from icosanode import Node import math import numpy as np import time from scipy.sparse import csr_matrix from scipy.sparse.linalg import eigs def functions(n, z): if n == 1: return -1*np.conj(z) duals = [[1/2*(-1 + math.sqrt(5)) - 1j, 1/2*(-1 + math.sqrt(5))], [], [1/22*(1 + 3*math.sqrt(5)) + 1/11*(3 - 2*math.sqrt(5))*1j, 2/(13 + 5*math.sqrt(5))], [1/62*(15 + 13*math.sqrt(5)) + 1/31*(6 - math.sqrt(5))*1j, 2/(11 + 7*math.sqrt(5))], [1/22*(1 + 3*math.sqrt(5)) + 1/11*(-3 + 2*math.sqrt(5))*1j, 2/( 13 + 5*math.sqrt(5))], [1/22*(15 - math.sqrt(5)) + 1/11*(-4 + math.sqrt(5))*1j, 2/( 17 + 7*math.sqrt(5))], [1/22*(15 - math.sqrt(5)) + 1/11*(4 - math.sqrt(5))*1j, 2/( 17 + 7*math.sqrt(5))], [3/(2*math.sqrt(5)), 1/( 10 + 4*math.sqrt(5))], [1/math.sqrt(5) + (-(2/5) + 1/math.sqrt(5))*1j, -(2/5) + 1/ math.sqrt(5)], [-(3/38)*(-9 + math.sqrt(5)) + 1/19*(-8 + 3*math.sqrt(5))*1j, 2/( 23 + 11*math.sqrt(5))], [-(3/38)*(-9 + math.sqrt(5)) + 1/19*(8 - 3*math.sqrt(5))*1j, 2/(23 + 11*math.sqrt(5))], [1/6*(-1 + 2*math.sqrt(5)), 1/6*(-2 + math.sqrt(5))], [1 + (-2 + math.sqrt(5))*1j, -2 + math.sqrt(5)], [1/( 2 + 2*math.sqrt(5)), 1/( 2 + 2*math.sqrt(5))], [1/38*(11 + 3*math.sqrt(5)) + 1/19*(-1 - 2*math.sqrt(5))*1j, 2/(7 + 5*math.sqrt(5))], [1/math.sqrt(5) + (2/5 - 1/math.sqrt(5))*1j, -(2/5) + 1/ math.sqrt(5)], [2/(1 + math.sqrt(5)) + 1j, 2/( 1 + math.sqrt(5))], [1 + (2 - math.sqrt(5))*1j, -2 + math.sqrt(5)], [1/38*(11 + 3*math.sqrt(5)) + 1/19*(1 + 2*math.sqrt(5))*1j, 2/( 7 + 5*math.sqrt(5))], [1/62*(15 + 13*math.sqrt(5)) + 1/31*(-6 + math.sqrt(5))*1j, 2/(11 + 7*math.sqrt(5))]] return duals[n][0] + np.conj((duals[n][1])**2 / (z-duals[n][0])) def derivatives(n, z): if n == 1: return 1 duals = [[1/2*(-1 + math.sqrt(5)) - 1j, 1/2*(-1 + math.sqrt(5))], [], [1/22*(1 + 3*math.sqrt(5)) + 1/11*(3 - 2*math.sqrt(5))*1j, 2/(13 + 5*math.sqrt(5))], [1/62*(15 + 13*math.sqrt(5)) + 1/31*(6 - math.sqrt(5))*1j, 2/(11 + 7*math.sqrt(5))], [1/22*(1 + 3*math.sqrt(5)) + 1/11*(-3 + 2*math.sqrt(5))*1j, 2/( 13 + 5*math.sqrt(5))], [1/22*(15 - math.sqrt(5)) + 1/11*(-4 + math.sqrt(5))*1j, 2/( 17 + 7*math.sqrt(5))], [1/22*(15 - math.sqrt(5)) + 1/11*(4 - math.sqrt(5))*1j, 2/( 17 + 7*math.sqrt(5))], [3/(2*math.sqrt(5)), 1/( 10 + 4*math.sqrt(5))], [1/math.sqrt(5) + (-(2/5) + 1/math.sqrt(5))*1j, -(2/5) + 1/ math.sqrt(5)], [-(3/38)*(-9 + math.sqrt(5)) + 1/19*(-8 + 3*math.sqrt(5))*1j, 2/( 23 + 11*math.sqrt(5))], [-(3/38)*(-9 + math.sqrt(5)) + 1/19*(8 - 3*math.sqrt(5))*1j, 2/(23 + 11*math.sqrt(5))], [1/6*(-1 + 2*math.sqrt(5)), 1/6*(-2 + math.sqrt(5))], [1 + (-2 + math.sqrt(5))*1j, -2 + math.sqrt(5)], [1/( 2 + 2*math.sqrt(5)), 1/( 2 + 2*math.sqrt(5))], [1/38*(11 + 3*math.sqrt(5)) + 1/19*(-1 - 2*math.sqrt(5))*1j, 2/(7 + 5*math.sqrt(5))], [1/math.sqrt(5) + (2/5 - 1/math.sqrt(5))*1j, -(2/5) + 1/ math.sqrt(5)], [2/(1 + math.sqrt(5)) + 1j, 2/( 1 + math.sqrt(5))], [1 + (2 - math.sqrt(5))*1j, -2 + math.sqrt(5)], [1/38*(11 + 3*math.sqrt(5)) + 1/19*(1 + 2*math.sqrt(5))*1j, 2/( 7 + 5*math.sqrt(5))], [1/62*(15 + 13*math.sqrt(5)) + 1/31*(-6 + math.sqrt(5))*1j, 2/(11 + 7*math.sqrt(5))]] return abs(-1*((z-duals[n][0])**2) / ((duals[n][1])**2)) def samplePoint(word): points = [2/5*(-1 + math.sqrt(5)) - (4j)/5, -(1/ 2), 1/22*(1 + 3*math.sqrt(5)) + (1/100 + 1/11*(3 - 2*math.sqrt(5)))*1j, 1/ 62*(15 + 13*math.sqrt(5)) + 1/31*(6 - math.sqrt(5))*1j, 1/ 22*(1 + 3*math.sqrt(5)) + (-(1/100) + 1/11*(-3 + 2*math.sqrt(5)))*1j, 