from simkit.rand import RandomVariate
from simkit.base import EventList
from simkit.simutil import SimpleStateChangeDumper
from simkit.examples.basic import TandemQueueWithBlocking
from simkit.stats import SimpleStatsTimeVarying
from simkit.rand import RandomVariate
from random import Random
# Uncomment to seed with computer clock time
# RandomVariate.baseRNG = Random()
interarrval_time_generator = RandomVariate.instance('Exponential', mean=1.8)
service_time_generator = [
RandomVariate.instance('Gamma', alpha=2.5, beta=1.6),
RandomVariate.instance('Uniform', min=2.2, max=4.4)
]
number_servers = [3, 2]
buffer_size = 1
print(interarrval_time_generator)
print(service_time_generator)
tandem_queue_with_blocking = TandemQueueWithBlocking(
interarrval_time_generator, number_servers[0], number_servers[1],
service_time_generator[0], service_time_generator[1], buffer_size)
print(tandem_queue_with_blocking.describe())
simple_state_change_dumper = SimpleStateChangeDumper()
# tandem_queue_with_blocking.add_state_change_listener(simple_state_change_dumper)
number_in_queue1_stat = SimpleStatsTimeVarying('number_in_queue1')
number_in_queue2_stat = SimpleStatsTimeVarying('number_in_queue2')
from simkit.rand import RandomVariate
from simkit.base import EventList
from simkit.base import Adapter
from simkit.simutil import SimpleStateChangeDumper
from simkit.examples.arrivalprocess import BatchArrivalProcess
from simkit.examples.simpleserver import SimpleServer
interarrival_time_generator = RandomVariate.instance('Exponential', mean=2.5)
batch_generator = RandomVariate.instance('Discrete', values=[1, 2, 3, 4, 5], \
frequencies=[20, 30, 40, 50, 60])
batch_arrival_process = BatchArrivalProcess(interarrival_time_generator,
batch_generator)
print(batch_arrival_process.describe())
number_servers = 1
service_time_generator = RandomVariate.instance('Gamma', alpha=1.2, beta=2.3)
simple_server = SimpleServer(number_servers, service_time_generator)
print(simple_server.describe())
adapter = Adapter('arrival1', 'arrival')
adapter.connect(batch_arrival_process, simple_server)
batch_arrival_process.add_state_change_listener(SimpleStateChangeDumper())
simple_server.add_state_change_listener(SimpleStateChangeDumper())
stopTime = 20.0
EventList.verbose = True
EventList.stop_at_time(stopTime)
EventList.stop_on_event(10, 'arrival')
from simkit.examples.entitycreator import EntityCreator
from simkit.examples.entityserver import EntityServer
from simkit.stats import SimpleStatsTally
from simkit.stats import CollectionSizeTimeVarying
from simkit.rand import RandomVariate
from simkit.base import EventList
from time import time
interarrival_time_generator = RandomVariate.instance('Uniform',
min=0.9,
max=2.2)
entity_creator = EntityCreator(interarrival_time_generator)
print(entity_creator.describe())
total_number_servers = 2
service_time_generator = RandomVariate.instance('Gamma', alpha=1.7, beta=1.8)
entity_server = EntityServer(total_number_servers, service_time_generator)
print(entity_server.describe())
entity_creator.add_sim_event_listener(entity_server)
inner_delay_in_queue_stat = SimpleStatsTally("delay_in_queue")
entity_server.add_state_change_listener(inner_delay_in_queue_stat)
inner_number_in_queue_stat = CollectionSizeTimeVarying('queue')
entity_server.add_state_change_listener(inner_number_in_queue_stat)
outer_number_in_queue_stat = SimpleStatsTally('outer_number_in_queue')
outer_delay_in_queue_stat = SimpleStatsTally('mean_delay_in_queue')
from simkit.stats import IndexedSimpleStatsTally
from simkit.base import IndexedStateChangeEvent
from simkit.base import SimEntityBase
from simkit.rand import RandomVariate
source = SimEntityBase()
print(source.describe())
name = 'foo'
rv = RandomVariate.instance('Exponential', mean=2.3)
stats = IndexedSimpleStatsTally(name)
for i in range(1000):
for j in range(4):
event = IndexedStateChangeEvent(j, source, name, rv.generate)
