Book Image

Mastering IPython 4.0

By : Thomas Bitterman, Dipanjan Deb
Book Image

Mastering IPython 4.0

By: Thomas Bitterman, Dipanjan Deb

Overview of this book

IPython is an interactive computational environment in which you can combine code execution, rich text, mathematics, plots, and rich media. This book will get IPython developers up to date with the latest advancements in IPython and dive deep into interactive computing with IPython. This an advanced guide on interactive and parallel computing with IPython will explore advanced visualizations and high-performance computing with IPython in detail. You will quickly brush up your knowledge of IPython kernels and wrapper kernels, then we'?ll move to advanced concepts such as testing, Sphinx, JS events, interactive work, and the ZMQ cluster. The book will cover topics such as IPython Console Lexer, advanced configuration, and third-party tools. By the end of this book, you will be able to use IPython for interactive and parallel computing in a high-performance computing environment.
Table of Contents (18 chapters)
Mastering IPython 4.0
Credits
About the Author
About the Reviewer
www.PacktPub.com
Preface
6
Works Well with Others – IPython and Third-Party Tools
Index

The storage hierarchy


It is easy to ignore where data is stored in serial applications. This was not always so. A lot of work has gone into abstracting away the details of various layers of the storage hierarchy from the programmer. The following graphic illustrates a typical storage hierarchy:

The hierarchy shows differences on three axes: persistence, size, and cost. The clear levels are volatile; their contents decay when power is no longer applied. The shaded levels are persistent; they retain data even when not powered.

As one travels down the hierarchy, storage capacity grows. There is variation within each level, but the basic trend is clear. This is also true over time; for example, the amount of RAM available has grown to the point where it is larger than hard drives from an earlier period, but hard drives have also grown in size to maintain the differential.

Although not a strictly...