Add queueing example model
This commit is contained in:
Yentl Van Tendeloo
parent
2ca0c68e31
commit
d4aa028d4f
9 changed files with 825 additions and 0 deletions
29
examples/queueing/collector.py
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29
examples/queueing/collector.py
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from pypdevs.DEVS import AtomicDEVS
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# Define the state of the collector as a structured object
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class CollectorState(object):
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def __init__(self):
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# Contains received events and simulation time
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self.events = []
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self.current_time = 0.0
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class Collector(AtomicDEVS):
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def __init__(self):
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AtomicDEVS.__init__(self, "Collector")
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self.state = CollectorState()
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# Has only one input port
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self.in_event = self.addInPort("in_event")
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def extTransition(self, inputs):
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# Update simulation time
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self.state.current_time += self.elapsed
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# Calculate time in queue
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evt = inputs[self.in_event]
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time = self.state.current_time - evt.creation_time - evt.processing_time
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inputs[self.in_event].queueing_time = max(0.0, time)
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# Add incoming event to received events
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self.state.events.append(inputs[self.in_event])
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return self.state
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# Don't define anything else, as we only store events.
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# Collector has no behaviour of its own.
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45
examples/queueing/experiment.py
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45
examples/queueing/experiment.py
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from pypdevs.simulator import Simulator
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import random
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# Import the model we experiment with
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from system import QueueSystem
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# Configuration:
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# 1) number of customers to simulate
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num = 500
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# 2) average time between two customers
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time = 30.0
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# 3) average size of customer
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size = 20.0
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# 4) efficiency of processors (products/second)
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speed = 0.5
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# 5) maximum number of processors used
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max_processors = 10
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# End of configuration
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# Store all results for output to file
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values = []
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# Loop over different configurations
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for i in range(1, max_processors):
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# Make sure each of them simulates exactly the same workload
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random.seed(1)
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# Set up the system
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procs = [speed] * i
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m = QueueSystem(mu=1.0/time, size=size, num=num, procs=procs)
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# PythonPDEVS specific setup and configuration
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sim = Simulator(m)
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sim.setClassicDEVS()
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sim.simulate()
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# Gather information for output
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evt_list = m.collector.state.events
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values.append([e.queueing_time for e in evt_list])
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# Write data to file
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with open('output.csv', 'w') as f:
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for i in range(num):
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f.write("%s" % i)
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for j in range(len(values)):
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f.write(", %5f" % (values[j][i]))
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f.write("\n")
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50
examples/queueing/generator.py
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50
examples/queueing/generator.py
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from pypdevs.DEVS import AtomicDEVS
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from job import Job
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import random
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# Define the state of the generator as a structured object
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class GeneratorState:
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def __init__(self, gen_num):
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# Current simulation time (statistics)
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self.current_time = 0.0
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# Remaining time until generation of new event
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self.remaining = 0.0
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# Counter on how many events to generate still
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self.to_generate = gen_num
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class Generator(AtomicDEVS):
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def __init__(self, gen_param, size_param, gen_num):
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AtomicDEVS.__init__(self, "Generator")
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# Output port for the event
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self.out_event = self.addOutPort("out_event")
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# Define the state
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self.state = GeneratorState(gen_num)
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# Parameters defining the generator's behaviour
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self.gen_param = gen_param
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self.size_param = size_param
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def intTransition(self):
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# Update simulation time
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self.state.current_time += self.timeAdvance()
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# Update number of generated events
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self.state.to_generate -= 1
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if self.state.to_generate == 0:
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# Already generated enough events, so stop
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self.state.remaining = float('inf')
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else:
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# Still have to generate events, so sample for new duration
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self.state.remaining = random.expovariate(self.gen_param)
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return self.state
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def timeAdvance(self):
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# Return remaining time; infinity when generated enough
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return self.state.remaining
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def outputFnc(self):
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# Determine size of the event to generate
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size = max(1, int(random.gauss(self.size_param, 5)))
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# Calculate current time (note the addition!)