1/ 22*(15 - math.sqrt(5)) + 1/11*(-4 + math.sqrt(5))*1j, 1/22*(15 - math.sqrt(5)) + 1/11*(4 - math.sqrt(5))*1j, 3/( 2*math.sqrt(5)), 1/math.sqrt(5) + (-(2/5) + 1/math.sqrt(5))*1j, -(3/38)*(-9 + math.sqrt(5)) + 1/19*(-8 + 3*math.sqrt(5))*1j, -(3/38)*(-9 + math.sqrt(5)) + 1/19*(8 - 3*math.sqrt(5))*1j, 1/6*(-1 + 2*math.sqrt(5)), 9/10 + 9/10*(-2 + math.sqrt(5))*1j, 1/( 2 + 2*math.sqrt(5)), 1/38*(11 + 3*math.sqrt(5)) + 1/19*(-1 - 2*math.sqrt(5))*1j, 1/math.sqrt(5) + (2/5 - 1/math.sqrt(5))*1j, 8/( 5*(1 + math.sqrt(5))) + (4j)/5, 9/10 + 9/10*(2 - math.sqrt(5))*1j, 1/38*(11 + 3*math.sqrt(5)) + 1/19*(1 + 2*math.sqrt(5))*1j, 1/62*(15 + 13*math.sqrt(5)) + 1/31*(-6 + math.sqrt(5))*1j] p = points[word[-1]] for letter in word[-2::-1]: p = functions(letter, p) return p def sampleValue(word): return derivatives(word[0], samplePoint(word)) def generateTree(words, dc): tt = time.time() generators = [np.array([[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [5 + 2*math.sqrt(5), 5 + 2*math.sqrt(5), 0, 0, 0, 0, 0, -1, 2*(3 + math.sqrt(5)), 0, 0, 0], [1/2*(7 + math.sqrt(5)), 1/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 1/2*(7 + math.sqrt(5)), 0, 0, 0], [1/2*(5 + 3*math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0], [1/2*(7 + math.sqrt(5)), 2 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 3, 0, 0, 0], [1/2*(5 + 3*math.sqrt(5)), 3 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 3 + 2*math.sqrt(5), 0, 0, 0], [2*(3 + math.sqrt(5)), 2*(2 + math.sqrt(5)), 0, 0, 0, 0, 0, -1, 2*(3 + math.sqrt(5)), 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0], [3 + 2*math.sqrt(5), 3 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0], [3, 2 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 1/2*(7 + math.sqrt(5)), 0, 0, 0], [2*(3 + math.sqrt(5)), 5 + 2*math.sqrt(5), 0, 0, 0, 0, 0, -1, 5 + 2*math.sqrt(5), 0, 0, 0]]), np.array([[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2*(2 + math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0], [1/2*(7 + 3*math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, -1, 0], [1/2*(3 + math.sqrt(5)), 3 + math.sqrt(5), 0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], [5 + 2*math.sqrt(5), 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0], [5 + 2*math.sqrt(5), 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0], [2 + math.sqrt(5), 3 + math.sqrt(5), 0, 0, 0, 1/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [2 + math.sqrt(5), 1/2*(5 + math.sqrt(5)), 0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [3 + math.sqrt(5), 2*(2 + math.sqrt(5)), 0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, -1, 0], [3 + math.sqrt(5), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, -1, 0]]), np.array([[0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0], [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1/2*(3 + math.sqrt(5)), 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 1/2*(7 + math.sqrt(5)), 0], [0, 5 + 2*math.sqrt(5), 0, 0, 5 + 2*math.sqrt(5), 0, 0, -1, 0, 0, 2*(3 + math.sqrt(5)), 0], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 2 + math.sqrt(5), 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 3, 0], [0, 3 + math.sqrt(5), 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 3 + 2*math.sqrt(5), 0], [0, 2*(2 + math.sqrt(5)), 0, 0, 2*(3 + math.sqrt(5)), 0, 0, -1, 0, 0, 2*(3 + math.sqrt(5)), 0], [0, 2 + math.sqrt(5), 