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Clojure High Performance Programming, Second Edition

Clojure High Performance Programming, Second Edition - Second Edition

By : Kumar
4.4 (5)
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Clojure High Performance Programming, Second Edition

Clojure High Performance Programming, Second Edition

4.4 (5)
By: Kumar

Overview of this book

Clojure treats code as data and has a macro system. It focuses on programming with immutable values and explicit progression-of-time constructs, which are intended to facilitate the development of more robust programs, particularly multithreaded ones. It is built with performance, pragmatism, and simplicity in mind. Like most general purpose languages, various Clojure features have different performance characteristics that one should know in order to write high performance code. This book shows you how to evaluate the performance implications of various Clojure abstractions, discover their underpinnings, and apply the right approach for optimum performance in real-world programs. It starts by helping you classify various use cases and the need for them with respect to performance and analysis of various performance aspects. You will also learn the performance vocabulary that experts use throughout the world and discover various Clojure data structures, abstractions, and their performance characteristics. Further, the book will guide you through enhancing performance by using Java interoperability and JVM-specific features from Clojure. It also highlights the importance of using the right concurrent data structure and Java concurrency abstractions. This book also sheds light on performance metrics for measuring, how to measure, and how to visualize and monitor the collected data. At the end of the book, you will learn to run a performance profiler, identify bottlenecks, tune performance, and refactor code to get a better performance.
Table of Contents (10 chapters)
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9
Index

Identifying performance bottlenecks


We discussed in previous chapters that random performance tuning of code rarely works, because we may not be tuning in the right place. It is crucial to find the performance bottlenecks before we can tune those areas in the code. Upon finding the bottleneck, we can experiment with alternate solutions around it. In this section we will look into finding the bottlenecks.

Latency bottlenecks in Clojure code

Latency is the starting, and the most obvious, metric to drill-down in order to find bottlenecks. For Clojure code, we observed in Chapter 6, Measuring Performance that code profiling tools can help us find the areas of bottleneck. Profilers are, of course, very useful. Once you discover hotspots via profilers, you may find ways to tune those for latency to a certain extent.

Most profilers work on aggregates, a batch of runs, ranking the hotspots in code by resources consumed. However, often the opportunity to tune latency lies in the long tail that may not...

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