-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathhyperplane.py
178 lines (137 loc) · 5.31 KB
/
hyperplane.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
'''
This module is a collection of functions for working with hyperplanes.
'''
from decimal import Decimal, getcontext
from vector import Vector
# Decimal precision
getcontext().prec = 30
class Hyperplane(object):
'''
This class is a collection of functions for working with hyperplanes.
'''
# Error messages
NO_NONZERO_ELTS_FOUND_MSG = 'No nonzero elements found'
EITHER_DIM_OR_NORMAL_VEC_MUST_BE_PROVIDED_MSG = ('Either the dimension \
of the hyperplane or the normal vector must be provided')
def __init__(self, dimension=None, normal_vector=None, constant_term=None):
if not dimension and not normal_vector:
raise Exception(self.EITHER_DIM_OR_NORMAL_VEC_MUST_BE_PROVIDED_MSG)
elif not normal_vector:
self.dimension = dimension
all_zeros = ['0'] * self.dimension
normal_vector = Vector(all_zeros)
else:
self.dimension = normal_vector.dimension
if not constant_term:
constant_term = Decimal('0')
self.constant_term = Decimal(constant_term)
self.set_basepoint()
def set_basepoint(self):
try:
n = self.normal_vector
c = self.constant_term
basepoint_coords = ['0']*self.dimension
initial_index = Hyperplane.first_nonzero_index(n)
initial_coefficient = n[initial_index]
basepoint_coords[initial_index] = c/initial_coefficient
self.basepoint = Vector(basepoint_coords)
except Exception as e:
if str(e) == Hyperplane.NO_NONZERO_ELTS_FOUND_MSG:
self.basepoint = None
else:
raise e
def __str__(self):
num_decimal_places = 3
def write_coefficient(coefficient, is_initial_term=False):
coefficient = round(coefficient, num_decimal_places)
if coefficient % 1 == 0:
coefficient = int(coefficient)
output = ''
if coefficient < 0:
output += '-'
if coefficient > 0 and not is_initial_term:
output += '+'
if not is_initial_term:
output += ' '
if abs(coefficient) != 1:
output += '{}'.format(abs(coefficient))
return output
n = self.normal_vector
try:
initial_index = Hyperplane.first_nonzero_index(n)
terms = [write_coefficient(n[i], is_initial_term=(i==initial_index)) + 'x_{}'.format(i+1)
for i in range(self.dimension) if round(n[i], num_decimal_places) != 0]
output = ' '.join(terms)
except Exception as e:
if str(e) == self.NO_NONZERO_ELTS_FOUND_MSG:
output = '0'
else:
raise e
constant = round(self.constant_term, num_decimal_places)
if constant % 1 == 0:
constant = int(constant)
output += ' = {}'.format(constant)
return output
def __eq__(self, p):
'''
Checks if two hyperplanes are coincident.
:param Hyperplane p: second hyperplane
:return: whether the two hyperplanes are coincident
:rtype: Boolean
'''
# If one of the normal vectors zero vector
if self.normal_vector.is_zero():
if not p.normal_vector.is_zero():
return False
else:
diff = self.constant_term - p.constant_term
return MyDecimal(diff).is_near_zero()
elif p.normal_vector.is_zero():
return False
# If two lines not parallel
if not self.is_parallel(p):
return False
# Vector between points on the two lines
basepoint_diff = self.basepoint.substract(p.basepoint)
# This vector should be orthogonal to the normal vector of both lines
# Only need to check one, as we know the lines are parallel
return basepoint_diff.is_orthogonal(self.normal_vector)
def __iter__(self):
self.current = 0
return self
def __next__(self):
if self.current >= len(self.normal_vector):
raise StopIteration
else:
current_value = self.normal_vector[self.current]
self.current += 1
return current_value
def __len__(self):
return len(self.normal_vector)
def __getitem__(self, i):
return self.normal_vector[i]
@staticmethod
def first_nonzero_index(iterable):
for k, item in enumerate(iterable):
if not MyDecimal(item).is_near_zero():
return k
raise Exception(Hyperplane.NO_NONZERO_ELTS_FOUND_MSG)
def is_parallel(self, p):
'''
Checks if two hyperplanes are parallel.
:param Hyperplane p: second hyperplane
:return: whether the two lines are parallel
:rtype: Boolean
'''
return self.normal_vector.is_parallel(p.normal_vector)
def is_orthogonal(self, p):
'''
Checks if two hyperplanes are orthogonal.
:param Hyperplane p: second hyperplane
:return: whether the two lines are orthogonal
:rtype: Boolean
'''
return self.normal_vector.is_orthogonal(p.normal_vector)
class MyDecimal(Decimal):
def is_near_zero(self, eps=1e-10):
return abs(self) < eps