0, 0, 3, 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 1/2*(7 + math.sqrt(5)), 0], [0, 5 + 2*math.sqrt(5), 0, 0, 2*(3 + math.sqrt(5)), 0, 0, -1, 0, 0, 5 + 2*math.sqrt(5), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, 3 + math.sqrt(5), 0, 0, 3 + 2*math.sqrt(5), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0]]), np.array([[0, 0, 0, 2 + math.sqrt(5), 0, 1/2*(1 - math.sqrt(5)), 0, 1/2*(3 + math.sqrt(5)), 0, 3 + math.sqrt(5), 0, 0], [0, 0, 0, 5 + 2*math.sqrt(5), 0, 1/2*(-1 - math.sqrt(5)), 0, 2*(2 + math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0], [0, 0, 0, 3 + math.sqrt(5), 0, -1, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0], [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 2*(2 + math.sqrt(5)), 0, 1/2*(-1 - math.sqrt(5)), 0, 5 + 2*math.sqrt(5), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0], [0, 0, 0, 3 + math.sqrt(5), 0, -1, 0, 3 + math.sqrt(5), 0, 2*(2 + math.sqrt(5)), 0, 0], [0, 0, 0, 2 + math.sqrt(5), 0, 1/2*(1 - math.sqrt(5)), 0, 2 + math.sqrt(5), 0, 1/2*(5 + math.sqrt(5)), 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, -1, 0, 3 + math.sqrt(5), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 5 + 2*math.sqrt(5), 0, 1/2*(-1 - math.sqrt(5)), 0, 5 + 2*math.sqrt(5), 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0], [0, 0, 0, 1/2*(3 + math.sqrt(5)), 0, 1/2*(1 - math.sqrt(5)), 0, 2 + math.sqrt(5), 0, 3 + math.sqrt(5), 0, 0]]), np.array([[0, 0, 1/2*(-1 - math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5))], [0, 0, -1, 0, 3 + math.sqrt(5), 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(5 + math.sqrt(5))], [0, 0, -1, 0, 3 + math.sqrt(5), 2, 0, 0, 0, 0, 0, 3 + math.sqrt(5)], [0, 0, 1/2*(-3 - math.sqrt(5)), 0, 1/2*(11 + 5*math.sqrt(5)), 3/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5))], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], [0, 0, 1/2*(-3 - math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5))], [0, 0, 1/2*(-1 - math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 2 + math.sqrt(5), 0, 0, 0, 0, 0, 2*(2 + math.sqrt(5))], [0, 0, 1/2*(-3 - math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 3/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(11 + 5*math.sqrt(5))], [0, 0, -1, 0, 1/2*(5 + math.sqrt(5)), 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0, 3 + math.sqrt(5)], [0, 0, 1/2*(-1 - math.sqrt(5)), 0, 2*(2 + math.sqrt(5)), 2 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1]]), np.array([[0, 0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 3 + 2*math.sqrt(5), 1/2*(1 - math.sqrt(5)), 3 + math.sqrt(5), 0], [0, 0, 0, 0, 0, 0, 3, 0, 1/2*(7 + math.sqrt(5)), 1/2*(-3 + math.sqrt(5)), 2 + math.sqrt(5), 0], [0, 0, 0, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 3, 1/2*(-3 + math.sqrt(5)), 2 + math.sqrt(5), 0], [0, 0, 0, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 1/2*(7 + math.sqrt(5)), 1/2*(-3 + math.sqrt(5)), 1/2*(3 + math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 1/2*(5 + 3*math.sqrt(5)), 1/2*(1 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 5 + 2*math.sqrt(5), 0, 2*(3 + math.sqrt(5)), -1, 5 + 2*math.sqrt(5), 0], [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 3 + 2*math.sqrt(5), 0, 1/2*(5 + 3*math.sqrt(5)), 1/2*(1 - math.sqrt(5)), 3 + math.sqrt(5), 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0], [0, 0, 