mirror of
https://github.com/python/cpython.git
synced 2025-07-24 03:35:53 +00:00

svn+ssh://pythondev@svn.python.org/python/trunk ........ r60618 | walter.doerwald | 2008-02-06 15:31:55 +0100 (Wed, 06 Feb 2008) | 6 lines Remove month parameter from Calendar.yeardatescalendar(), Calendar.yeardays2calendar() and Calendar.yeardayscalendar() as the methods don't have such a parameter. Fixes issue #2017. Rewrap content to 80 chars. ........ r60622 | facundo.batista | 2008-02-06 20:28:49 +0100 (Wed, 06 Feb 2008) | 4 lines Fixes issue 1959. Converted tests to unittest. Thanks Giampaolo Rodola. ........ r60626 | thomas.heller | 2008-02-06 21:29:17 +0100 (Wed, 06 Feb 2008) | 3 lines Fixed refcounts and error handling. Should not be merged to py3k branch. ........ r60630 | mark.dickinson | 2008-02-06 23:10:50 +0100 (Wed, 06 Feb 2008) | 4 lines Issue 1979: Make Decimal comparisons (other than !=, ==) involving NaN raise InvalidOperation (and return False if InvalidOperation is trapped). ........ r60632 | mark.dickinson | 2008-02-06 23:25:16 +0100 (Wed, 06 Feb 2008) | 2 lines Remove incorrect usage of :const: in documentation. ........ r60634 | georg.brandl | 2008-02-07 00:45:51 +0100 (Thu, 07 Feb 2008) | 2 lines Revert accidental changes to test_queue in r60605. ........ r60636 | raymond.hettinger | 2008-02-07 01:54:20 +0100 (Thu, 07 Feb 2008) | 1 line Issue 2025: Add tuple.count() and tuple.index() to follow the ABC in collections.Sequence. ........ r60637 | mark.dickinson | 2008-02-07 02:14:23 +0100 (Thu, 07 Feb 2008) | 2 lines Fix broken link in decimal documentation. ........ r60638 | mark.dickinson | 2008-02-07 02:42:06 +0100 (Thu, 07 Feb 2008) | 3 lines IEEE 754 should be IEEE 854; give precise reference for comparisons involving NaNs. ........ r60639 | raymond.hettinger | 2008-02-07 03:12:52 +0100 (Thu, 07 Feb 2008) | 1 line Return ints instead of longs for tuple.count() and tuple.index(). ........ r60640 | raymond.hettinger | 2008-02-07 04:10:33 +0100 (Thu, 07 Feb 2008) | 1 line Merge 60627. ........ r60641 | raymond.hettinger | 2008-02-07 04:25:46 +0100 (Thu, 07 Feb 2008) | 1 line Merge r60628, r60631, and r60633. Register UserList and UserString will the appropriate ABCs. ........ r60642 | brett.cannon | 2008-02-07 08:47:31 +0100 (Thu, 07 Feb 2008) | 3 lines Cast a struct to a void pointer so as to do a type-safe pointer comparison (mistmatch found by clang). ........ r60643 | brett.cannon | 2008-02-07 09:04:07 +0100 (Thu, 07 Feb 2008) | 2 lines Remove unnecessary curly braces around an int literal. ........ r60644 | andrew.kuchling | 2008-02-07 12:43:47 +0100 (Thu, 07 Feb 2008) | 1 line Update URL ........ r60645 | facundo.batista | 2008-02-07 17:16:29 +0100 (Thu, 07 Feb 2008) | 4 lines Fixes issue 2026. Tests converted to unittest. Thanks Giampaolo Rodola. ........ r60646 | christian.heimes | 2008-02-07 18:15:30 +0100 (Thu, 07 Feb 2008) | 1 line Added some statistics code to dict and list object code. I wanted to test how a larger freelist affects the reusage of freed objects. Contrary to my gut feelings 80 objects is more than fine for small apps. I haven't profiled a large app yet. ........ r60648 | facundo.batista | 2008-02-07 20:06:52 +0100 (Thu, 07 Feb 2008) | 6 lines Fixes Issue 1401. When redirected, a possible POST get converted to GET, so it loses its payload. So, it also must lose the headers related to the payload (if it has no content any more, it shouldn't indicate content length and type). ........ r60649 | walter.doerwald | 2008-02-07 20:30:22 +0100 (Thu, 07 Feb 2008) | 3 lines Clarify that the output of TextCalendar.formatmonth() and TextCalendar.formatyear() for custom instances won't be influenced by calls to the module global setfirstweekday() function. Fixes #2018. ........ r60651 | walter.doerwald | 2008-02-07 20:48:34 +0100 (Thu, 07 Feb 2008) | 3 lines Fix documentation for Calendar.iterweekdays(): firstweekday is a property. Fixes second part of #2018. ........ r60653 | walter.doerwald | 2008-02-07 20:57:32 +0100 (Thu, 07 Feb 2008) | 2 lines Fix typo in docstring for Calendar.itermonthdays(). ........ r60655 | raymond.hettinger | 2008-02-07 21:04:37 +0100 (Thu, 07 Feb 2008) | 1 line The float conversion recipe is simpler in Py2.6 ........ r60657 | raymond.hettinger | 2008-02-07 21:10:49 +0100 (Thu, 07 Feb 2008) | 1 line Fix typo ........ r60660 | brett.cannon | 2008-02-07 23:27:10 +0100 (Thu, 07 Feb 2008) | 3 lines Make sure a switch statement does not have repetitive case statements. Error found through LLVM post-2.1 svn. ........ r60661 | christian.heimes | 2008-02-08 01:11:31 +0100 (Fri, 08 Feb 2008) | 1 line Deallocate content of the dict free list on interpreter shutdown ........ r60662 | christian.heimes | 2008-02-08 01:14:34 +0100 (Fri, 08 Feb 2008) | 1 line Use prefix decrement ........ r60663 | amaury.forgeotdarc | 2008-02-08 01:56:02 +0100 (Fri, 08 Feb 2008) | 5 lines issue 2045: Infinite recursion when printing a subclass of defaultdict, if default_factory is set to a bound method. Will backport. ........ r60667 | jeffrey.yasskin | 2008-02-08 07:45:40 +0100 (Fri, 08 Feb 2008) | 2 lines Oops! 2.6's Rational.__ne__ didn't work. ........ r60671 | hyeshik.chang | 2008-02-08 18:10:20 +0100 (Fri, 08 Feb 2008) | 2 lines Update big5hkscs codec to conform to the HKSCS:2004 revision. ........ r60673 | raymond.hettinger | 2008-02-08 23:30:04 +0100 (Fri, 08 Feb 2008) | 4 lines Remove unnecessary modulo division. The preceding test guarantees that 0 <= i < len. ........ r60674 | raymond.hettinger | 2008-02-09 00:02:27 +0100 (Sat, 09 Feb 2008) | 1 line Speed-up __iter__() mixin method. ........ r60675 | raymond.hettinger | 2008-02-09 00:34:21 +0100 (Sat, 09 Feb 2008) | 1 line Fill-in missing Set comparisons ........ r60677 | raymond.hettinger | 2008-02-09 00:57:06 +0100 (Sat, 09 Feb 2008) | 1 line Add advice on choosing between DictMixin and MutableMapping ........
1592 lines
56 KiB
ReStructuredText
1592 lines
56 KiB
ReStructuredText
|
|
:mod:`decimal` --- Decimal floating point arithmetic
|
|
====================================================
|
|
|
|
.. module:: decimal
|
|
:synopsis: Implementation of the General Decimal Arithmetic Specification.
|
|
|
|
.. moduleauthor:: Eric Price <eprice at tjhsst.edu>
|
|
.. moduleauthor:: Facundo Batista <facundo at taniquetil.com.ar>
|
|
.. moduleauthor:: Raymond Hettinger <python at rcn.com>
|
|
.. moduleauthor:: Aahz <aahz at pobox.com>
|
|
.. moduleauthor:: Tim Peters <tim.one at comcast.net>
|
|
.. sectionauthor:: Raymond D. Hettinger <python at rcn.com>
|
|
|
|
|
|
The :mod:`decimal` module provides support for decimal floating point
|
|
arithmetic. It offers several advantages over the :class:`float` datatype:
|
|
|
|
* Decimal numbers can be represented exactly. In contrast, numbers like
|
|
:const:`1.1` do not have an exact representation in binary floating point. End
|
|
users typically would not expect :const:`1.1` to display as
|
|
:const:`1.1000000000000001` as it does with binary floating point.
|
|
|
|
* The exactness carries over into arithmetic. In decimal floating point, ``0.1
|
|
+ 0.1 + 0.1 - 0.3`` is exactly equal to zero. In binary floating point, the result
|
|
is :const:`5.5511151231257827e-017`. While near to zero, the differences
|
|
prevent reliable equality testing and differences can accumulate. For this
|
|
reason, decimal would be preferred in accounting applications which have strict
|
|
equality invariants.
|
|
|
|
* The decimal module incorporates a notion of significant places so that ``1.30
|
|
+ 1.20`` is :const:`2.50`. The trailing zero is kept to indicate significance.
|
|
This is the customary presentation for monetary applications. For
|
|
multiplication, the "schoolbook" approach uses all the figures in the
|
|
multiplicands. For instance, ``1.3 * 1.2`` gives :const:`1.56` while ``1.30 *
|
|
1.20`` gives :const:`1.5600`.
