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import numpy as np
import math
from random import sample
class Node:
def __init__(self, tuple, word, words, infertile):
self.tuple = tuple
self.children = []
self.word = word
self.infertile = infertile
words[str(word)] = self
def dc_not_too_big(self, g, generator, dual_curvature):
temp = np.matmul(generator, self.tuple)
if g == 0:
temp = [temp[i] for i in (0,1,16,12,17)]
elif g == 1:
temp = [temp[i] for i in (0,1,13,12,14)]
elif g == 2:
temp = [temp[i] for i in (9,11,19,8,15)]
elif g == 3:
temp = [temp[i] for i in (3,7,19,17,12)]
elif g == 4:
temp = [temp[i] for i in (2,13,4,8,15)]
elif g == 5:
temp = [temp[i] for i in (4,13,1,16,18)]
elif g == 6:
temp = [temp[i] for i in (7,11,9,5,19)]
elif g == 7:
temp = [temp[i] for i in (3,7,11,10,6)]
elif g == 8:
temp = [temp[i] for i in (0,14,5,19,17)]
elif g == 9:
temp = [temp[i] for i in (3,6,18,16,12)]
elif g == 10:
temp = [temp[i] for i in (2,14,5,9,15)]
elif g == 11:
temp = [temp[i] for i in (4,8,10,6,18)]
if temp[0] < 0:
return math.sqrt(-((temp[0]*temp[1]*temp[2] + temp[0]*temp[1]*temp[3] + temp[0]*temp[2]*temp[3] - temp[1]*temp[2]*temp[3] + temp[0]*temp[1]*temp[4] +
temp[0]*temp[2]*temp[4] - temp[1]*temp[2]*temp[4] + temp[0]*temp[3]*temp[4] - temp[1]*temp[3]*temp[4] - temp[2]*temp[3]*temp[4] -
math.sqrt(-4*temp[0]*temp[1]*temp[2]*temp[3]*(temp[0] - temp[1] - temp[2] - temp[3] - temp[4])*temp[4] + (temp[2]*temp[3]*temp[4] +
temp[1]*(temp[3]*temp[4] + temp[2]*(temp[3] + temp[4])) -
temp[0]*(temp[3]*temp[4] + temp[2]*(temp[3] + temp[4]) + temp[1]*(temp[2] + temp[3] + temp[4])))**2))/(-temp[0] + temp[1] +
temp[2] + temp[3] + temp[4])))/math.sqrt(2) < dual_curvature
else:
return (1/math.sqrt(2))*(math.sqrt(temp[0]*temp[1] + temp[0]*temp[2] + temp[1]*temp[2] + temp[0]*temp[3] + temp[1]*temp[3] + temp[2]*temp[3] +
temp[0]*temp[4] + temp[1]*temp[4] + temp[2]*temp[4] + temp[3]*temp[4] -
math.sqrt(-4*temp[0]*temp[1]*temp[2]*temp[3] - 4*temp[0]*temp[1]*temp[2]*temp[4] - 4*temp[0]*temp[1]*temp[3]*temp[4] -
4*temp[0]*temp[2]*temp[3]*temp[4] -
4*temp[1]*temp[2]*temp[3]*temp[4] + (temp[2]*temp[3] + temp[2]*temp[4] + temp[3]*temp[4] + temp[1]*(temp[2] + temp[3] + temp[4]) +
temp[0]*(temp[1] + temp[2] + temp[3] + temp[4]))**2))) < dual_curvature
def next_generation(self, words, dual_curvature, generators):
if self.infertile:
return [self]
if self.children == []:
for g,generator in enumerate(generators):
if len(self.word) == 0 or g != self.word[-1]:
if self.word + [g] == [1, 8, 15, 8, 0] or self.word + [g] == [8, 15, 8, 0]:
print(self.tuple)
self.children.append(Node(np.matmul(generator,self.tuple), self.word[:] + [g], words, not self.dc_not_too_big(g, generator, dual_curvature)))
if self.children == []:
return [self]
else:
return self.children
def next(self):
if self.children == []:
return [self]
else:
return self.children
def leaves(self):
current_leaves = [self]
while True:
new_leaves = []
for leaf in current_leaves:
new_leaves += leaf.next()
if current_leaves == new_leaves:
break
else:
current_leaves = new_leaves
return current_leaves

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from dodecanode 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 == 0:
return -1*np.conj(z)
duals = [[], [2/(-1 + math.sqrt(5)) - 1j,
2/(-1 + math.sqrt(5))], [1/4*(-1 + math.sqrt(5)) + 1/22*(-1 + 3*math.sqrt(5))*1j,
1/(9 + 5*math.sqrt(5))], [2/(5 *(1 + math.sqrt(5))) + 1j/math.sqrt(5), 2/(
5 *(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/(2 + 2*math.sqrt(5)), 1/(
2 + 2*math.sqrt(5))], [1/4*(-1 + math.sqrt(5)) + 1/2*(3 - math.sqrt(5))*1j, 1/(
7 + 3*math.sqrt(5))], [1/22*(7 - math.sqrt(5)) + 1/11*(10 - 3*math.sqrt(5))*1j, 2/(
19 + 9*math.sqrt(5))], [2/(1 + math.sqrt(5)) + 1j, 2/(
1 + math.sqrt(5))], [2/(11 + 5*math.sqrt(5)) + (-2 + math.sqrt(5))*1j, 2/(
11 + 5*math.sqrt(5))], [1/38*(11 + 3*math.sqrt(5)) + 1/19*(1 + 2*math.sqrt(5))*1j,
2/(7 + 5*math.sqrt(5))], [1/58*(11 + math.sqrt(5)) + 1/29*(-10 + 7*math.sqrt(5))*1j,
2/(17 + 9*math.sqrt(5))]]
return duals[n][0] + np.conj((duals[n][1])**2 / (z-duals[n][0]))
def derivatives(n, z):
if n == 0:
return 1
duals = [[], [2/(-1 + math.sqrt(5)) - 1j,
2/(-1 + math.sqrt(5))], [1/4*(-1 + math.sqrt(5)) + 1/22*(-1 + 3*math.sqrt(5))*1j,
1/(9 + 5*math.sqrt(5))], [2/(5 *(1 + math.sqrt(5))) + 1j/math.sqrt(5), 2/(
5 *(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/(2 + 2*math.sqrt(5)), 1/(
2 + 2*math.sqrt(5))], [1/4*(-1 + math.sqrt(5)) + 1/2*(3 - math.sqrt(5))*1j, 1/(
