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
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
|
:mod:`cmath` --- Mathematical functions for complex numbers
===========================================================
.. module:: cmath
:synopsis: Mathematical functions for complex numbers.
--------------
This module is always available. It provides access to mathematical functions
for complex numbers. The functions in this module accept integers,
floating-point numbers or complex numbers as arguments. They will also accept
any Python object that has either a :meth:`__complex__` or a :meth:`__float__`
method: these methods are used to convert the object to a complex or
floating-point number, respectively, and the function is then applied to the
result of the conversion.
.. note::
On platforms with hardware and system-level support for signed
zeros, functions involving branch cuts are continuous on *both*
sides of the branch cut: the sign of the zero distinguishes one
side of the branch cut from the other. On platforms that do not
support signed zeros the continuity is as specified below.
Conversions to and from polar coordinates
-----------------------------------------
A Python complex number ``z`` is stored internally using *rectangular*
or *Cartesian* coordinates. It is completely determined by its *real
part* ``z.real`` and its *imaginary part* ``z.imag``. In other
words::
z == z.real + z.imag*1j
*Polar coordinates* give an alternative way to represent a complex
number. In polar coordinates, a complex number *z* is defined by the
modulus *r* and the phase angle *phi*. The modulus *r* is the distance
from *z* to the origin, while the phase *phi* is the counterclockwise
angle, measured in radians, from the positive x-axis to the line
segment that joins the origin to *z*.
The following functions can be used to convert from the native
rectangular coordinates to polar coordinates and back.
.. function:: phase(x)
Return the phase of *x* (also known as the *argument* of *x*), as a
float. ``phase(x)`` is equivalent to ``math.atan2(x.imag,
x.real)``. The result lies in the range [-π, π], and the branch
cut for this operation lies along the negative real axis,
continuous from above. On systems with support for signed zeros
(which includes most systems in current use), this means that the
sign of the result is the same as the sign of ``x.imag``, even when
``x.imag`` is zero::
>>> phase(complex(-1.0, 0.0))
3.141592653589793
>>> phase(complex(-1.0, -0.0))
-3.141592653589793
.. note::
The modulus (absolute value) of a complex number *x* can be
computed using the built-in :func:`abs` function. There is no
separate :mod:`cmath` module function for this operation.
.. function:: polar(x)
Return the representation of *x* in polar coordinates. Returns a
pair ``(r, phi)`` where *r* is the modulus of *x* and phi is the
phase of *x*. ``polar(x)`` is equivalent to ``(abs(x),
phase(x))``.
.. function:: rect(r, phi)
Return the complex number *x* with polar coordinates *r* and *phi*.
Equivalent to ``r * (math.cos(phi) + math.sin(phi)*1j)``.
Power and logarithmic functions
-------------------------------
.. function:: exp(x)
Return the exponential value ``e**x``.
.. function:: log(x[, base])
Returns the logarithm of *x* to the given *base*. If the *base* is not
specified, returns the natural logarithm of *x*. There is one branch cut, from 0
along the negative real axis to -∞, continuous from above.
.. function:: log10(x)
Return the base-10 logarithm of *x*. This has the same branch cut as
:func:`log`.
.. function:: sqrt(x)
Return the square root of *x*. This has the same branch cut as :func:`log`.
Trigonometric functions
-----------------------
.. function:: acos(x)
Return the arc cosine of *x*. There are two branch cuts: One extends right from
1 along the real axis to ∞, continuous from below. The other extends left from
-1 along the real axis to -∞, continuous from above.
.. function:: asin(x)
Return the arc sine of *x*. This has the same branch cuts as :func:`acos`.
.. function:: atan(x)
Return the arc tangent of *x*. There are two branch cuts: One extends from
``1j`` along the imaginary axis to ``∞j``, continuous from the right. The
other extends from ``-1j`` along the imaginary axis to ``-∞j``, continuous
from the left.
.. function:: cos(x)
Return the cosine of *x*.
.. function:: sin(x)
Return the sine of *x*.
.. function:: tan(x)
Return the tangent of *x*.
Hyperbolic functions
--------------------
.. function:: acosh(x)
Return the inverse hyperbolic cosine of *x*. There is one branch cut,
extending left from 1 along the real axis to -∞, continuous from above.
