def runThread(numTrain, numTest, agent, maxJobs, results, finished):
exp = None
try:
# pretrain
exp = SimpleSimulation(numDevices=numDevices,
maxJobs=maxJobs,
agentClass=agent,
tasks=[HARD],
systemStateClass=extendedSystemState,
jobInterval=1)
exp.setBatterySize(1e-1)
exp.setFpgaIdleSleep(1e-3)
exp.simulateEpisodes(int(numTrain))
except:
traceback.print_exc(file=sys.stdout)
if exp is not None:
print("Error in experiment:", maxJobs, exp.time)
exp.sharedAgent.setProductionMode()
for i in range(int(numTest)):
exp.simulateEpisode(int(numTrain) + i)
results.put([
"Agent %s" % exp.sharedAgent.__name__, maxJobs, exp.numFinishedJobs
])
# results.put(["", jobInterval, np.average([dev.numJobs for dev in exp.devices]) / exp.getCompletedJobs()])
finished.put(True)
def runThread(jobInterval, results, finished):
try:
exp = SimpleSimulation(jobInterval=jobInterval)
# exp.simulateTime(10)
# pretrain
exp.simulateEpisodes(100)
except:
traceback.print_exc(file=sys.stdout)
print("Error in experiment:", jobInterval, exp.time)
exp.sharedAgent.setProductionMode()
exp.simulateEpisode()
results.put(["", jobInterval, exp.numFinishedJobs])
# results.put(["", jobInterval, np.average([dev.numJobs for dev in exp.devices]) / exp.getCompletedJobs()])
finished.put(True)
def runThread(agent, maxJobs, results, finished):
try:
# pretrain
exp = SimpleSimulation(maxJobs=maxJobs, agentClass=agent)
exp.simulateEpisodes(100)
except:
traceback.print_exc(file=sys.stdout)
print("Error in experiment:", maxJobs, exp.time)
exp.sharedAgent.setProductionMode()
exp.simulateEpisode()
results.put(
["Agent %s" % exp.sharedAgent.__name__, maxJobs, exp.numFinishedJobs])
# results.put(["", jobInterval, np.average([dev.numJobs for dev in exp.devices]) / exp.getCompletedJobs()])
finished.put(True)