7 + 3*math.sqrt(5))], [1/22*(7 - math.sqrt(5)) + 1/11*(10 - 3*math.sqrt(5))*1j, 2/(
19 + 9*math.sqrt(5))], [2/(1 + math.sqrt(5)) + 1j, 2/(
1 + math.sqrt(5))], [2/(11 + 5*math.sqrt(5)) + (-2 + math.sqrt(5))*1j, 2/(
11 + 5*math.sqrt(5))], [1/38*(11 + 3*math.sqrt(5)) + 1/19*(1 + 2*math.sqrt(5))*1j,
2/(7 + 5*math.sqrt(5))], [1/58*(11 + math.sqrt(5)) + 1/29*(-10 + 7*math.sqrt(5))*1j,
2/(17 + 9*math.sqrt(5))]]
return abs(-1*((z-duals[n][0])**2) / ((duals[n][1])**2))
def samplePoint(word):
points = [-(1/2), 1/5 + 1/math.sqrt(5) - (2j)/5,
1/4*(-1 + math.sqrt(5)) + 1/22*(-1 + 3*math.sqrt(5))*1j, 2/(
5*(1 + math.sqrt(5))) + 1j/math.sqrt(5),
1/22*(1 + 3*math.sqrt(5)) + 1/11*(-3 + 2*math.sqrt(5))*1j, 1/(2 + 2*math.sqrt(5)),
1/4*(-1 + math.sqrt(5)) + 1/2*(3 - math.sqrt(5))*1j,
1/22*(7 - math.sqrt(5)) + 1/11*(10 - 3*math.sqrt(5))*1j,
2/5*(-1 + math.sqrt(5)) + (4j)/5, 2/(11 + 5*math.sqrt(5)) + (-2 + math.sqrt(5))*1j,
1/38*(11 + 3*math.sqrt(5)) + 1/19*(1 + 2*math.sqrt(5))*1j,
1/58*(11 + math.sqrt(5)) + 1/29*(-10 + 7*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([[0, 2/(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, -(2/(1 + math.sqrt(5))), 0, 0, 0, 0, 1, 0, 0], [0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 3 + math.sqrt(5), 0, 0, -1,
0, 0, 0, 0, 0, 0, 0, 1/2*(1 + math.sqrt(5)), 0, 0, 0, 0,
1/2*(1 + math.sqrt(5)), 0, 0], [0, math.sqrt(5), 0, 0, 1/2*(1 - math.sqrt(5)), 0,
0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 1/2*(3 - math.sqrt(5)), 0, 0], [0,
3 + math.sqrt(5), 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1 + math.sqrt(5), 0, 0, 0, 0,
0, 0, 0], [0, 2 + math.sqrt(5), 0, 0, -1, 0, 0, 0, 0, 0, 0, 0,
1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(3 + math.sqrt(5)), 0, 0], [0,
2 + math.sqrt(5), 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, 0,
0, 0, 0], [0, 1/2*(5 + math.sqrt(5)), 0, 0, -1, 0, 0, 0, 0, 0, 0, 0,
1 + math.sqrt(5), 0, 0, 0, 0, 1/2*(1 + math.sqrt(5)), 0, 0], [0,
3 + 2*math.sqrt(5), 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0,
1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 1, 0, 0], [0, 1/2*(7 + 3*math.sqrt(5)), 0,
0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0,
0, 0, 0, 1/2*(3 + math.sqrt(5)), 0, 0], [0, 1/2*(7 + 3*math.sqrt(5)), 0, 0,
1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 1,
0, 0], [0, 2*(1 + math.sqrt(5)), 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0,
0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 2, 0, 0], [0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], [0, 1/2*(1 + 3*math.sqrt(5)),
0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 1/2*(5 - math.sqrt(5)), 0,
0, 0, 0, 1/2*(3 - math.sqrt(5)), 0, 0], [0, 1 + math.sqrt(5), 0, 0,
1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 1/2*(3 - math.sqrt(5)), 0, 0, 0,
0, 2, 0, 0], [0, 3 + 2*math.sqrt(5), 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0,
0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 2, 0, 0], [0, 2/(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,
1/2*(1 - math.sqrt(5)), 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 1, 0, 0], [0, 1 + math.sqrt(5), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0,
0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0], [0, math.sqrt(5),
0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 1/2*(5 - math.sqrt(5)), 0,
0, 0, 0, 2, 0, 0]]), np.array([[1, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 1, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0], [1/2*(-1 - math.sqrt(5)), 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0], [1/2*(-5 - 3*math.sqrt(5)),
1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
3/2*(3 + math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
0], [-(3/2)*(1 + math.sqrt(5)), 4 + math.sqrt(5), 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [-math.sqrt(5),
1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2 + math.sqrt(5),
0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [-3 - 2*math.sqrt(5),
1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
2*(2 + math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
0], [1/2*(-5 - 3*math.sqrt(5)), 2*(3 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
0], [1/2*(-7 - 3*math.sqrt(5)), 2*(2 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, -1, 0], [-3 - math.sqrt(5),
1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, -1, 0], [-2*(2 + math.sqrt(5)),
1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
