def run_one(arg):
"""Run one evolution. Arg is a tuple containing user ID and run number."""
user_id, run_number = arg
# Note that the PID printed below is the PID in which this function is
# running, which is different from the PID of the evolution.
print "Launching evolution for user %d run %d (pid %d) at %s..." % \
(user_id, run_number, os.getpid(), time.asctime())
sys.stdout.flush()
timer = SimpleTimer(output_stream=None)
out_dir = os.path.join(SG_SIM_PATH, "id_%d" % user_id)
model = os.path.join(SG_MODELS_PATH, "load_prediction.py")
postfix = "run_%d" % run_number
generations = 50
pop_size = 400
mutation = 0.05
crossover = 0.5
# NB Total-load sims:
total = " --total-load"
data_seed = 12
stdout_path = os.path.join(out_dir,
"output_run_%d.txt" % run_number)
os.system("test -d %s || mkdir -p %s" % (out_dir, out_dir))
os.system("python %s " % model + \
" --userid=%d" % user_id + \
" --out-dir=%s --out-postfix=%s " % (out_dir, postfix) + \
" --generations=%d --pop-size=%d " % (generations, pop_size) + \
" --mutation=%f --crossover=%f " % (mutation, crossover) + \
" --no-show-plot --save-plot " + \
total + \
" --data-seed=%d " % data_seed + \
" >%s" % stdout_path)
print "Evolution completed for user %d run %d. %s" \
% (user_id, run_number, timer.end())
sys.stdout.flush()
def run_one(arg):
"""Run one evolution. Arg is a tuple containing user ID and run number."""
user_id, run_number = arg
# Note that the PID printed below is the PID in which this function is
# running, which is different from the PID of the evolution.
print "Launching evolution for user %d run %d (pid %d) at %s..." % \
(user_id, run_number, os.getpid(), time.asctime())
sys.stdout.flush()
timer = SimpleTimer(output_stream=None)
out_dir = os.path.join(SG_SIM_PATH, "id_%d" % user_id)
model = os.path.join(SG_MODELS_PATH, "load_prediction.py")
postfix = "run_%d" % run_number
generations = 50
pop_size = 400
mutation = 0.05
crossover = 0.5
# NB Total-load sims:
total = " --total-load"
data_seed = 12
stdout_path = os.path.join(out_dir, "output_run_%d.txt" % run_number)
os.system("test -d %s || mkdir -p %s" % (out_dir, out_dir))
os.system("python %s " % model + \
" --userid=%d" % user_id + \
" --out-dir=%s --out-postfix=%s " % (out_dir, postfix) + \
" --generations=%d --pop-size=%d " % (generations, pop_size) + \
" --mutation=%f --crossover=%f " % (mutation, crossover) + \
" --no-show-plot --save-plot " + \
total + \
" --data-seed=%d " % data_seed + \
" >%s" % stdout_path)
print "Evolution completed for user %d run %d. %s" \
% (user_id, run_number, timer.end())
sys.stdout.flush()
params.run_one(arg)
def make_runs(user_ids, num_runs):
"""Create a list of (user_id, run_number) pairs that can be sent via
pool.map to the run_one function."""
return [(user, run) for user in user_ids for run in range(num_runs)]
def run_simulations(runs):
"""Run all the simulations provided in runs by sending them on to the
run_one function."""
num_parallel_processes = 12
pool = Pool(processes=num_parallel_processes)
pool.map(run_one_wrapper, runs, chunksize=1)
if __name__ == "__main__":
# if socket.gethostname() == "tanzenmusik.idi.ntnu.no":
# user_ids = tempfeeder_exp().user_ids[25:50]
# else:
# user_ids = tempfeeder_exp().user_ids[0:25]
user_ids = [tempfeeder_exp().user_ids[0]]
num_runs = 12
print "Master pid is %d " % os.getpid()
timer = SimpleTimer(output_stream=None)
tempfeeder_exp().close()
runs = make_runs(user_ids, num_runs)
run_simulations(runs)
print "All simulations complete. %s" % timer.end()
tempfeeder_exp().close()
def make_runs(user_ids, num_runs):
"""Create a list of (user_id, run_number) pairs that can be sent via
pool.map to the run_one function."""
return [(user, run) for user in user_ids for run in range(num_runs)]
def run_simulations(runs):
"""Run all the simulations provided in runs by sending them on to the
run_one function."""
num_parallel_processes = 12
pool = Pool(processes=num_parallel_processes)
pool.map(run_one_wrapper, runs, chunksize=1)
if __name__ == "__main__":
# if socket.gethostname() == "tanzenmusik.idi.ntnu.no":
# user_ids = tempfeeder_exp().user_ids[25:50]
# else:
# user_ids = tempfeeder_exp().user_ids[0:25]
user_ids = [tempfeeder_exp().user_ids[0]]
num_runs = 12
print "Master pid is %d " % os.getpid()
timer = SimpleTimer(output_stream=None)
tempfeeder_exp().close()
runs = make_runs(user_ids, num_runs)
run_simulations(runs)
print "All simulations complete. %s" % timer.end()
tempfeeder_exp().close()
