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										 |  |  | ====================================== | 
					
						
							|  |  |  | Python IEEE 754 floating point support | 
					
						
							|  |  |  | ====================================== | 
					
						
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							|  |  |  | >>> from sys import float_info as FI | 
					
						
							|  |  |  | >>> from math import * | 
					
						
							|  |  |  | >>> PI = pi | 
					
						
							|  |  |  | >>> E = e | 
					
						
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							|  |  |  | 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 | 
					
						
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							|  |  |  | NaNs and INFs | 
					
						
							|  |  |  | ============= | 
					
						
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							|  |  |  | In Python 2.6 and newer NaNs (not a number) and infinity can be constructed | 
					
						
							|  |  |  | from the strings 'inf' and 'nan'. | 
					
						
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							|  |  |  | >>> INF = float('inf') | 
					
						
							|  |  |  | >>> NINF = float('-inf') | 
					
						
							|  |  |  | >>> NAN = float('nan') | 
					
						
							|  |  |  | 
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							|  |  |  | >>> INF | 
					
						
							|  |  |  | inf | 
					
						
							|  |  |  | >>> NINF | 
					
						
							|  |  |  | -inf | 
					
						
							|  |  |  | >>> NAN | 
					
						
							|  |  |  | nan | 
					
						
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							|  |  |  | 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 | 
					
						
							|  |  |  | 
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							|  |  |  | Infinity | 
					
						
							|  |  |  | -------- | 
					
						
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							|  |  |  | Ambiguous operations like ``0 * inf`` or ``inf - inf`` result in NaN. | 
					
						
							|  |  |  | >>> INF * 0 | 
					
						
							|  |  |  | nan | 
					
						
							|  |  |  | >>> INF - INF | 
					
						
							|  |  |  | nan | 
					
						
							|  |  |  | >>> INF / INF | 
					
						
							|  |  |  | nan | 
					
						
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							|  |  |  | However unambigous operations with inf return inf: | 
					
						
							|  |  |  | >>> INF * INF | 
					
						
							|  |  |  | inf | 
					
						
							|  |  |  | >>> 1.5 * INF | 
					
						
							|  |  |  | inf | 
					
						
							|  |  |  | >>> 0.5 * INF | 
					
						
							|  |  |  | inf | 
					
						
							|  |  |  | >>> INF / 1000 | 
					
						
							|  |  |  | inf | 
					
						
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							|  |  |  | Not a Number | 
					
						
							|  |  |  | ------------ | 
					
						
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							|  |  |  | NaNs are never equal to another number, even itself | 
					
						
							|  |  |  | >>> NAN == NAN | 
					
						
							|  |  |  | False | 
					
						
							|  |  |  | >>> NAN < 0 | 
					
						
							|  |  |  | False | 
					
						
							|  |  |  | >>> NAN >= 0 | 
					
						
							|  |  |  | False | 
					
						
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										 |  |  | All operations involving a NaN return a NaN except for nan**0 and 1**nan. | 
					
						
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										 |  |  | >>> 1 + NAN | 
					
						
							|  |  |  | nan | 
					
						
							|  |  |  | >>> 1 * NAN | 
					
						
							|  |  |  | nan | 
					
						
							|  |  |  | >>> 0 * NAN | 
					
						
							|  |  |  | nan | 
					
						
							|  |  |  | >>> 1 ** NAN | 
					
						
							|  |  |  | 1.0 | 
					
						
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										 |  |  | >>> NAN ** 0 | 
					
						
							|  |  |  | 1.0 | 
					
						
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										 |  |  | >>> 0 ** NAN | 
					
						
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										 |  |  | nan | 
					
						
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										 |  |  | >>> (1.0 + FI.epsilon) * NAN | 
					
						
							|  |  |  | nan | 
					
						
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							|  |  |  | Misc Functions | 
					
						
							|  |  |  | ============== | 
					
						
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							|  |  |  | The power of 1 raised to x is always 1.0, even for special values like 0, | 
					
						
							|  |  |  | infinity and NaN. | 
					
						
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							|  |  |  | >>> pow(1, 0) | 
					
						
							|  |  |  | 1.0 | 
					
						
							|  |  |  | >>> pow(1, INF) | 
					
						
							|  |  |  | 1.0 | 
					
						
							|  |  |  | >>> pow(1, -INF) | 
					
						
							|  |  |  | 1.0 | 
					
						
							|  |  |  | >>> pow(1, NAN) | 
					
						
							|  |  |  | 1.0 | 
					
						
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							|  |  |  | 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. | 
					
						
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							|  |  |  | >>> 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 | 
					
						
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							|  |  |  | Trigonometric Functions | 
					
						
							|  |  |  | ======================= | 
					
						
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							|  |  |  | >>> sin(INF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> sin(NINF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> sin(NAN) | 
					
						
							|  |  |  | nan | 
					
						
							|  |  |  | >>> cos(INF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> cos(NINF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> cos(NAN) | 
					
						
							|  |  |  | nan | 
					
						
							|  |  |  | >>> tan(INF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> tan(NINF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> tan(NAN) | 
					
						
							|  |  |  | nan | 
					
						
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							|  |  |  | 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 | 
					
						
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							|  |  |  | >>> asin(NAN), acos(NAN), atan(NAN) | 
					
						
							|  |  |  | (nan, nan, nan) | 
					
						
							|  |  |  | >>> asin(INF), asin(NINF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> acos(INF), acos(NINF) | 
					
						
							|  |  |  | Traceback (most recent call last): | 
					
						
							|  |  |  | ... | 
					
						
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										 |  |  | ValueError: math domain error | 
					
						
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										 |  |  | >>> equal(atan(INF), PI/2), equal(atan(NINF), -PI/2) | 
					
						
							|  |  |  | (True, True) | 
					
						
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							|  |  |  | Hyberbolic Functions | 
					
						
							|  |  |  | ==================== | 
					
						
							|  |  |  | 
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