5 + 2*math.sqrt(5), 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0], [-3 - 2*math.sqrt(5),
1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
5 + 2*math.sqrt(5), 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
0], [1/2*(-3 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, -1, 0], [1/2*(-1 - math.sqrt(5)),
1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,
0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,
0], [-(3/2)*(1 + math.sqrt(5)), 3 + math.sqrt(5), 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [-math.sqrt(5),
3 + math.sqrt(5), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1/2*(3 + math.sqrt(5)),
0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [1/2*(1 - math.sqrt(5)),
1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(3 + math.sqrt(5)), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0], [-3 - math.sqrt(5),
2*(2 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3 + math.sqrt(5),
0, 0, 0, -1, 0], [1/2*(-3 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, -1, 0]]), np.array([[0, 0,
0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 2*(3 + math.sqrt(5)), 7 + 3*math.sqrt(5),
0, 0, 0, 0, 0, 1/2*(-9 - 5*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0,
0, 0, 1/2*(-3 - math.sqrt(5)), 1/2*(11 + 5*math.sqrt(5)), 5/2*(3 + math.sqrt(5)),
0, 0, 0, 0, 0, 1/2*(-9 - 5*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0,
0, 0, -1, 1/2*(5 + math.sqrt(5)), 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0,
0, -math.sqrt(5), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
2*(2 + math.sqrt(5)), 1/2*(9 + 5*math.sqrt(5)), 0, 0, 0, 0,
0, -5 - 2*math.sqrt(5), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, -1,
3 + math.sqrt(5), 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 0,
1/2*(-1 - 3*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, -1,
1/2*(5 + math.sqrt(5)), 4 + math.sqrt(5), 0, 0, 0, 0, 0,
1/2*(-1 - 3*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, -1,
4 + math.sqrt(5), 4 + math.sqrt(5), 0, 0, 0, 0, 0, -2*(1 + math.sqrt(5)), 0, 0, 0,
0], [0, 0, 0, 0, 0, 0, 0, -1, 3 + math.sqrt(5), 5 + math.sqrt(5), 0, 0, 0,
0, 0, -2*(1 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0,
1/2*(1 + math.sqrt(5)), 1, 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0,
0], [0, 0, 0, 0, 0, 0, 0, 0, 1, 1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0,
1/2*(-3 - math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 8 + 3*math.sqrt(5), 0, 0, 0,
0, 0, -3*(2 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 3 + 2*math.sqrt(5), 0, 0, 0, 0,
0, -3 - math.sqrt(5), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 1/2*(5 + 3*math.sqrt(5)), 2*(2 + math.sqrt(5)), 0, 0, 0,
0, 0, -3 - math.sqrt(5), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0,
1/2*(-3 - math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 7 + 3*math.sqrt(5), 0, 0, 0,
0, 0, -5 - 3*math.sqrt(5), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0,
1/2*(-3 - math.sqrt(5)), 1/2*(11 + 5*math.sqrt(5)), 8 + 3*math.sqrt(5), 0, 0, 0,
0, 0, -5 - 3*math.sqrt(5), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 2*(2 + math.sqrt(5)), 2*(2 + math.sqrt(5)), 0, 0, 0, 0,
0, -(3/2)*(3 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 1/2*(7 + 3*math.sqrt(5)), 1/2*(9 + 5*math.sqrt(5)), 0, 0,
0, 0, 0, -(3/2)*(3 + math.sqrt(5)), 0, 0, 0, 0]]), np.array([[0, 0, 0, 0, 0, -1,
0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1/2*(3 - math.sqrt(5)), 0,
1/2*(5 + math.sqrt(5))], [0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0,
0, 0, 2 + math.sqrt(5), 0, 0, 0, 0, -1, 0, 1/2*(5 + 3*math.sqrt(5))], [0, 0,
0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 4 + math.sqrt(5), 0, 0,
0, 0, -1 - math.sqrt(5), 0, 1/2*(11 + 5*math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
0, 1], [0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 0, 0, 0, 0,
3/2*(3 + math.sqrt(5)), 0, 0, 0, 0, -(3/2)*(1 + math.sqrt(5)), 0,
1/2*(11 + 5*math.sqrt(5))], [0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 2, 0,
0, 0, 0, 1 - math.sqrt(5), 0, 3 + math.sqrt(5)], [0, 0, 0, 0, 0, -1, 0, 0, 0,
0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(-1 - 3*math.sqrt(5)), 0,
3 + math.sqrt(5)], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 0, 1/2*(1 + math.sqrt(5))], [0, 0, 0, 0, 0,
1/2*(-3 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 3/2*(3 + math.sqrt(5)), 0, 0, 0,
0, 1/2*(-5 - 3*math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5))], [0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 2 + math.sqrt(5), 0, 0, 0, 0,
