import numpy as np
import pynn_genn as sim
import copy
from pynn_genn.random import NativeRNG, NumpyRNG, RandomDistribution
np_rng = NumpyRNG(seed=1)
rng = NativeRNG(np_rng, seed=1)
timestep = 1.
sim.setup(timestep)
n_neurons = 100
params = copy.copy(sim.IF_curr_exp.default_parameters)
pre = sim.Population(n_neurons, sim.SpikeSourceArray,
{'spike_times': [[1] for _ in range(n_neurons)]},
label='pre')
params['tau_syn_E'] = 5.
post = sim.Population(n_neurons, sim.IF_curr_exp, params,
label='post')
post.record('spikes')
dist_params = {'low': 0.0, 'high': 10.0}
dist = 'uniform'
rand_dist = RandomDistribution(dist, rng=rng, **dist_params)
var = 'weight'
on_device_init = bool(1)
conn = sim.AllToAllConnector()
syn = sim.StaticSynapse(weight=5./n_neurons, delay=1)#rand_dist)
proj = sim.Projection(pre, post, conn, synapse_type=syn, use_procedural=bool(0))
sim.run(2 * n_neurons)
import numpy as np
import pynn_genn as sim
import copy
from pynn_genn.random import NativeRNG, NumpyRNG, RandomDistribution
np_rng = NumpyRNG()
rng = NativeRNG(np_rng)
timestep = 1.
sim.setup(timestep)
n_pre = 10000
n_post = 10000
params = copy.copy(sim.IF_curr_exp.default_parameters)
pre = sim.Population(n_pre, sim.IF_curr_exp, params, label='pre')
post = sim.Population(n_post, sim.IF_curr_exp, params, label='post')
dist_params = {'low': 0.0, 'high': 10.0}
dist = 'uniform'
rand_dist = RandomDistribution(dist, rng=rng, **dist_params)
var = 'weight'
on_device_init = bool(1)
p_conn = 0.3
n = 30 #int(n_post * p_conn)
conn = sim.FixedNumberPostConnector(n, rng=rng, with_replacement=True)
syn = sim.StaticSynapse(weight=rand_dist, delay=1) #rand_dist)
proj = sim.Projection(pre, post, conn, synapse_type=syn)
sim.run(10)
comp_var = np.asarray(proj.getWeights(format='array'))
BACKEND = 'SingleThreadedCPU' if bool(0) else 'CUDA'
INF = float(10e10)
#SEED = 7
SEED = None
RNG = np.random.RandomState(seed=SEED)
USE_GABOR_LAYER = bool(0)
SIM_NAME = GENN
if SIM_NAME == GENN:
from pynn_genn.random import NativeRNG, NumpyRNG
NP_RNG = NumpyRNG(seed=SEED)
NATIVE_RNG = NativeRNG(NP_RNG, seed=SEED)
else:
NP_RNG = RNG
NATIVE_RNG = RNG
GPU_ID = 0
USE_PROCEDURAL = bool(0)
TIMESTEP = 0.10 #ms
SAMPLE_DT = 50.0 #ms
SAMPLE_OFFSET = 10. # ms
SAMPLE_MAX_T = SAMPLE_OFFSET + 5. # ms
# iw = 28