatives, and (c) making it all go faster with minor tuning. Typically, you'll find a single bottleneck taking an order of magnitude more time than everything else, and work on that. Repeat until fast enough.

As well as this simple, yet surprisingly effective and realistic methodology, Bentley provides a range of concrete tips on making things go faster, from tweaking data structures to unfolding loops (especially precomputing low-order cases) to using accumulators and caching, all with an eye to underlying memory, communication and CPU resources.

Real code that has to run fast, like the code that we write at my current company for signal processing, speech recognition and speech synthesis, typically looks like the end-product of Bentley's refactorings. And it gets that way following exactly the path he lays out: analyze the problem, choose the right algorithm (or the right few to evaluate), and then tune it up using profiling.

"Programming Pearls" is the beginning of the road. You will need to look elsewhere for topics such as compression for memory saving, numerical algorithms, effective concurrency and memory sharing, efficient buffered I/O, garbage collection, and the wide range of dynamic programming and heuristic techniques.

Summary of Programming Pearls (2nd Edition)

The "pearls" in question center not only on choosing the right algorithms (like binary searches, sorting techniques, or sparse arrays) but also on showing how to solve problems effectively. Each chapter frames a particular programming task--such as sorting numbers, creating anagrams, or counting the words in a block of text--many drawn from Bentley's experiences in his long career as a developer. The book traces the process of arriving at a fast, efficient, and accurate solution, along with code profiling to discover what works best. After refining the correct answer, each chapter enumerates programming principles that you can use on your own.

The author also challenges you to think like an engineer, and each chapter ends with about a dozen problems to get you thinking creatively about design issues. (Sidebars on such historical topics as the first computer solutions to computer chess, spell-checking, and even architectural design help create a perspective on successful problem solving and make for a truly educational and enjoyable tour of how to become a better programmer.) Bentley also asks the reader to think analytically about the world with "back of the envelope" estimation techniques drawn from engineering. Appendices list the algorithms and code rules covered in the book, plus some sample solutions.

Fans of the first edition of this title will be pleased to see this favorite computer text brought up to date for today's faster hardware. Whether you want to improve your command of algorithms or test your problem-solving skills, the new version of Programming Pearl is a challenging, instructive, and thoroughly entertaining resource. --Richard Dragan

Topics covered: Programming and problem-solving tutorial, sorting algorithms, merge sort, bit vectors, binary searches, program correctness and testing, improving performance, engineering and problem-solving techniques, performance estimates, designing for safety, divide-and-conquer and scanning algorithms, tuning code, tips for more efficient memory usage, insertion sort, quicksort algorithms, sparse arrays, searching algorithms, binary search trees, heaps, priority queues, searching text, and generating random text.

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