stats.state_change(event)
print(stats)
from simkit.examples.entityserver import EntityServer
from simkit.rand import RandomVariate
from simkit.examples.entitycreator import EntityCreator
from simkit.base import EventList
from simkit.simutil import SimpleStateChangeDumper
from simkit.stats import SimpleStatsTally
from simkit.stats import CollectionSizeTimeVarying
from simkit.quantiles import student_t
from math import sqrt
interarrivalMean = 1.7
interarrival = RandomVariate.instance('Exponential', mean=interarrivalMean)
entity_creator = EntityCreator(interarrival)
print (entity_creator.describe())
alpha = 1.7
beta = 1.8
number_servers = 2
generator = RandomVariate.instance('Gamma', alpha=alpha, beta=beta)
entity_server = EntityServer(number_servers, generator)
print(entity_server.describe())
entity_creator.add_sim_event_listener(entity_server)
dumper = SimpleStateChangeDumper()
delay_in_queue_stat = SimpleStatsTally("delay_in_queue")
entity_server.add_state_change_listener(delay_in_queue_stat)
time_in_system_stat = SimpleStatsTally('time_in_system')
from simkit.base import EventList
from simkit.rand import RandomVariate
from simkit.simutil import SimpleStateChangeDumper
from simkit.base import Adapter
from simkit.examples.transferline import TransferLine
from simkit.examples.transferline import JobCreator
job_creator = JobCreator(RandomVariate.instance('Exponential', mean=1.7))
print(job_creator.describe())
number_stations = 3
number_machines = [5, 4, 2]
service_times = [RandomVariate.instance('Gamma', alpha=3.2, beta=2.3), \
RandomVariate.instance('Uniform', min=4.5, max=6.7),
RandomVariate.instance('Exponential', mean=3.0)]
transfer_line = TransferLine(number_stations, number_machines, service_times)
print(transfer_line.describe())
adapter = Adapter('job_arrival', 'arrival')
adapter.connect(job_creator, transfer_line)
transfer_line.add_state_change_listener(SimpleStateChangeDumper())
# EventList.stopAtTime(20.0)
EventList.stop_on_event(10, 'job_complete')
EventList.verbose = True
EventList.reset()
EventList.start_simulation()
from simkit.examples.serverwithreneges import CustomerCreator
from simkit.examples.serverwithreneges import ServerWithReneges
from simkit.rand import RandomVariate
from simkit.base import EventList
from simkit.stats import SimpleStatsTally
from simkit.stats import CollectionSizeTimeVarying
from time import time
interarrival_generator = RandomVariate.instance('Exponential', mean=1.5)
renege_generator = RandomVariate.instance('Uniform', min=2.0, max=6.0)
creator = CustomerCreator(interarrival_generator, renege_generator)
print(creator.describe())
total_number_servers = 2
service_time_generator = RandomVariate.instance('Gamma', alpha=2.5, beta=1.2)
server = ServerWithReneges(total_number_servers, service_time_generator)
print(server.describe())
creator.add_sim_event_listener(server)
delay_in_queue_stat = SimpleStatsTally('delay_in_queue')
server.add_state_change_listener(delay_in_queue_stat)
number_in_queue_stat = CollectionSizeTimeVarying('queue')
server.add_state_change_listener(number_in_queue_stat)
for rep in range(1, 5):
start = time()
EventList.stop_at_time(100000.0)
EventList.reset()
number_in_queue_stat.reset()
from simkit.examples.arrivalprocess import ArrivalProcess
from simkit.base import EventList
from simkit.simutil import SimpleStateChangeDumper
from simkit.rand import RandomVariate
interarrival_time_generator = RandomVariate.instance('Exponential', mean=1.7)
arrival_process = ArrivalProcess(interarrival_time_generator)
print(arrival_process.describe())
print()
arrival_process.add_state_change_listener(SimpleStateChangeDumper())
EventList.verbose = True
EventList.stop_at_time(15.0)
EventList.reset()
EventList.start_simulation()
from simkit.rand import RandomVariate
from simkit.rand import Discrete
rv = RandomVariate.instance('Discrete',
values=[1, 2, 3, 4, 5],
