| ====================================== | 
 | Python IEEE 754 floating point support | 
 | ====================================== | 
 |  | 
 | >>> from sys import float_info as FI | 
 | >>> from math import * | 
 | >>> PI = pi | 
 | >>> E = e | 
 |  | 
 | You must never compare two floats with == because you are not going to get | 
 | what you expect. We treat two floats as equal if the difference between them | 
 | is small than epsilon. | 
 | >>> EPS = 1E-15 | 
 | >>> def equal(x, y): | 
 | ...     """Almost equal helper for floats""" | 
 | ...     return abs(x - y) < EPS | 
 |  | 
 |  | 
 | NaNs and INFs | 
 | ============= | 
 |  | 
 | In Python 2.6 and newer NaNs (not a number) and infinity can be constructed | 
 | from the strings 'inf' and 'nan'. | 
 |  | 
 | >>> INF = float('inf') | 
 | >>> NINF = float('-inf') | 
 | >>> NAN = float('nan') | 
 |  | 
 | >>> INF | 
 | inf | 
 | >>> NINF | 
 | -inf | 
 | >>> NAN | 
 | nan | 
 |  | 
 | The math module's ``isnan`` and ``isinf`` functions can be used to detect INF | 
 | and NAN: | 
 | >>> isinf(INF), isinf(NINF), isnan(NAN) | 
 | (True, True, True) | 
 | >>> INF == -NINF | 
 | True | 
 |  | 
 | Infinity | 
 | -------- | 
 |  | 
 | Ambiguous operations like ``0 * inf`` or ``inf - inf`` result in NaN. | 
 | >>> INF * 0 | 
 | nan | 
 | >>> INF - INF | 
 | nan | 
 | >>> INF / INF | 
 | nan | 
 |  | 
 | However unambigous operations with inf return inf: | 
 | >>> INF * INF | 
 | inf | 
 | >>> 1.5 * INF | 
 | inf | 
 | >>> 0.5 * INF | 
 | inf | 
 | >>> INF / 1000 | 
 | inf | 
 |  | 
 | Not a Number | 
 | ------------ | 
 |  | 
 | NaNs are never equal to another number, even itself | 
 | >>> NAN == NAN | 
 | False | 
 | >>> NAN < 0 | 
 | False | 
 | >>> NAN >= 0 | 
 | False | 
 |  | 
 | All operations involving a NaN return a NaN except for nan**0 and 1**nan. | 
 | >>> 1 + NAN | 
 | nan | 
 | >>> 1 * NAN | 
 | nan | 
 | >>> 0 * NAN | 
 | nan | 
 | >>> 1 ** NAN | 
 | 1.0 | 
 | >>> NAN ** 0 | 
 | 1.0 | 
 | >>> 0 ** NAN | 
 | nan | 
 | >>> (1.0 + FI.epsilon) * NAN | 
 | nan | 
 |  | 
 | Misc Functions | 
 | ============== | 
 |  | 
 | The power of 1 raised to x is always 1.0, even for special values like 0, | 
 | infinity and NaN. | 
 |  | 
 | >>> pow(1, 0) | 
 | 1.0 | 
 | >>> pow(1, INF) | 
 | 1.0 | 
 | >>> pow(1, -INF) | 
 | 1.0 | 
 | >>> pow(1, NAN) | 
 | 1.0 | 
 |  | 
 | The power of 0 raised to x is defined as 0, if x is positive. Negative | 
 | values are a domain error or zero division error and NaN result in a | 
 | silent NaN. | 
 |  | 
 | >>> pow(0, 0) | 
 | 1.0 | 
 | >>> pow(0, INF) | 
 | 0.0 | 
 | >>> pow(0, -INF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> 0 ** -1 | 
 | Traceback (most recent call last): | 
 | ... | 
 | ZeroDivisionError: 0.0 cannot be raised to a negative power | 
 | >>> pow(0, NAN) | 
 | nan | 
 |  | 
 |  | 
 | Trigonometric Functions | 
 | ======================= | 
 |  | 
 | >>> sin(INF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> sin(NINF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> sin(NAN) | 
 | nan | 
 | >>> cos(INF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> cos(NINF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> cos(NAN) | 
 | nan | 
 | >>> tan(INF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> tan(NINF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> tan(NAN) | 
 | nan | 
 |  | 
 | Neither pi nor tan are exact, but you can assume that tan(pi/2) is a large value | 
 | and tan(pi) is a very small value: | 
 | >>> tan(PI/2) > 1E10 | 
 | True | 
 | >>> -tan(-PI/2) > 1E10 | 
 | True | 
 | >>> tan(PI) < 1E-15 | 
 | True | 
 |  | 
 | >>> asin(NAN), acos(NAN), atan(NAN) | 
 | (nan, nan, nan) | 
 | >>> asin(INF), asin(NINF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> acos(INF), acos(NINF) | 
 | Traceback (most recent call last): | 
 | ... | 
 | ValueError: math domain error | 
 | >>> equal(atan(INF), PI/2), equal(atan(NINF), -PI/2) | 
 | (True, True) | 
 |  | 
 |  | 
 | Hyberbolic Functions | 
 | ==================== | 
 |  |