0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 2*(3 + math.sqrt(5)), -1, 2*(2 + math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, 0, 0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 5 + 2*math.sqrt(5), -1, 5 + 2*math.sqrt(5), 0]]), np.array([[0, 0, 0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 1/2*(1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 5 + 2*math.sqrt(5), 0, 5 + 2*math.sqrt(5), -1, 2*(3 + math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 1/2*(3 + math.sqrt(5)), 1/2*(-3 + math.sqrt(5)), 1/2*(7 + math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 2 + math.sqrt(5), 1/2*(-3 + math.sqrt(5)), 3], [0, 0, 0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 3 + math.sqrt(5), 1/2*(1 - math.sqrt(5)), 3 + 2*math.sqrt(5)], [0, 0, 0, 0, 0, 0, 0, 3, 0, 2 + math.sqrt(5), 1/2*(-3 + math.sqrt(5)), 1/2*(7 + math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 3 + 2*math.sqrt(5), 0, 3 + math.sqrt(5), 1/2*(1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 5 + 2*math.sqrt(5), -1, 5 + 2*math.sqrt(5)], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 2*(2 + math.sqrt(5)), -1, 2*(3 + math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1]]), np.array([[0, 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(-1 - math.sqrt(5)), 0, 0], [0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 3/2*(3 + math.sqrt(5)), 1/2*(11 + 5*math.sqrt(5)), 0, 1/2*(-3 - math.sqrt(5)), 0, 0], [0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 0, 1/2*(5 + math.sqrt(5)), 3 + math.sqrt(5), 0, -1, 0, 0], [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 3/2*(3 + math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 0, 1/2*(-3 - math.sqrt(5)), 0, 0], [0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 0, 1/2*(-3 - math.sqrt(5)), 0, 0], [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 3 + math.sqrt(5), 0, 0, 1/2*(5 + math.sqrt(5)), 1/2*(5 + math.sqrt(5)), 0, -1, 0, 0], [0, 0, 0, 3 + math.sqrt(5), 0, 0, 2, 3 + math.sqrt(5), 0, -1, 0, 0], [0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 1/2*(5 + 3*math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(-1 - math.sqrt(5)), 0, 0], [0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 2*(2 + math.sqrt(5)), 0, 1/2*(-1 - math.sqrt(5)), 0, 0]]), np.array([[0, 0, 1/2*(11 + 5*math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 3/2*(3 + math.sqrt(5))], [0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 2 + math.sqrt(5)], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 3/2*(3 + math.sqrt(5))], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1/2*(5 + math.sqrt(5)), 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0, -1, 1/2*(5 + math.sqrt(5))], [0, 0, 2*(2 + math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 2 + math.sqrt(5)], [0, 0, 3 + math.sqrt(5), 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0, -1, 1/2*(5 + math.sqrt(5))], [0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5))], [0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5))], [0, 0, 3 + math.sqrt(5), 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0, -1, 2], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1]]), np.array([[0, 1/2*(-1 - math.sqrt(5)), 2*(2 + math.sqrt(5)), 0, 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0], [0, -1, 3 + math.sqrt(5), 0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, 2*(2 + math.sqrt(5)), 0], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, -1, 3 + math.sqrt(5), 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0], [0, 1/2*(1 - math.sqrt(5)), 2 + math.sqrt(5), 0, 0, 0, 1/2*(3 + math.sqrt(5)), 0, 0, 0, 3 + math.sqrt(5), 0], [0, 1/2*(-1 - math.sqrt(5)), 5 + 2*math.sqrt(5), 0, 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [0, 1/2*(1 - math.sqrt(5)), 2 + math.sqrt(5), 0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0], [0, 1/2*(1 - math.sqrt(5)), 1/2*(3 + math.sqrt(5)), 0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, 3 + math.sqrt(5), 0], [0, 1/2*(-1 - math.sqrt(5)), 5 + 2*math.sqrt(5), 0, 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 1/2*(11 + 5*math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, -1, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0]]), np.array([[0, 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 3/2*(3 + math.sqrt(5))], [0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 3/2*(3 + math.sqrt(5))], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 2*(2 + math.sqrt(5)), 0, 0, 0, 2 + math.sqrt(5)], [0, 0, 3 + math.sqrt(5), 0, 0, 0, -1, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 1/2*(5 + math.sqrt(5))], [0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(5 + 3*math.sqrt(5))], [0, 0, 3 + math.sqrt(5), 0, 0, 0, -1, 3 + math.sqrt(5), 0, 0, 0, 2], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(7 + 3*math.sqrt(5))], [0, 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, -1, 3 + math.sqrt(5), 0, 0, 0, 1/2*(5 + math.sqrt(5))], [0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 2 + math.sqrt(5)], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1]]), np.array([[-1, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 2*(3 + math.sqrt(5)), 2*(3 + math.sqrt(5)), 0, 0, 0, 0], [-1, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 2*(3 + math.sqrt(5)), 5 + 2*math.sqrt(5), 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1/2*(-3 + math.sqrt(5)), 0, 1/2*(3 + math.sqrt(5)), 0, 0, 0, 1/2*(7 + math.sqrt(5)), 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0], [1/2*(1 - math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 0], [-1, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 5 + 2*math.sqrt(5), 2*(3 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], [1/2*(1 - math.sqrt(5)), 0, 3 + math.sqrt(5), 0, 0, 0, 3 + 2*math.sqrt(5), 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 0], [1/2*(1 - math.sqrt(5)), 0, 3 + math.sqrt(5), 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 3 + 2*math.sqrt(5), 0, 0, 0, 0], [1/2*(-3 + math.sqrt(5)), 0, 2 + math.sqrt(5), 0, 0, 0, 1/2*(7 + math.sqrt(5)), 3, 0, 0, 0, 0], [1/2*(-3 + math.sqrt(5)), 0, 2 + math.sqrt(5), 0, 0, 0, 3, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0]]), np.array([[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1/2*(7 + 3*math.sqrt(5)), 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, -1], [2*(2 + math.sqrt(5)), 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 1/2*(-1 - math.sqrt(5))], [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [5 + 2*math.sqrt(5), 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 1/2*(-1 - math.sqrt(5))], [2 + math.sqrt(5), 0, 0, 1/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 0, 3 + math.sqrt(5), 0, 1/2*(1 - math.sqrt(5))], [3 + math.sqrt(5), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, -1], [1/2*(3 + math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 0, 0, 0, 0, 0, 3 + math.sqrt(5), 0, 1/2*(1 - math.sqrt(5))], [2 + math.sqrt(5), 0, 0, 2 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 1/2*(1 - math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [5 + 2*math.sqrt(5), 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(11 + 5*math.sqrt(5)), 0, 1/2*(-1 - math.sqrt(5))], [3 + math.sqrt(5), 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0, 2*(2 + math.sqrt(5)), 0, -1]]), np.array([[0, 2 + math.sqrt(5), 0, 0, 1/2*(3 + math.sqrt(5)), 3 + math.sqrt(5), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0], [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 3 + math.sqrt(5), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, -1, 0, 0], [0, 5 + 2*math.sqrt(5), 0, 0, 2*(2 + math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], [0, 5 + 2*math.sqrt(5), 0, 0, 5 + 2*math.sqrt(5), 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0], [0, 2*(2 + math.sqrt(5)), 0, 0, 5 + 2*math.sqrt(5), 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0], [0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 3 + math.sqrt(5), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, -1, 0, 0], [0, 3 + math.sqrt(5), 0, 0, 3 + math.sqrt(5), 2*(2 + math.sqrt(5)), 0, 0, 0, -1, 0, 0], [0, 2 + math.sqrt(5), 0, 0, 2 + math.sqrt(5), 1/2*(5 + math.sqrt(5)), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0], [0, 1/2*(3 + math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 3 + math.sqrt(5), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0]]), np.array([[0, 3 + math.sqrt(5), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 0, 1/2*(3 + math.sqrt(5)), 0], [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, -1, 0, 0, 3 + math.sqrt(5), 0, 1/2*(7 + 3*math.sqrt(5)), 0], [0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, -1, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 3 + math.sqrt(5), 0], [0, 3 + math.sqrt(5), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(3 + math.sqrt(5)), 0, 2 + math.sqrt(5), 0], [0, 2*(2 + math.sqrt(5)), 0, 0, 0, -1, 0, 0, 3 + math.sqrt(5), 0, 3 + math.sqrt(5), 0], [0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 0, 2 + math.sqrt(5), 0], [0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 5 + 2*math.sqrt(5), 0, 5 + 2*math.sqrt(5), 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0], [0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 5 + 2*math.sqrt(5), 0, 2*(2 + math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 2*(2 + math.sqrt(5)), 0, 5 + 2*math.sqrt(5), 0]]), np.array([[0, 1/2*(-3 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0], [0, -1, 2, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0, 3 + math.sqrt(5), 0], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1/2*(-3 - math.sqrt(5)), 3/2*(3 + math.sqrt(5)), 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 1/2*(-1 - math.sqrt(5)), 2 + math.sqrt(5), 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0], [0, -1, 1/2*(5 + math.sqrt(5)), 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0, 3 + math.sqrt(5), 0], [0, 1/2*(-1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0], [0, 1/2*(-1 - math.sqrt(5)), 2 + math.sqrt(5), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 2*(2 + math.sqrt(5)), 0], [0, 1/2*(-3 - math.sqrt(5)), 