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Scientific Computing with Python - Second Edition

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

Product type Book
Published in Jul 2021
Publisher Packt
ISBN-13 9781838822323
Pages 392 pages
Edition 2nd Edition
Languages
Authors (3):
Claus Führer Claus Führer
Profile icon Claus Führer
Jan Erik Solem Jan Erik Solem
Olivier Verdier Olivier Verdier
View More author details

Table of Contents (23) Chapters

Preface Getting Started Variables and Basic Types Container Types Linear Algebra - Arrays Advanced Array Concepts Plotting Functions Classes Iterating Series and Dataframes - Working with Pandas Communication by a Graphical User Interface Error and Exception Handling Namespaces, Scopes, and Modules Input and Output Testing Symbolic Computations - SymPy Interacting with the Operating System Python for Parallel Computing Comprehensive Examples About Packt Other Books You May Enjoy References

18.3.3 Sending NumPy arrays

The commands send and recv are high-level commands. That means they do under-the-hood work that saves the programmer time and avoids possible errors. They allocate memory after having internally deduced the datatype and the amount of buffer data needed for communication. This is done internally on a lower level based on C constructions.

NumPy arrays are objects that themselves make use of these C-buffer-like objects, so when sending and receiving NumPy arrays you can gain efficiency by using them in the lower-level communication counterparts Send and Recv (mind the capitalization!).

In the following example, we send an array from one processor to another:

 

from mpi4py import MPI
comm=MPI.COMM_WORLD # making a communicator instance
rank=comm.Get_rank() # querying for the numeric identifier of the core
size=comm.Get_size() # the total number of cores assigned
import numpy as np

if rank==0:
A = np.arange(700)
comm.Send(A, dest=1...
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