1/2*(-5 - math.sqrt(5)), 0, 2*(2 + math.sqrt(5))], [0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0,
0, -3 - math.sqrt(5), 0, 2*(2 + math.sqrt(5))], [0, 0, 0, 0, 0, -1, 0, 0, 0,
0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(-1 - 3*math.sqrt(5)), 0,
4 + math.sqrt(5)], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,
0, 0, 0], [0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 0, 0, 0, 0,
1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, -1 - math.sqrt(5), 0,
2*(3 + math.sqrt(5))], [0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0,
0, 0, 1 + math.sqrt(5), 0, 0, 0, 0, -1, 0, 1/2*(7 + 3*math.sqrt(5))], [0, 0,
0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)),
0, 0, 0, 0, -(3/2)*(1 + math.sqrt(5)), 0, 1/2*(13 + 5*math.sqrt(5))], [0, 0,
0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0,
1 - math.sqrt(5), 0, 1/2*(5 + math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
0, 0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 0,
1/2*(-5 - math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5))], [0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1]]), np.array([[0, 0, -1, 0, 0, 0, 0, 0,
0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 2 + math.sqrt(5), 0,
1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 1 - math.sqrt(5), 0, 0, 0, 0,
0, 0, -1, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 1/2*(5 + math.sqrt(5)), 0, 0,
0, 0], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0], [0, 0, 1/2*(-5 - 3*math.sqrt(5)), 0, 0, 0, 0, 0, 0,
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1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 1/2*(1 + math.sqrt(5)), 0, 1, 0, 0, 0, 0], [0,
0, -1, 0, 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 1 + math.sqrt(5),
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0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0,
2*(2 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, -(3/2)*(1 + math.sqrt(5)), 0, 0, 0,
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1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1/2*(1 + math.sqrt(5)), 0, 0, 0, 0], [0,
0, 1 - math.sqrt(5), 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 2, 0, 3 + math.sqrt(5),
0, 0, 0, 0], [0, 0, 1/2*(-1 - 3*math.sqrt(5)), 0, 0, 0, 0, 0, 0, -1, 0,
0, 0, 1/2*(5 + math.sqrt(5)), 0, 4 + math.sqrt(5), 0, 0, 0, 0], [0, 0,
1/2*(-5 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0,
2 + math.sqrt(5), 0, 2*(2 + math.sqrt(5)), 0, 0, 0, 0], [0,
0, -(3/2)*(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0,
0, 0, 3/2*(3 + math.sqrt(5)), 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 0], [0,
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, 0, 0, 0, 0, 0, -1, 0, 0, 0, 2, 0,
1/2*(5 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0, 1/2*(-5 - math.sqrt(5)), 0, 0, 0, 0,
0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0,
1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0], [0, 0, -1 - math.sqrt(5), 0, 0, 0, 0,
0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0,
2*(3 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, 1/2*(-1 - 3*math.sqrt(5)), 0, 0, 0,
0, 0, 0, -1, 0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 3 + math.sqrt(5), 0, 0, 0,
0], [0, 0, -1 - math.sqrt(5), 0, 0, 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0,
0, 0, 4 + math.sqrt(5), 0, 1/2*(11 + 5*math.sqrt(5)), 0, 0, 0, 0]]), np.array([[0, 0,
0, 0, 1/2*(-5 - 3*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 4 + math.sqrt(5), 0,
0, 0, 1/2*(1 - math.sqrt(5)), 3 + math.sqrt(5), 0], [0, 0, 0, 0,
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0, 0, 0, 1, 0], [0, 0, 0, 0, -1 - math.sqrt(5), 0, 0, 0, 0, 0, 0, 0, 0,
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1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0,
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0, 1/2*(1 - math.sqrt(5)), 3 + math.sqrt(5), 0], [0, 0, 0, 0,
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0, 0, 0, 1/2*(-1 - math.sqrt(5)), 1/2*(13 + 5*math.sqrt(5)), 0], [0, 0, 0,
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0, -2*(2 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 1/2*(11 + 5*math.sqrt(5)),
0, 0, 0, 1/2*(-1 - math.sqrt(5)), 2*(3 + math.sqrt(5)), 0], [0, 0, 0,
0, -2 - math.sqrt(5), 0, 0, 0, 0, 0, 0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0,
0, -1, 1/2*(7 + 3*math.sqrt(5)), 0], [0, 0, 0, 0, -2*(2 + math.sqrt(5)), 0,