3/2*(3 + math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(11 + 5*math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, -1, 1/2*(5 + math.sqrt(5)), 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0]]), np.array([[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2 + math.sqrt(5), 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 3, 0, 0], [2*(2 + math.sqrt(5)), 0, -1, 0, 0, 2*(3 + math.sqrt(5)), 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 0], [2 + math.sqrt(5), 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 3, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0], [3 + math.sqrt(5), 0, 1/2*(1 - math.sqrt(5)), 0, 0, 3 + 2*math.sqrt(5), 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0], [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], [5 + 2*math.sqrt(5), 0, -1, 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 0], [3 + math.sqrt(5), 0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 3 + 2*math.sqrt(5), 0, 0], [1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [5 + 2*math.sqrt(5), 0, -1, 0, 0, 2*(3 + math.sqrt(5)), 0, 0, 0, 5 + 2*math.sqrt(5), 0, 0], [1/2*(3 + math.sqrt(5)), 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0]]), np.array([[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [3 + math.sqrt(5), 0, 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), -1, 0, 0], [1/2*(11 + 5*math.sqrt(5)), 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 3/2*(3 + math.sqrt(5)), 1/2*(-3 - math.sqrt(5)), 0, 0], [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [1/2*(13 + 5*math.sqrt(5)), 0, 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 0, 3/2*(3 + math.sqrt(5)), 1/2*(-3 - math.sqrt(5)), 0, 0], [2*(2 + math.sqrt(5)), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 2 + math.sqrt(5), 1/2*(-1 - math.sqrt(5)), 0, 0], [1/2*(5 + math.sqrt(5)), 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), -1, 0, 0], [1/2*(7 + 3*math.sqrt(5)), 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 0, 2 + math.sqrt(5), 1/2*(-1 - math.sqrt(5)), 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0], [3 + math.sqrt(5), 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 2, -1, 0, 0], [1/2*(7 + 3*math.sqrt(5)), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 1/2*(-1 - math.sqrt(5)), 0, 0], [1/2*(13 + 5*math.sqrt(5)), 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 1/2*(-3 - math.sqrt(5)), 0, 0]]), np.array([[0, 0, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 2 + math.sqrt(5), 1/2*(-3 + math.sqrt(5)), 3], [0, 0, 0, 0, 0, 3 + 2*math.sqrt(5), 0, 0, 0, 3 + math.sqrt(5), 1/2*(1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5))], [0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 3 + math.sqrt(5), 1/2*(1 - math.sqrt(5)), 3 + 2*math.sqrt(5)], [0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 1/2*(1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5))], [0, 0, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 1/2*(3 + math.sqrt(5)), 1/2*(-3 + math.sqrt(5)), 1/2*(7 + math.sqrt(5))], [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 5 + 2*math.sqrt(5), -1, 2*(3 + math.sqrt(5))], [0, 0, 0, 0, 0, 3, 0, 0, 0, 2 + math.sqrt(5), 1/2*(-3 + math.sqrt(5)), 1/2*(7 + math.sqrt(5))], [0, 0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 0, 0, 5 + 2*math.sqrt(5), -1, 5 + 2*math.sqrt(5)], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 