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Clojure Data Analysis Cookbook - Second Edition

You're reading from   Clojure Data Analysis Cookbook - Second Edition Dive into data analysis with Clojure through over 100 practical recipes for every stage of the analysis and collection process

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Product type Paperback
Published in Jan 2015
Publisher
ISBN-13 9781784390297
Length 372 pages
Edition 2nd Edition
Languages
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Author (1):
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Eric Richard Rochester Eric Richard Rochester
Author Profile Icon Eric Richard Rochester
Eric Richard Rochester
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Toc

Table of Contents (14) Chapters Close

Preface 1. Importing Data for Analysis FREE CHAPTER 2. Cleaning and Validating Data 3. Managing Complexity with Concurrent Programming 4. Improving Performance with Parallel Programming 5. Distributed Data Processing with Cascalog 6. Working with Incanter Datasets 7. Statistical Data Analysis with Incanter 8. Working with Mathematica and R 9. Clustering, Classifying, and Working with Weka 10. Working with Unstructured and Textual Data 11. Graphing in Incanter 12. Creating Charts for the Web Index

Introducing safe side effects into the STM


The STM isn't safe as far as side effects are concerned. Since a dosync block may get retried, possibly more than once, any side effects will be executed again and again, whether they should be or not. Values may get written to the screen or logfile multiple times. Worse, values may be written to the database more than once.

However, all programs must produce side effects. The trick is adding them while getting a handle on complexity. The easiest way to do that is to keep side effects out of transactions.

For this recipe, to illustrate what can happen, we'll simulate thread starvation. That sounds serious, but it just means that one thread isn't able to access the resources it needs, so it can't do its job. We'll also use an atom (a reference that isn't controlled by the STM) to keep track of the number of times the STM retries a call to an agent. That way, we can see what happens that creates the problem, and what we need to do to fix it.

Getting...

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