0, 0, 0, 0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
1/2*(11 + 5*math.sqrt(5)), 0], [0, 0, 0, 0, 1/2*(-5 - 3*math.sqrt(5)), 0, 0,
0, 0, 0, 0, 0, 0, 3 + math.sqrt(5), 0, 0, 0, 1/2*(1 - math.sqrt(5)),
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0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, -1, 1/2*(7 + 3*math.sqrt(5)), 0], [0, 0,
0, 0, -2 - math.sqrt(5), 0, 0, 0, 0, 0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)),
0, 0, 0, -1, 1/2*(5 + 3*math.sqrt(5)), 0], [0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,
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0, 0, 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0, -1, 2*(2 + math.sqrt(5)), 0], [0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0], [0, 0, 0,
0, 1/2*(-11 - 5*math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(13 + 5*math.sqrt(5)), 0, 0, 0, 1/2*(-1 - math.sqrt(5)),
1/2*(13 + 5*math.sqrt(5)), 0]]), np.array([[0, 0, 0, 0, 1/2*(1 - math.sqrt(5)),
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1/2*(1 - math.sqrt(5)), math.sqrt(5), 0, 1/2*(3 + math.sqrt(5)), 0, 1 + math.sqrt(5),
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3 - math.sqrt(5), 0, 1 + math.sqrt(5), 0, 1/2*(5 - math.sqrt(5)), 0, 0, 0, 0, 0,
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0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 1/2*(1 - math.sqrt(5)),
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0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0], [0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 1/2*(-1 + math.sqrt(5)), 0,
1 + math.sqrt(5), 0, 2 + math.sqrt(5), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0,
0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0,
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0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0,
1/2*(-1 + math.sqrt(5)), 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0,
0, 1/2*(1 - math.sqrt(5)), math.sqrt(5), 0, 2 + math.sqrt(5), 0,
1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, -1,
3, 0, 3/2*(1 + math.sqrt(5)), 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0,
0, 0, 0], [0, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 1/2*(7 - math.sqrt(5)), 0,
1/2*(1 + math.sqrt(5)), 0, 1/2*(5 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0,
0], [0, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 3 - math.sqrt(5), 0,
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0, -1, 3, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0,
0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 1/2*(-3 + math.sqrt(5)),
1/2*(7 - math.sqrt(5)), 0, 1/2*(3 + math.sqrt(5)), 0, 1/2*(3 - math.sqrt(5)), 0,
0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, -1, 2, 0,
1/2*(5 + 3*math.sqrt(5)), 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0,
0, 0], [0, 0, 0, 0, 0, 1, 0, 1/2*(-1 + math.sqrt(5)), 0,
1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]), np.array([[0, 0, 0, 1, 0,
0, 4 + math.sqrt(5), 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0,
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1/2*(7 + 3*math.sqrt(5)), 4 + math.sqrt(5), 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)),
0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0,
3/2*(3 + math.sqrt(5)), 3/2*(3 + math.sqrt(5)), 0, 0, 0, 0,
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, -1, 0, 0,
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0, 0, 0, 0, 0, 0, 0], [0, 0, 0, -1, 0, 0, 2 + math.sqrt(5),
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0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0], [0, 0, 0, -math.sqrt(5), 0, 0, 1/2*(7 + math.sqrt(5)), 1/2*(5 + math.sqrt(5)),
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1/2*(5 + math.sqrt(5)), 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, -1, 0, 0, 0, 0,
0, 0, 0], [0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 1/2*(1 + math.sqrt(5)), 1,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 1/2*(-1 - math.sqrt(5)),
0, 0, 1, 1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0], [0, 0, 0, 2, 0, 0, 2, 2, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0,
0], [0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 3/2*(3 + math.sqrt(5)),
1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 0, 0, 0,
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3/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 0, 0, 0,
0, 0], [0, 0, 0, 1/2*(-3 - math.sqrt(5)), 0, 0, 1/2*(5 + 3*math.sqrt(5)),