0, 0, 2*(2 + math.sqrt(5)), -1, 2*(3 + math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1]]), np.array([[0, 1/2*(1 - math.sqrt(5)), 0, 2 + math.sqrt(5), 0, 0, 1/2*(3 + math.sqrt(5)), 0, 3 + math.sqrt(5), 0, 0, 0], [0, -1, 0, 3 + math.sqrt(5), 0, 0, 3 + math.sqrt(5), 0, 2*(2 + math.sqrt(5)), 0, 0, 0], [0, -1, 0, 3 + math.sqrt(5), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0], [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1/2*(-1 - math.sqrt(5)), 0, 2*(2 + math.sqrt(5)), 0, 0, 5 + 2*math.sqrt(5), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0], [0, 1/2*(-1 - math.sqrt(5)), 0, 5 + 2*math.sqrt(5), 0, 0, 2*(2 + math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5)), 0, 0, 0], [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [0, 1/2*(1 - math.sqrt(5)), 0, 2 + math.sqrt(5), 0, 0, 2 + math.sqrt(5), 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0], [0, -1, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 3 + math.sqrt(5), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0], [0, 1/2*(1 - math.sqrt(5)), 0, 1/2*(3 + math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 0, 3 + math.sqrt(5), 0, 0, 0], [0, 1/2*(-1 - math.sqrt(5)), 0, 5 + 2*math.sqrt(5), 0, 0, 5 + 2*math.sqrt(5), 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0]])] root = Node([-1, 2, 10 + 3*math.sqrt(5), 4 + math.sqrt(5), 1/(1 - 2/math.sqrt(5)), 2, 7 + 3*math.sqrt(5), 7 + 3*math.sqrt(5), 1/2*(7 + math.sqrt(5)), 1/2*(7 + math.sqrt(5)), 1/2*(11 + 5*math.sqrt(5)), 1/2*(11 + 5*math.sqrt(5))], [], words, False) current_leaves = [root] nodes = 1 while True: new_leaves = [] for leaf in current_leaves: next_gen = leaf.next_generation(words, dc, generators) new_leaves += next_gen nodes += len(next_gen) if len(next_gen) > 1 else 0 if current_leaves == new_leaves: break else: current_leaves = new_leaves for i,leaf in enumerate(current_leaves): words[str(leaf.word)] = i print(len(current_leaves), "partitions") print(nodes,"nodes") print("tree construction (s): %f\ntree construction (m): %f" % (time.time()-tt, (time.time()-tt)/60)) return current_leaves def constructMatrix(words, dc): leave = generateTree(words, dc) row = [] col = [] data = [] for i,leaf in enumerate(leave): thing = words[str(leaf.word[1:])] if isinstance(thing,int): row.append(i) col.append(thing) data.append(sampleValue(leaf.word)) else: sample = sampleValue(leaf.word) for wor in thing.leaves(): row.append(i) col.append(words[str(wor.word)]) data.append(sample) return csr_matrix((data,(row,col)),shape=(len(leave),len(leave))) def secant(x0,y0,x1,y1,z): return x0 - (y0-z) * ((x1-x0)/(y1-y0)) def matrixFunction(matrix,l,a): #return np.real(eigs(matrix.power(a),k=1)[0][0]) matrix = matrix.power(a) vec = np.ones(l) previous_entry = vec[0] previous_val = 0 current = matrix * vec current_val = current[0] / previous_entry count = 0 while count < 10000000000 and abs(current_val - previous_val) > 1e-10: previous_val = current_val previous_entry = current[0] current = matrix * current #print(current[0],previous_entry) current_val = current[0] / previous_entry count += 1 print("power method:", count) return current_val def secantMethod(matrix,l,z,x1,x2,e,its): k1 = x1 k2 = x2 y1 = matrixFunction(matrix,l,k1) y2 = matrixFunction(matrix,l,k2) #y1 = testFunction(k1) #y2 = testFunction(k2) count = 1 print(count,k1,y1) while abs(y1-z)>e and count