from brian import *
import time

set_global_preferences(useweave=True)

N = 4000
duration = 5 * second

eqs = '''
dv/dt = (ge+gi-(v+49*mV))/(20*ms) : volt
dge/dt = -ge/(5*ms) : volt
dgi/dt = -gi/(10*ms) : volt
'''

Ne = int(N * 0.8)
Ni = N - Ne

P = NeuronGroup(N, model=eqs,
              threshold= -48 * mV)#,reset=-60*mV)
P.v = -60 * mV + 10 * mV * rand(len(P))
Pe = P.subgroup(Ne)
Pi = P.subgroup(Ni)

Ce = Connection(Pe, P, 'ge')
Ci = Connection(Pi, P, 'gi')
Ce.connect_random(Pe, P, 0.02, weight=1.62 * mV)
Ci.connect_random(Pi, P, 0.02, weight= -9 * mV)

M = PopulationSpikeCounter(P)

#net = MagicNetwork(verbose=False)
net = Network(P, Ce, Ci)
net.run(100 * ms)

t = time.time()
net.run(duration)
print time.time() - t
print M.nspikes
raw_input('Press enter')