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creation = self.state.current_time + self.state.remaining
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# Output the new event on the output port
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return {self.out_event: Job(size, creation)}
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5
examples/queueing/job.py
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5
examples/queueing/job.py
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class Job:
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def __init__(self, size, creation_time):
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# Jobs have a size and creation_time parameter
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self.size = size
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self.creation_time = creation_time
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500
examples/queueing/output.csv
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500
examples/queueing/output.csv
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@ -0,0 +1,500 @@
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0, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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1, 30.710932, 1.000000, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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2, 96.877021, 21.877021, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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3, 114.245505, 35.534573, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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4, 128.607899, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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5, 135.414171, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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6, 179.404614, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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7, 222.720062, 27.305891, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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8, 243.365633, 5.961019, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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9, 236.856757, 1.067971, 1.067971, 1.067971, 1.067971, 1.067971, 1.067971, 1.067971, 1.067971
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10, 318.924728, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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11, 307.944837, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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12, 354.545437, 1.000000, 1.000000, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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13, 416.661313, 55.596900, 1.115876, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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14, 480.142337, 46.716476, 39.197500, 1.115876, 1.115876, 1.115876, 1.115876, 1.115876, 1.115876
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15, 521.180979, 96.635542, 47.635542, 31.236142, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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16, 578.306256, 94.361419, 48.760819, 34.163920, 23.361419, 1.000001, 1.000001, 1.000001, 1.000001
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17, 631.040773, 146.444217, 62.095936, 29.495336, 7.002271, 1.000001, 1.000001, 1.348282, 1.348282
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18, 701.389054, 143.495336, 70.002271, 37.843617, 23.898437, 13.095936, 12.444217, 1.000001, 1.000001
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19, 737.547708, 182.602871, 93.843617, 46.602871, 28.843617, 23.246718, 1.000001, 1.000001, 1.000001
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20, 780.377315, 177.432478, 108.966522, 58.966522, 10.196337, 6.330981, 1.000001, 1.000001, 1.000001
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21, 855.511959, 221.567122, 95.432478, 51.831271, 34.567122, 1.000000, 1.000000, 1.000000, 1.000000
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22, 902.376708, 240.431871, 107.831271, 49.234979, 33.831271, 1.000001, 1.000001, 1.000001, 1.000001
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23, 876.703303, 185.758466, 73.157866, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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24, 905.252307, 203.462508, 54.861908, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
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28, 1056.047752, 227.102915, 41.102915, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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29, 1075.151472, 203.206635, 26.606035, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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32, 1186.007038, 225.062201, 1.461601, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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34, 1239.490515, 211.545678, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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35, 1270.308201, 229.363364, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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36, 1328.407567, 241.462730, 1.862130, 1.099368, 1.099368, 1.099368, 1.099368, 1.099368, 1.099368
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37, 1280.838201, 164.893364, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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38, 1318.856392, 166.911555, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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39, 1352.927362, 181.982525, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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40, 1295.277854, 80.333017, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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42, 1336.306461, 74.361624, 1.000003, 1.000003, 1.000003, 1.000003, 1.000003, 1.000003, 1.000003
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43, 1345.438546, 78.493709, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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51, 1545.987439, 24.619345, 1.334144, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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52, 1606.299153, 70.354316, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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53, 1642.060635, 58.373485, 24.352613, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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54, 1688.317622, 93.372785, 34.754142, 22.011129, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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55, 1706.880119, 76.192969, 6.892682, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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56, 1745.497315, 93.552478, 24.532306, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