.. function:: asinh(x)
Return the inverse hyperbolic sine of *x*. There are two branch cuts:
One extends from ``1j`` along the imaginary axis to ``∞j``,
continuous from the right. The other extends from ``-1j`` along
the imaginary axis to ``-∞j``, continuous from the left.
.. function:: atanh(x)
Return the inverse hyperbolic tangent of *x*. There are two branch cuts: One
extends from ``1`` along the real axis to ``∞``, continuous from below. The
other extends from ``-1`` along the real axis to ``-∞``, continuous from
above.
.. function:: cosh(x)
Return the hyperbolic cosine of *x*.
.. function:: sinh(x)
Return the hyperbolic sine of *x*.
.. function:: tanh(x)
Return the hyperbolic tangent of *x*.
Classification functions
------------------------
.. function:: isfinite(x)
Return ``True`` if both the real and imaginary parts of *x* are finite, and
``False`` otherwise.
.. versionadded:: 3.2
.. function:: isinf(x)
Return ``True`` if either the real or the imaginary part of *x* is an
infinity, and ``False`` otherwise.
.. function:: isnan(x)
Return ``True`` if either the real or the imaginary part of *x* is a NaN,
and ``False`` otherwise.
.. function:: isclose(a, b, *, rel_tol=1e-09, abs_tol=0.0)
Return ``True`` if the values *a* and *b* are close to each other and
``False`` otherwise.
Whether or not two values are considered close is determined according to
given absolute and relative tolerances.
*rel_tol* is the relative tolerance -- it is the maximum allowed difference
between *a* and *b*, relative to the larger absolute value of *a* or *b*.
For example, to set a tolerance of 5%, pass ``rel_tol=0.05``. The default
tolerance is ``1e-09``, which assures that the two values are the same
within about 9 decimal digits. *rel_tol* must be greater than zero.
*abs_tol* is the minimum absolute tolerance -- useful for comparisons near
zero. *abs_tol* must be at least zero.
If no errors occur, the result will be:
``abs(a-b) <= max(rel_tol * max(abs(a), abs(b)), abs_tol)``.
The IEEE 754 special values of ``NaN``, ``inf``, and ``-inf`` will be
handled according to IEEE rules. Specifically, ``NaN`` is not considered
close to any other value, including ``NaN``. ``inf`` and ``-inf`` are only
considered close to themselves.
.. versionadded:: 3.5
.. seealso::
:pep:`485` -- A function for testing approximate equality
Constants
---------
.. data:: pi
The mathematical constant *π*, as a float.
.. data:: e
The mathematical constant *e*, as a float.
.. data:: tau
The mathematical constant *τ*, as a float.
.. versionadded:: 3.6
.. data:: inf
Floating-point positive infinity. Equivalent to ``float('inf')``.
.. versionadded:: 3.6
.. data:: infj
Complex number with zero real part and positive infinity imaginary
part. Equivalent to ``complex(0.0, float('inf'))``.
.. versionadded:: 3.6
.. data:: nan
A floating-point "not a number" (NaN) value. Equivalent to
``float('nan')``.
.. versionadded:: 3.6
.. data:: nanj
Complex number with zero real part and NaN imaginary part. Equivalent to
``complex(0.0, float('nan'))``.
.. versionadded:: 3.6
.. index:: module: math
Note that the selection of functions is similar, but not identical, to that in
module :mod:`math`. The reason for having two modules is that some users aren't
interested in complex numbers, and perhaps don't even know what they are. They
would rather have ``math.sqrt(-1)`` raise an exception than return a complex
number. Also note that the functions defined in :mod:`cmath` always return a
complex number, even if the answer can be expressed as a real number (in which
case the complex number has an imaginary part of zero).
A note on branch cuts: They are curves along which the given function fails to
be continuous. They are a necessary feature of many complex functions. It is
assumed that if you need to compute with complex functions, you will understand
about branch cuts. Consult almost any (not too elementary) book on complex
variables for enlightenment. For information of the proper choice of branch
cuts for numerical purposes, a good reference should be the following:
.. seealso::
Kahan, W: Branch cuts for complex elementary functions; or, Much ado about
nothing's sign bit. In Iserles, A., and Powell, M. (eds.), The state of the art
in numerical analysis. Clarendon Press (1987) pp165--211.
|