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Python: Advanced Guide to Artificial Intelligence
book

Python: Advanced Guide to Artificial Intelligence

by Giuseppe Bonaccorso, Armando Fandango, Rajalingappaa Shanmugamani
December 2018
Intermediate to advanced
764 pages
18h 18m
English
Packt Publishing
Content preview from Python: Advanced Guide to Artificial Intelligence

TensorFlow clusters

A TensorFlow (TF) cluster is one mechanism that implements the distributed strategies that we have just discussed. At the logical level, a TF cluster runs one or more jobs, and each job consists of one or more tasks. Thus a job is just a logical grouping of the tasks. At the process level, each task runs as a TF server. At the machine level, each physical machine or node can run more than one task by running more than one server, one server per task. The client creates the graph on different servers and starts the execution of the graph on one server by calling the remote session.

As an example, the following diagram depicts two clients connected to two jobs named m1:

The two nodes are running three tasks each, and the ...

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