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57, 1806.645640, 108.958490, 28.339147, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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58, 1841.300286, 95.762235, 13.312849, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
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|
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|
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|
||||
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|
||||
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|
||||
93, 2980.146458, 182.459308, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
94, 2927.914924, 98.970087, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
95, 2970.671971, 115.984821, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
96, 3006.889802, 128.944965, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
97, 3054.870562, 135.183412, 13.955640, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
98, 3123.395999, 170.451162, 13.724029, 7.481077, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
99, 3183.863594, 193.176444, 31.973793, 3.191624, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
100, 3232.081181, 210.136344, 51.166259, 11.191380, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
101, 3214.099993, 172.412843, 10.662432, 1.452241, 1.452241, 1.452241, 1.452241, 1.452241, 1.452241
|
||||
102, 3292.552233, 191.607396, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
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402, 12135.747743, 156.599649, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
403, 12157.558357, 146.410263, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
404, 12189.095694, 162.493824, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
405, 12246.641918, 164.947600, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
406, 12282.901276, 198.242797, 1.000001, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
407, 12350.390891, 198.753182, 29.477633, 1.000001, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
408, 12404.573326, 252.425232, 31.748974, 26.931409, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
409, 12388.381084, 190.232990, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
410, 12431.258776, 230.110682, 7.163083, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
411, 12476.716660, 231.568566, 7.074743, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
412, 12542.581754, 272.433660, 39.200672, 1.000001, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
413, 12592.188789, 294.040695, 46.093096, 30.827962, 1.000001, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
414, 12640.086737, 312.938643, 60.444820, 35.807707, 26.705655, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
415, 12688.634267, 339.486173, 77.253185, 39.052515, 28.375492, 24.253185, 1.000002, 1.000002, 1.000002
|
||||
416, 12737.366317, 359.218223, 101.012557, 49.649658, 38.465687, 31.072722, 20.395699, 1.000002, 1.000002
|
||||
417, 12800.654474, 382.506380, 89.270624, 71.395699, 36.784565, 26.107542, 21.985235, 16.273392, 1.000002
|
||||
418, 12790.275477, 363.127383, 60.894395, 13.894395, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
419, 12802.832224, 315.684130, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
420, 12826.667178, 338.519084, 34.190307, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
421, 12854.322261, 312.174167, 8.941179, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
422, 12875.138018, 305.989924, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
423, 12910.364648, 299.216554, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
424, 12939.775421, 289.808378, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
425, 12977.956472, 317.627327, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
426, 12980.490992, 292.342898, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
427, 13040.745505, 298.597411, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002, 1.000002
|
||||
428, 13058.540274, 296.363363, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
429, 13099.511457, 311.392180, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
430, 13132.998949, 310.495627, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
431, 13179.643721, 329.850855, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
432, 13227.415339, 358.267245, 6.903883, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
433, 13288.102577, 368.954483, 40.103629, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
434, 13328.429989, 408.281895, 31.786269, 29.431041, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
435, 13383.593466, 405.445372, 53.082010, 27.949746, 25.594518, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
436, 13431.779274, 347.632083, 65.780326, 26.676698, 17.135554, 14.780326, 1.000000, 1.000000, 1.000000
|
||||
437, 13398.780177, 452.631180, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
438, 13424.286134, 373.138040, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
439, 13450.913280, 373.765186, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
440, 13482.484039, 389.593241, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
441, 13537.741335, 376.335945, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
442, 13544.916584, 396.768490, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
443, 13580.740713, 380.592619, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
444, 13621.264632, 406.116538, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
445, 13648.927727, 415.779633, 5.011142, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
446, 13669.554875, 403.406781, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
447, 13721.519876, 411.371782, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
448, 13766.736656, 441.588562, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
449, 13740.028245, 388.880151, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
450, 13779.797780, 381.649686, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
451, 13802.606696, 372.458602, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
452, 13835.099865, 389.951771, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
453, 13864.113157, 390.965063, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
454, 13885.600572, 377.452478, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
455, 13918.328212, 394.180118, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
456, 13975.611971, 406.463877, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
457, 14028.062054, 453.249016, 29.461482, 1.450083, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
458, 14091.397110, 450.913960, 47.785139, 23.796538, 1.450083, 1.450083, 1.450083, 1.450083, 1.450083
|
||||
459, 14123.680092, 477.377685, 25.351880, 15.197567, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
460, 14192.525779, 485.531998, 55.925207, 6.280471, 10.913808, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
461, 14237.892442, 522.744348, 48.280471, 21.068121, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
462, 14256.535591, 492.387497, 32.207379, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