1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0,
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1 + math.sqrt(5), 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0,
0], [0, 0, 0, 1/2*(1 + math.sqrt(5)), 0, 0, 1 + math.sqrt(5), 2 + math.sqrt(5), 0,
0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0], [0, 0, 0,
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0, 0, 0, 0, 0, 0], [0, 0, 0, 1/2*(3 - math.sqrt(5)), 0, 0, 2,
1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0]]), np.array([[0, 0,
0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,
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0, 1/2*(-3 + math.sqrt(5)), 0, 0, 0, 0, 0, 5 - math.sqrt(5), 0, 0,
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0, 1/2*(-3 + math.sqrt(5)), 0, 0, 0, 0, 0, 5 - math.sqrt(5), 0,
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0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, -1 + math.sqrt(5), 0, 0, 4, 0,
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0, 0, 3, 0, 0, 1 + 2*math.sqrt(5), 0, 0], [0, 0, 0, 0, 0, 5 - math.sqrt(5),
0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(7 - 3*math.sqrt(5)), 0, 0,
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0, 4, 0, 0, 2*math.sqrt(5), 0, 0], [0, 0, 0, 0, 0, 5 - math.sqrt(5), 0, 0,
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0, -1, 0, 0, 0, 0, 0, 3, 0, 0, 3/2*(1 + math.sqrt(5)), 0, 0], [0, 0, 0,
0, 0, 1/2*(1 + 3*math.sqrt(5)), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0,
0, -1 + math.sqrt(5), 0, 0, 3, 0, 0], [0, 0, 0, 0,
0, -(3/2)*(-3 + math.sqrt(5)), 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 0, 0,
0, -(3/2)*(-3 + math.sqrt(5)), 0, 0, 5/2*(-1 + math.sqrt(5)), 0, 0], [0, 0,
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1/2*(1 + 3*math.sqrt(5)), 0, 0, 3, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0,
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0, -1 + math.sqrt(5), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0,
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0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 3, 0, 0, -1, 0,
0, 0, 0, 0, 4, 0, 0, 1 + 2*math.sqrt(5), 0, 0], [0, 0, 0, 0, 0, 1, 0, 0,
0, 0, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(-1 + math.sqrt(5)), 0,
0]]), np.array([[0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0,
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0, -1, 0, 0, 0, 0, 0, 0, 3, 0, 4, 0], [0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 3/2*(-1 + math.sqrt(5)), 0,
0, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 3 - math.sqrt(5), 0,
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0, 0, 0, 0, 0, 3, 0, 3, 0], [0, 0, 0, 2/(1 + math.sqrt(5)), 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, -(2/(1 + math.sqrt(5))), 0, 1, 0], [0, 0,
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0, 0, 3 - math.sqrt(5), 0, -(3/2)*(-3 + math.sqrt(5)), 0], [0, 0, 0,
1/2*(5 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0,
0, 1/2*(-1 + math.sqrt(5)), 0, 1/2*(1 + 3*math.sqrt(5)), 0], [0, 0, 0,
2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 2, 0, 4,
0], [0, 0, 0, 1/2*(-1 + 3*math.sqrt(5)), 0, 0, 0, 0, 0,
1/2*(-3 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 2 - math.sqrt(5), 0, 5 - math.sqrt(5),
0], [0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(1 - math.sqrt(5)),
0, 0, 0, 0, 0, 0, 1/2*(-1 + math.sqrt(5)), 0, 1/2*(-1 + 3*math.sqrt(5)),
0], [0, 0, 0, 2/(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
1, 0, 1/2*(1 - math.sqrt(5)), 0], [0, 0, 0, 3, 0, 0, 0, 0, 0,
1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, math.sqrt(5), 0,
1/2*(-1 + 3*math.sqrt(5)), 0], [0, 0, 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, 0,
0, 0, -1, 0, 0, 0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0, 3, 0], [0, 0, 0,
1/2*(5 + 3*math.sqrt(5)), 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 2, 0,
1/2*(7 + math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 1, 0, 0, 0], [0, 0, 0, 1/2*(-1 + 3*math.sqrt(5)), 0, 0, 0, 0, 0,
1/2*(-3 + math.sqrt(5)), 0, 0, 0, 0, 0, 0, 1/2*(7 - math.sqrt(5)), 0,
1/2*(7 - 3*math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 0], [0, 0, 0, 1/2*(7 + math.sqrt(5)), 0, 0, 0, 0, 0,
1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, math.sqrt(5), 0, -1 + math.sqrt(5),
0]]), np.array([[0, 0, 5, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 2 + math.sqrt(5), 0, 0, 0, 0,