frequencies=[20, 30, 40, 50, 60])
print(rv)
counts = {}
number = 1000000
for i in range(number):
x = rv.generate
if counts.keys().__contains__(x):
counts[x] = counts[x] + 1
else:
counts[x] = 1
print(counts)
for x in sorted(counts.keys()):
counts[x] = counts[x] / number
print('{x:d} = {p:.4f}'.format(x=x, p=counts[x]))
counts.clear()
rv = RandomVariate.instance('Discrete',
values=['one', 'two', 'three', 'four', 'fiver'],
frequencies=[20, 30, 40, 50, 60])
for i in range(number):
x = rv.generate
from simkit.examples.arrivalprocess import ArrivalProcess
from simkit.rand import RandomVariate
from simkit.base import EventList
from inspect import getmembers
arrivalProcess = ArrivalProcess(RandomVariate.instance('Constant', value=3.4))
print(arrivalProcess.describe())
print(EventList.sim_entities)
arrivalProcess.persistent = False
EventList.reset()
print(EventList.sim_entities)
print(getmembers(arrivalProcess))
from simkit.examples.arrivalprocess import StoppedArrivalProcess
from simkit.rand import RandomVariate
from simkit.base import EventList
interarrival_time_generator = RandomVariate.instance('Gamma',
alpha=2.1,
beta=1.8)
stop_time = 30.0
stopped_arrival_process = StoppedArrivalProcess(interarrival_time_generator,
stop_time)
print(stopped_arrival_process.describe())
EventList.verbose = True
EventList.reset()
EventList.start_simulation()
from simkit.rand import RandomVariate
from simkit.stats import SimpleStatsTally
if __name__ == '__main__':
rv = RandomVariate.instance('Exponential', mean=1)
print(rv)
sum = 0.0
n = 1000000
for i in range(n):
sum += rv.generate()
# print(rv.generate())
print(sum / n)
print()
rv.seed(2468)
for i in range(1, 5):
print(rv.generate())
rv2 = RandomVariate.instance('Exponential',
'simkit.rand',
mean=1.0 + i / 10)
rv2.mean = 1.0 + i / 10
print(rv2)
# for module in modules:
# print(module)
rv3 = RandomVariate.instance('Constant', 'simkit.rand', value=5.4)
print(rv3)
for i in range(4):
print(rv3.generate())
from pydoc import describe
from simkit.examples import twocranesberth
from simkit.rand import RandomVariate
from simkit.base import EventList
from simkit.simutil import SimpleStateChangeDumper
from simkit.examples.twocranesberth import ShipArrivalProcess
from simkit.examples.twocranesberth import TwoCranesBerth
from simkit.stats import SimpleStatsTally
interarrival_genarator = RandomVariate.instance('Exponential', mean=0.7)
unload_time_generator = RandomVariate.instance('Uniform', min=0.5, max=1.5)
ship_arrival_process = ShipArrivalProcess(interarrival_genarator,
unload_time_generator)
two_cranes_berth = TwoCranesBerth()
ship_arrival_process.add_sim_event_listener(two_cranes_berth)
simple_state_dumper = SimpleStateChangeDumper()
ship_arrival_process.add_state_change_listener(simple_state_dumper)
two_cranes_berth.add_state_change_listener(simple_state_dumper)
print(ship_arrival_process)
print(two_cranes_berth)
delay_in_queue_stat = SimpleStatsTally('delay_in_queue')
time_in_system_stat = SimpleStatsTally('time_in_system')
two_cranes_berth.add_state_change_listener(delay_in_queue_stat)
two_cranes_berth.add_state_change_listener(time_in_system_stat)
from simkit.examples.arrivalprocess import EntityCreator
from simkit.examples.entityserver import EntityServer
from simkit.base import EventList
from simkit.rand import RandomVariate
from simkit.base import Adapter
entity_creator = EntityCreator(RandomVariate.instance('Constant', value=2.3))
entity_server = EntityServer(1, RandomVariate.instance('Constant', value=2.2))
adapter = Adapter("entity_arrival", "arrival")
adapter.connect(entity_creator, entity_server)
# simEvent = entity_creator.waitDelay('Foo', 1.2, Priority.HIGH, Entity())
# print(simEvent)
# print(simEvent.id)
# copy = simEvent.copy()
# print(copy)
# print(copy.id)
EventList.stop_on_event(5, 'start_service')
EventList.verbose = True
EventList.reset()
EventList.start_simulation()