463, 14268.518396, 496.370302, 15.917824, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
464, 14299.564450, 484.416356, 1.952479, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
465, 14249.834508, 420.686414, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
466, 14261.052063, 396.903969, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
467, 14224.152514, 330.004420, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
468, 14279.341619, 352.193525, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
469, 14326.736108, 365.588014, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
470, 14296.533943, 308.385849, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
471, 14289.595331, 298.645530, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
472, 14355.793624, 281.447237, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
473, 14366.865316, 309.717222, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
474, 14382.926911, 300.778817, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
475, 14325.128282, 239.713525, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
476, 14400.861619, 220.980188, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
477, 14418.451714, 257.303620, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
478, 14471.662815, 259.514721, 14.801197, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
479, 14511.061578, 290.913484, 19.933296, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
480, 14532.769465, 251.621371, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
481, 14569.884312, 278.736218, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
482, 14614.147395, 285.999301, 5.019113, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
483, 14652.692663, 312.544569, 24.923198, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
484, 14700.425438, 303.277344, 13.541126, 3.655973, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
485, 14707.726312, 307.222448, 11.601077, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
486, 14761.370542, 302.578218, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
487, 14797.631200, 327.417580, 10.746888, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999, 0.999999
|
||||
488, 14850.565674, 343.483106, 25.796209, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
489, 14746.472666, 241.109273, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
490, 14807.257367, 223.324572, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
491, 14822.647100, 256.499006, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
492, 14876.399283, 253.251189, 9.141916, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
493, 14917.434818, 290.286724, 10.962152, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
494, 14968.176855, 294.028761, 34.529755, 10.704189, 1.742037, 1.742037, 1.742037, 1.742037, 1.742037
|
||||
495, 14965.141927, 262.993833, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
496, 14920.231915, 187.083821, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
497, 14961.823898, 200.675804, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001, 1.000001
|
||||
498, 14992.028499, 185.880405, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
499, 15045.398999, 221.250905, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000
|
||||
|
42
examples/queueing/plot
Normal file
42
examples/queueing/plot
Normal file
|
|
@ -0,0 +1,42 @@
|
|||
set terminal svg
|
||||
set out 'queueing_evolution.svg'
|
||||
|
||||
set title "Queueing times"
|
||||
set xlabel "Customer #"
|
||||
set ylabel "Seconds"
|
||||
unset xlabel
|
||||
unset xtics
|
||||
set key title "Processors"
|
||||
set key bottom center out
|
||||
set key horizontal
|
||||
|
||||
set style line 1 lw 4
|
||||
set style line 2 lw 4
|
||||
set style line 3 lw 4
|
||||
set style line 4 lw 4
|
||||
|
||||
set yrange [0:450]
|
||||
set xrange [0:500]
|
||||
set style fill solid
|
||||
|
||||
plot 'output.csv' using 1:3 title "2" w boxes ls 1, \
|
||||
'' using 1:4 title "3" w boxes ls 2, \
|
||||
'' using 1:5 title "4" w boxes ls 3, \
|
||||
'' using 1:6 title "5" w boxes ls 4
|
||||
|
||||
set out 'queueing_boxplot.svg'
|
||||
set style fill solid 0.25 border -1
|
||||
set style boxplot outliers pointtype 7
|
||||
set style data boxplot
|
||||
set key off
|
||||
|
||||
set xlabel "Processors"
|
||||
unset xrange
|
||||
unset yrange
|
||||
|
||||
set xtics ('2' 1, '3' 2, '4' 3, '5' 4)
|
||||
|
||||
plot 'output.csv' using (1):3 title "2", \
|
||||
'' using (2):4 title "3", \
|
||||
'' using (3):5 title "4", \
|
||||
'' using (4):6 title "5"
|
||||
46
examples/queueing/processor.py
Normal file
46
examples/queueing/processor.py
Normal file
|
|
@ -0,0 +1,46 @@
|
|||
from pypdevs.DEVS import AtomicDEVS
|
||||
|
||||
# Define the state of the processor as a structured object
|
||||
class ProcessorState(object):
|
||||
def __init__(self):
|
||||
# State only contains the current event
|
||||
self.evt = None
|
||||
|
||||
class Processor(AtomicDEVS):
|
||||
def __init__(self, nr, proc_param):
|
||||
AtomicDEVS.__init__(self, "Processor_%i" % nr)
|
||||
|
||||
self.state = ProcessorState()
|
||||
self.in_proc = self.addInPort("in_proc")
|
||||
self.out_proc = self.addOutPort("out_proc")
|
||||
self.out_finished = self.addOutPort("out_finished")
|
||||
|
||||
# Define the parameters of the model
|
||||
self.speed = proc_param
|
||||
self.nr = nr
|
||||
|
||||
def intTransition(self):
|
||||
# Just clear processing event
|
||||
self.state.evt = None
|
||||
return self.state
|
||||
|
||||
def extTransition(self, inputs):
|
||||
# Received a new event, so start processing it
|
||||
self.state.evt = inputs[self.in_proc]
|
||||
# Calculate how long it will be processed
|
||||
time = 20.0 + max(1.0, self.state.evt.size / self.speed)
|
||||
self.state.evt.processing_time = time
|
||||
return self.state
|
||||
|
||||
def timeAdvance(self):
|
||||
if self.state.evt:
|
||||
# Currently processing, so wait for that
|
||||
return self.state.evt.processing_time
|
||||
else:
|
||||
# Idle, so don't do anything
|
||||
return float('inf')
|
||||
|
||||
def outputFnc(self):
|
||||
# Output the processed event and signal as finished
|
||||
return {self.out_proc: self.state.evt,
|
||||
self.out_finished: self.nr}
|
||||
75
examples/queueing/queue.py
Normal file
75
examples/queueing/queue.py
Normal file
|
|
@ -0,0 +1,75 @@
|
|||
from pypdevs.DEVS import AtomicDEVS
|
||||
|
||||
# Define the state of the queue as a structured object
|
||||
class QueueState:
|
||||
def __init__(self, outputs):
|
||||
# Keep a list of all idle processors
|
||||
self.idle_procs = range(outputs)
|
||||
# Keep a list that is the actual queue data structure
|
||||
self.queue = []
|
||||
# Keep the process that is currently being processed
|
||||
self.processing = None
|
||||
# Time remaining for this event
|
||||
self.remaining_time = float("inf")
|
||||
|
||||
class Queue(AtomicDEVS):
|
||||
def __init__(self, outputs):
|
||||
AtomicDEVS.__init__(self, "Queue")
|
||||
# Fix the time needed to process a single event
|
||||
self.processing_time = 1.0
|
||||
self.state = QueueState(outputs)
