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You're reading from  Scientific Computing with Python - Second Edition

Product typeBook
Published inJul 2021
Reading LevelIntermediate
PublisherPackt
ISBN-139781838822323
Edition2nd Edition
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Authors (3):
Claus Führer
Claus Führer
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Claus Führer

Claus Führer is a professor of scientific computations at Lund University, Sweden. He has an extensive teaching record that includes intensive programming courses in numerical analysis and engineering mathematics across various levels in many different countries and teaching environments. Claus also develops numerical software in research collaboration with industry and received Lund University's Faculty of Engineering Best Teacher Award in 2016.
Read more about Claus Führer

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18.1 Multicore computers and computer clusters

Most of the modern computers are multicore computers. For example, the laptop used when writing this book has an Intel® i7-8565U processor that has four cores with two threads each.

What does this mean? Four cores on a processor allow performing four computational tasks in parallel. Four cores with two threads each are often counted as eight CPUs by system monitors. For the purposes of this chapter only the number of cores matters.

These cores share a common memory—the RAM of your laptop—and have individual memory in the form of cache memory:

Figure 18.1: A multicore architecture with shared and local cache memory

The cache memory is used optimally by its core and is accessed at high speed, while the shared memory can be accessed by all cores of one CPU. On top, there is the computer's RAM memory and finally, the hard disk, which is also shared memory.

In the next section, we will see how a computational...

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Scientific Computing with Python - Second Edition
Published in: Jul 2021Publisher: PacktISBN-13: 9781838822323

Authors (3)

author image
Claus Führer

Claus Führer is a professor of scientific computations at Lund University, Sweden. He has an extensive teaching record that includes intensive programming courses in numerical analysis and engineering mathematics across various levels in many different countries and teaching environments. Claus also develops numerical software in research collaboration with industry and received Lund University's Faculty of Engineering Best Teacher Award in 2016.
Read more about Claus Führer