def runThread(jobInterval, fpgaSleepTime, numEpisodes, results, finished):
exp = SimpleSimulation(numDevices=4, maxJobs=maxJobs)
exp.setFpgaIdleSleep(fpgaSleepTime)
exp.scenario.setInterval(jobInterval)
print('interval', exp.scenario.timeInterval.mean)
exp.setBatterySize(1e1)
try:
for i in range(numEpisodes):
# exp.simulateTime(10)
exp.simulateEpisode()
results.put([
"FPGA Idle Sleep {} Interval {}".format(
fpgaSleepTime, jobInterval), i,
exp.getCurrentTime()
])
except:
traceback.print_exc(file=sys.stdout)
print(
jobInterval,
fpgaSleepTime,
)
print("Error in experiment:", jobInterval, fpgaSleepTime,
exp.getCurrentTime())
finished.put(True)
def runThread(agent, numEpisodes, centralised, results, finished):
exp = SimpleSimulation(numDevices=2,
maxJobs=maxjobs,
agentClass=agent,
tasks=[HARD],
systemStateClass=minimalSystemState,
scenarioTemplate=REGULAR_SCENARIO_ROUND_ROBIN,
centralisedLearning=centralised)
# exp.scenario.setInterval(1)
exp.setBatterySize(1e-1)
exp.setFpgaIdleSleep(1e-3)
e = None
try:
for e in range(numEpisodes):
debug.infoEnabled = False
exp.simulateEpisode(e)
# results.put(["%s %s" % (exp.devices[0].agent.__name__, "Centralised" if centralised else "Decentralised"), e, exp.numFinishedJobs])
results.put([
"%s %s" % (exp.devices[0].agent.__name__,
"Centralised" if centralised else "Decentralised"),
e,
exp.getCurrentTime()
])
except:
debug.printCache()
traceback.print_exc(file=sys.stdout)
print(agent, e)
print("Error in experiment ̰:", exp.time)
sys.exit(0)
finished.put(True)
def runThread(agent, numEpisodes, results, finished):
exp = SimpleSimulation(numDevices=16, maxJobs=150, agentClass=agent, tasks=[HARD])
exp.scenario.setInterval(1)
exp.setBatterySize(1e0)
e = None
try:
for e in range(numEpisodes):
debug.infoEnabled = False
exp.simulateEpisode()
results.put(["Agent %s" % agent.__name__, e, exp.getCurrentTime()])
except:
debug.printCache()
traceback.print_exc(file=sys.stdout)
print(agent, e)
print("Error in experiment ̰:", exp.time)
sys.exit(0)
finished.put(True)
# assert simulationResults.learningHistory is not None
# histories.put(simulationResults.learningHistory)
# print("\nsaving history", simulationResults.learningHistory, '\nr')
print("forward", counters.NUM_FORWARD, "backward", counters.NUM_BACKWARD)
def runThread(agent, numEpisodes, results, finished, histories):
exp = SimpleSimulation(numDevices=2, maxJobs=6, agentClass=agent)
exp.setFpgaIdleSleep(5)
exp.setBatterySize(1e0)
try:
for e in range(numEpisodes):
debug.infoEnabled = False
exp.simulateEpisode()
results.put(["Duration %s" % exp.sharedAgent, e, exp.getCurrentTime()])
# results.put(["Episode reward %s" % exp.sharedAgent, e, exp.sharedAgent.episodeReward])
except:
debug.printCache(200)
traceback.print_exc(file=sys.stdout)
print(agent, e)
print("Error in experiment ̰:", exp.time)
sys.exit(0)
finished.put(True)
assert simulationResults.learningHistory is not None
histories.put(simulationResults.learningHistory)
print("\nsaving history", simulationResults.learningHistory, '\nr')
print("forward", counters.NUM_FORWARD, "backward", counters.NUM_BACKWARD)
exp.sharedAgent.printModel()
def runThread(agent, numEpisodes, results, finished):
# constants.CENTRALISED_LEARNING = False
exp = SimpleSimulation(numDevices=2,
maxJobs=maxjobs,
agentClass=agent,
tasks=[HARD],
systemStateClass=minimalSystemState,
scenarioTemplate=REGULAR_SCENARIO_ROUND_ROBIN,
reconsiderBatches=False,
centralisedLearning=False)
# exp.scenario.setInterval(1)
exp.setFpgaIdleSleep(1e-3)
exp.setBatterySize(1e-1)
e = None
try:
for e in range(numEpisodes):
debug.infoEnabled = False
exp.simulateEpisode(e)
results.put([
"Job %s" % exp.devices[0].agent.__name__, e,
exp.numFinishedJobs
])
results.put([
"Duration %s" % exp.devices[0].agent.__name__, e,
exp.getCurrentTime()
])
except:
debug.printCache()
traceback.print_exc(file=sys.stdout)
print(agent, e)
print("Error in experiment ̰:", exp.time)
sys.exit(0)
finished.put(True)
# assert simulationResults.learningHistory is not None
# histories.put(simulationResults.learningHistory)
# print("\nsaving history", simulationResults.learningHistory, '\nr')
print("forward", counters.NUM_FORWARD, "backward", counters.NUM_BACKWARD)
if exp.sharedAgent.__class__ == minimalTableAgent:
plotting.plotModel(exp.sharedAgent, drawLabels=False)
def runThread(jobInterval, fpgaSleepTime, numEpisodes, results, finished):
exp = SimpleSimulation(numDevices=4)
exp.scenario.setInterval(1)
exp.setFpgaIdleSleep(fpgaSleepTime)
exp.setBatterySize(1e1)
try:
for i in range(numEpisodes):
# exp.simulateTime(10)
exp.simulateEpisode()
except:
traceback.print_exc(file=sys.stdout)
print(
jobInterval,
fpgaSleepTime,
)
print("Error in experiment:", jobInterval, fpgaSleepTime,
exp.getCurrentTime())
results.put([
"FPGA Idle Sleep {}".format(fpgaSleepTime), jobInterval,
np.sum(exp.totalDevicesEnergy()) / exp.getNumDevices()
])
finished.put(True)