|
||||
|
||||
# Create 'outputs' output ports
|
||||
# 'outputs' is a structural parameter!
|
||||
self.out_proc = []
|
||||
for i in range(outputs):
|
||||
self.out_proc.append(self.addOutPort("proc_%i" % i))
|
||||
|
||||
# Add the other ports: incoming events and finished event
|
||||
self.in_event = self.addInPort("in_event")
|
||||
self.in_finish = self.addInPort("in_finish")
|
||||
|
||||
def intTransition(self):
|
||||
# Is only called when we are outputting an event
|
||||
# Pop the first idle processor and clear processing event
|
||||
self.state.idle_procs.pop(0)
|
||||
if self.state.queue and self.state.idle_procs:
|
||||
# There are still queued elements, so continue
|
||||
self.state.processing = self.state.queue.pop(0)
|
||||
self.state.remaining_time = self.processing_time
|
||||
else:
|
||||
# No events left to process, so become idle
|
||||
self.state.processing = None
|
||||
self.state.remaining_time = float("inf")
|
||||
return self.state
|
||||
|
||||
def extTransition(self, inputs):
|
||||
# Update the remaining time of this job
|
||||
self.state.remaining_time -= self.elapsed
|
||||
# Several possibilities
|
||||
if self.in_finish in inputs:
|
||||
# Processing a "finished" event, so mark proc as idle
|
||||
self.state.idle_procs.append(inputs[self.in_finish])
|
||||
if not self.state.processing and self.state.queue:
|
||||
# Process first task in queue
|
||||
self.state.processing = self.state.queue.pop(0)
|
||||
self.state.remaining_time = self.processing_time
|
||||
elif self.in_event in inputs:
|
||||
# Processing an incoming event
|
||||
if self.state.idle_procs and not self.state.processing:
|
||||
# Process when idle processors
|
||||
self.state.processing = inputs[self.in_event]
|
||||
self.state.remaining_time = self.processing_time
|
||||
else:
|
||||
# No idle processors, so queue it
|
||||
self.state.queue.append(inputs[self.in_event])
|
||||
return self.state
|
||||
|
||||
def timeAdvance(self):
|
||||
# Just return the remaining time for this event (or infinity else)
|
||||
return self.state.remaining_time
|
||||
|
||||
def outputFnc(self):
|
||||
# Output the event to the processor
|
||||
port = self.out_proc[self.state.idle_procs[0]]
|
||||
return {port: self.state.processing}
|
||||
33
examples/queueing/system.py
Normal file
33
examples/queueing/system.py
Normal file
|
|
@ -0,0 +1,33 @@
|
|||
from pypdevs.DEVS import CoupledDEVS
|
||||
|
||||
# Import all models to couple
|
||||
from generator import Generator
|
||||
from queue import Queue
|
||||
from processor import Processor
|
||||
from collector import Collector
|
||||
|
||||
class QueueSystem(CoupledDEVS):
|
||||
def __init__(self, mu, size, num, procs):
|
||||
CoupledDEVS.__init__(self, "QueueSystem")
|
||||
|
||||
# Define all atomic submodels of which there are only one
|
||||
generator = self.addSubModel(Generator(mu, size, num))
|
||||
queue = self.addSubModel(Queue(len(procs)))
|
||||
collector = self.addSubModel(Collector())
|
||||
|
||||
self.connectPorts(generator.out_event, queue.in_event)
|
||||
|
||||
# Instantiate desired number of processors and connect
|
||||
processors = []
|
||||
for i, param in enumerate(procs):
|
||||
processors.append(self.addSubModel(
|
||||
Processor(i, param)))
|
||||
self.connectPorts(queue.out_proc[i],
|
||||
processors[i].in_proc)
|
||||
self.connectPorts(processors[i].out_finished,
|
||||
queue.in_finish)
|
||||
self.connectPorts(processors[i].out_proc,
|
||||
collector.in_event)
|
||||
|
||||
# Make it accessible outside of our own scope
|
||||
self.collector = collector
|
||||
Loading…
Add table
Add a link
Reference in a new issue