0, 1/2*(-1 - 3*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 2*(1 + math.sqrt(5)), 0, 0,
0, 1/2*(1 - math.sqrt(5)), 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0,
1/2*(-5 - math.sqrt(5)), 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 3/2*(3 + math.sqrt(5)), 0, 0, 0, -1,
0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 0, 0, -(3/2)*(1 + math.sqrt(5)), 0, 0, 0,
0], [0, 0, 3/2*(1 + math.sqrt(5)), 0, 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0,
2 + math.sqrt(5), 0, 0, 0, 0, 0, -1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0,
0, 0, 1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0,
0], [0, 0, 5 + math.sqrt(5), 0, 0, 0, -1, 0, 0, 2*(2 + math.sqrt(5)), 0, 0,
0, 0, 0, -1 - math.sqrt(5), 0, 0, 0, 0], [0, 0, 3/2*(1 + math.sqrt(5)), 0, 0,
0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0, 0,
1/2*(-5 - math.sqrt(5)), 0, 0, 0, 0], [0, 0, 1/2*(7 - math.sqrt(5)), 0, 0, 0,
1/2*(-3 + math.sqrt(5)), 0, 0, 1/2*(3 + 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, 0, 0, 1, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1/2*(1 + 3*math.sqrt(5)), 0, 0, 0,
1/2*(1 - math.sqrt(5)), 0, 0, 3 + math.sqrt(5), 0, 0, 0, 0, 0, -1, 0, 0, 0,
0], [0, 0, 1/2*(7 - math.sqrt(5)), 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0,
2 + math.sqrt(5), 0, 0, 0, 0, 0, 1 - math.sqrt(5), 0, 0, 0, 0], [0, 0,
1/2*(11 + 3*math.sqrt(5)), 0, 0, 0, -1, 0, 0, 5 + 2*math.sqrt(5), 0, 0, 0, 0,
0, 1/2*(-5 - 3*math.sqrt(5)), 0, 0, 0, 0], [0, 0, 4, 0, 0, 0,
1/2*(-3 + math.sqrt(5)), 0, 0, 1/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 0,
1 - math.sqrt(5), 0, 0, 0, 0], [0, 0, 1/2*(1 + math.sqrt(5)), 0, 0, 0, 0, 0,
0, 1, 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0], [0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0], [0, 0,
1/2*(11 + 3*math.sqrt(5)), 0, 0, 0, -1, 0, 0, 2*(2 + math.sqrt(5)), 0, 0, 0,
0, 0, -(3/2)*(1 + math.sqrt(5)), 0, 0, 0, 0], [0, 0, 2*(1 + math.sqrt(5)), 0,
0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, 0, 0,
0, -3 - math.sqrt(5), 0, 0, 0, 0], [0, 0, 3/2*(3 + math.sqrt(5)), 0, 0, 0, -1,
0, 0, 3/2*(3 + math.sqrt(5)), 0, 0, 0, 0, 0, -1 - math.sqrt(5), 0, 0, 0,
0], [0, 0, 4, 0, 0, 0, 1/2*(-3 + math.sqrt(5)), 0, 0, 3 + math.sqrt(5), 0, 0,
0, 0, 0, 1/2*(-1 - 3*math.sqrt(5)), 0, 0, 0, 0]]), np.array([[0, 0, 0, 0,
1/2*(11 + 5*math.sqrt(5)), 0, 2*(3 + math.sqrt(5)), 0, 0, 1/2*(-1 - math.sqrt(5)),
0, 0, 0, 0, 0, 0, 0, 0, -2*(2 + math.sqrt(5)), 0], [0, 0, 0, 0,
1/2*(7 + 3*math.sqrt(5)), 0, 1/2*(5 + 3*math.sqrt(5)), 0, 0, -1, 0, 0, 0, 0,
0, 0, 0, 0, -2 - math.sqrt(5), 0], [0, 0, 0, 0, 2*(2 + math.sqrt(5)), 0,
1/2*(7 + 3*math.sqrt(5)), 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(-7 - 3*math.sqrt(5)), 0], [0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0,
3 + math.sqrt(5), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0,
0, -1 - math.sqrt(5), 0], [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0], [0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0,
1/2*(13 + 5*math.sqrt(5)), 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0,
0, 0, 1/2*(-11 - 5*math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 1/2*(7 + 3*math.sqrt(5)), 0,
2*(2 + math.sqrt(5)), 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(-7 - 3*math.sqrt(5)), 0], [0, 0, 0, 0, 1/2*(1 + math.sqrt(5)), 0, 1, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0], [0, 0, 0, 0,
2*(2 + math.sqrt(5)), 0, 2*(2 + math.sqrt(5)), 0, 0, -1, 0, 0, 0, 0, 0, 0, 0,
0, -2*(2 + math.sqrt(5)), 0], [0, 0, 0, 0, 1, 0, 1/2*(1 + math.sqrt(5)), 0,
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1/2*(-1 - math.sqrt(5)), 0], [0, 0, 0, 0,
3 + math.sqrt(5), 0, 4 + math.sqrt(5), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0,
0, 0, 0, 0, 1/2*(-5 - 3*math.sqrt(5)), 0], [0, 0, 0, 0,
1/2*(5 + 3*math.sqrt(5)), 0, 1/2*(7 + 3*math.sqrt(5)), 0, 0, -1, 0, 0, 0, 0,
0, 0, 0, 0, -2 - math.sqrt(5), 0], [0, 0, 0, 0, 3 + math.sqrt(5), 0,
1/2*(5 + math.sqrt(5)), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0,
0, -1 - math.sqrt(5), 0], [0, 0, 0, 0, 1/2*(13 + 5*math.sqrt(5)), 0,
1/2*(11 + 5*math.sqrt(5)), 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0,
0, 0, 1/2*(-9 - 5*math.sqrt(5)), 0], [0, 0, 0, 0, 4 + math.sqrt(5), 0,
3 + math.sqrt(5), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(-5 - 3*math.sqrt(5)), 0], [0, 0, 0, 0, 1/2*(5 + math.sqrt(5)), 0,
1/2*(5 + math.sqrt(5)), 0, 0, 1/2*(1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0, 0, 0,
