outFileNamePrefix = sys.argv[1]
filehandleInputs = outFileNamePrefix + ".inputs.csv"
filehandleOutputs = outFileNamePrefix + ".outputs.csv"
inputs = genfromtxt(filehandleInputs, delimiter=',')
outputs = genfromtxt(filehandleOutputs, delimiter=',')
print "loaded data"
esn = ESN(reservoir_size=50,
inputs=12,
outputs=3,
generate_time_sequence=False,
input_connectivity=10,
reservoir_connectivity=10,
feedback_connectivity=0,
simulation_steps=2,
echo_decay=0.8,
reset_each_step=False,
disconnect_inputs=False)
esn.createNetwork()
esn.train(inputs, outputs)
print "done training, now predicting"
errors = []
for i in range(100):
pred = esn.predict([inputs[i]])
