I am trying to use Simpy to model some behavior of moving cars around a city grid. However, I am having some trouble wrapping my head conceptually around when to use something like
yield self.env.timeout(delay)
or yield env.process(self.someMethod())
versus just calling the method self.someMethod()
.
On a very theoretical level, I understand yield
statements and generators as to how they apply to iterables but not quite sure how it relates to Simpy
.
The Simpy
tutorials are still quite dense.
For example:
class Car(object):
def __init__(self, env, somestuff):
self.env = env
self.somestuff = somestuff
self.action = env.process(self.startEngine()) # why is this needed? why not just call startEngine()?
def startEngine(self):
#start engine here
yield self.env.timeout(5) # wait 5 seconds before starting engine
# why is this needed? Why not just use sleep?
env = simpy.Environment()
somestuff = "blah"
car = Car(env, somestuff)
env.run()
it looks like you did not completely understand generators / async functions yet. I comment your code below and hope that it helps you to understand what's happening:
import simpy
class Car(object):
def __init__(self, env, somestuff):
self.env = env
self.somestuff = somestuff
# self.startEngine() would just create a Python generator
# object that does nothing. We must call "next(generator)"
# to run the gen. function's code until the first "yield"
# statement.
#
# If we pass the generator to "env.process()", SimPy will
# add it to its event queue actually run the generator.
self.action = env.process(self.startEngine())
def startEngine(self):
# "env.timeout()" returns a TimeOut event. If you don't use
# "yield", "startEngine()" returns directly after creating
# the event.
#
# If you yield the event, "startEngine()" will wait until
# the event has actually happend after 5 simulation steps.
#
# The difference to time.sleep(5) is, that this function
# would block until 5 seconds of real time has passed.
# If you instead "yield event", the yielding process will
# not block the whole thread but gets suspend by our event
# loop and resumed once the event has happend.
yield self.env.timeout(5)
env = simpy.Environment()
somestuff = "blah"
car = Car(env, somestuff)
env.run()