1/2*(-1 - math.sqrt(5)), 0], [0, 0, 0, 0, 2*(3 + math.sqrt(5)), 0,
1/2*(11 + 5*math.sqrt(5)), 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0,
0, 0, -2*(2 + math.sqrt(5)), 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 1, 0], [0, 0, 0, 0, 1/2*(11 + 5*math.sqrt(5)), 0,
1/2*(13 + 5*math.sqrt(5)), 0, 0, 1/2*(-1 - math.sqrt(5)), 0, 0, 0, 0, 0, 0,
0, 0, 1/2*(-9 - 5*math.sqrt(5)), 0]])]
root = Node([-1, 2, 1/2*(11 + 5*math.sqrt(5)), 1/2*(23 + 9*math.sqrt(5)), 3/2*(7 +
3*math.sqrt(5)), 3*(2 + math.sqrt(5)), 1/2*(27 + 13*math.sqrt(5)), 12 +
5*math.sqrt(5), 1/2*(29 + 13*math.sqrt(5)), 13 + 5*math.sqrt(5), 18 +
7*math.sqrt(5), 15 + 7*math.sqrt(5), 5 + 2*math.sqrt(5), 5 +
2*math.sqrt(5), 1/2*(7 + math.sqrt(5)), 12 +
5*math.sqrt(5), 2*(2 + math.sqrt(5)), 1/2*(5 + math.sqrt(5)), 11 +
4*math.sqrt(5), 1/2*(13 + 5*math.sqrt(5))], [], words, False)
#print(root.tuple)
#print(np.matmul(generators[0],root.tuple))
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):
print(leaf.word)
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<its:
k3 = secant(k1,y1,k2,y2,z)
k1 = k2
y1 = y2
k2 = k3
y2 = matrixFunction(matrix,l,k2)
#y2 = testFunction(k2)
count += 1
print(count,k1,y1)
def main():
start = time.time()
words = {}
m = 600
print("maximum:",m)
matrix = constructMatrix(words, m)
#print(matrix)
print("construction (s): %f\nconstruction (m): %f" % (time.time()-start, (time.time()-start)/60))
#print(csr_matrix.transpose(matrix))
print(csr_matrix.count_nonzero(matrix), (matrix.shape[0])*11)
secantMethod(matrix,matrix.shape[0],1,1.55,1.59,10**(-10),1000)
print("total (s): %f\ntotal (m): %f" % (time.time()-start, (time.time()-start)/60))
main()

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import numpy as np
import math
class Node:
def __init__(self, tuple, word, words, infertile):
self.tuple = tuple
self.children = []
self.word = word
self.infertile = infertile
words[str(word)] = self
def dc_not_too_big(self, g, generator, dual_curvature):
temp = np.matmul(generator, self.tuple)
if g == 0:
temp = [temp[i] for i in (0,1,8)]
elif g == 1:
temp = [temp[i] for i in (0,1,5)]
elif g == 2:
temp = [temp[i] for i in (1,4,10)]
elif g == 3:
temp = [temp[i] for i in (3,7,9)]
elif g == 4:
temp = [temp[i] for i in (4,5,11)]
elif g == 5:
temp = [temp[i] for i in (6,8,10)]
elif g == 6:
temp = [temp[i] for i in (7,9,11)]
elif g == 7:
temp = [temp[i] for i in (3,6,7)]
elif g == 8:
temp = [temp[i] for i in (2,4,11)]
elif g == 9:
temp = [temp[i] for i in (2,6,10)]
elif g == 10:
temp = [temp[i] for i in (2,7,11)]
elif g == 11:
temp = [temp[i] for i in (2,6,7)]
elif g == 12:
temp = [temp[i] for i in (0,3,9)]
elif g == 13:
temp = [temp[i] for i in (1,4,5)]
elif g == 14:
temp = [temp[i] for i in (1,8,10)]
elif g == 15:
temp = [temp[i] for i in (2,4,10)]
elif g == 16:
temp = [temp[i] for i in (0,5,9)]
elif g == 17:
temp = [temp[i] for i in (0,3,8)]
elif g == 18:
temp = [temp[i] for i in (5,9,11)]
elif g == 19:
temp = [temp[i] for i in (3,6,8)]
return math.sqrt(temp[0]*temp[1] + temp[0]*temp[2] + temp[1]*temp[2]) < dual_curvature
def next_generation(self, words, dual_curvature, generators):
if self.infertile:
return [self]
if self.children == []:
for g,generator in enumerate(generators):
if len(self.word) == 0 or g != self.word[-1]:
self.children.append(Node(np.matmul(generator,self.tuple), self.word[:] + [g], words, not self.dc_not_too_big(g, generator, dual_curvature)))
if self.children == []:
return [self]
else:
return self.children
def next(self):
if self.children == []:
return [self]
else:
return self.children
def leaves(self):
current_leaves = [self]
while True:
new_leaves = []
for leaf in current_leaves:
new_leaves += leaf.next()
if current_leaves == new_leaves:
break
else:
current_leaves = new_leaves
return current_leaves

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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<its:
k3 = secant(k1,y1,k2,y2,z)
k1 = k2
y1 = y2
k2 = k3
y2 = matrixFunction(matrix,l,k2)
#y2 = testFunction(k2)
count += 1
print(count,k1,y1)
def main():
start = time.time()
words = {}
m = 1500
print("maximum:",m)
matrix = constructMatrix(words, m)
#print(matrix)
print("construction (s): %f\nconstruction (m): %f" % (time.time()-start, (time.time()-start)/60))
#print(csr_matrix.transpose(matrix))
print(csr_matrix.count_nonzero(matrix), (matrix.shape[0])*19)
secantMethod(matrix,matrix.shape[0],1,1.33,1.34,10**(-10),1000)
print("total (s): %f\ntotal (m): %f" % (time.time()-start, (time.time()-start)/60))
main()