|
|
|
|
* Unlike hardware based binary floating point, the decimal module has a user
|
|
alterable precision (defaulting to 28 places) which can be as large as needed for
|
|
a given problem::
|
|
|
|
>>> getcontext().prec = 6
|
|
>>> Decimal(1) / Decimal(7)
|
|
Decimal("0.142857")
|
|
>>> getcontext().prec = 28
|
|
>>> Decimal(1) / Decimal(7)
|
|
Decimal("0.1428571428571428571428571429")
|
|
|
|
* Both binary and decimal floating point are implemented in terms of published
|
|
standards. While the built-in float type exposes only a modest portion of its
|
|
capabilities, the decimal module exposes all required parts of the standard.
|
|
When needed, the programmer has full control over rounding and signal handling.
|
|
|
|
The module design is centered around three concepts: the decimal number, the
|
|
context for arithmetic, and signals.
|
|
|
|
A decimal number is immutable. It has a sign, coefficient digits, and an
|
|
exponent. To preserve significance, the coefficient digits do not truncate
|
|
trailing zeros. Decimals also include special values such as
|
|
:const:`Infinity`, :const:`-Infinity`, and :const:`NaN`. The standard also
|
|
differentiates :const:`-0` from :const:`+0`.
|
|
|
|
The context for arithmetic is an environment specifying precision, rounding
|
|
rules, limits on exponents, flags indicating the results of operations, and trap
|
|
enablers which determine whether signals are treated as exceptions. Rounding
|
|
options include :const:`ROUND_CEILING`, :const:`ROUND_DOWN`,
|
|
:const:`ROUND_FLOOR`, :const:`ROUND_HALF_DOWN`, :const:`ROUND_HALF_EVEN`,
|
|
:const:`ROUND_HALF_UP`, :const:`ROUND_UP`, and :const:`ROUND_05UP`.
|
|
|
|
Signals are groups of exceptional conditions arising during the course of
|
|
computation. Depending on the needs of the application, signals may be ignored,
|
|
considered as informational, or treated as exceptions. The signals in the
|
|
decimal module are: :const:`Clamped`, :const:`InvalidOperation`,
|
|
:const:`DivisionByZero`, :const:`Inexact`, :const:`Rounded`, :const:`Subnormal`,
|
|
:const:`Overflow`, and :const:`Underflow`.
|
|
|
|
For each signal there is a flag and a trap enabler. When a signal is
|
|
encountered, its flag is set to one, then, if the trap enabler is
|
|
set to one, an exception is raised. Flags are sticky, so the user needs to
|
|
reset them before monitoring a calculation.
|
|
|
|
|
|
.. seealso::
|
|
|
|
* IBM's General Decimal Arithmetic Specification, `The General Decimal Arithmetic
|
|
Specification <http://www2.hursley.ibm.com/decimal/decarith.html>`_.
|
|
|
|
* IEEE standard 854-1987, `Unofficial IEEE 854 Text
|
|
<http://754r.ucbtest.org/standards/854.pdf>`_.
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-tutorial:
|
|
|
|
Quick-start Tutorial
|
|
--------------------
|
|
|
|
The usual start to using decimals is importing the module, viewing the current
|
|
context with :func:`getcontext` and, if necessary, setting new values for
|
|
precision, rounding, or enabled traps::
|
|
|
|
>>> from decimal import *
|
|
>>> getcontext()
|
|
Context(prec=28, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
|
|
capitals=1, flags=[], traps=[Overflow, InvalidOperation,
|
|
DivisionByZero])
|
|
|
|
>>> getcontext().prec = 7 # Set a new precision
|
|
|
|
Decimal instances can be constructed from integers, strings, or tuples. To
|
|
create a Decimal from a :class:`float`, first convert it to a string. This
|
|
serves as an explicit reminder of the details of the conversion (including
|
|
representation error). Decimal numbers include special values such as
|
|
:const:`NaN` which stands for "Not a number", positive and negative
|
|
:const:`Infinity`, and :const:`-0`. ::
|
|
|
|
>>> Decimal(10)
|
|
Decimal("10")
|
|
>>> Decimal("3.14")
|
|
Decimal("3.14")
|
|
>>> Decimal((0, (3, 1, 4), -2))
|
|
Decimal("3.14")
|
|
>>> Decimal(str(2.0 ** 0.5))
|
|
Decimal("1.41421356237")
|
|
>>> Decimal(2) ** Decimal("0.5")
|
|
Decimal("1.414213562373095048801688724")
|
|
>>> Decimal("NaN")
|
|
Decimal("NaN")
|
|
>>> Decimal("-Infinity")
|
|
Decimal("-Infinity")
|
|
|
|
The significance of a new Decimal is determined solely by the number of digits
|
|
input. Context precision and rounding only come into play during arithmetic
|
|
operations. ::
|
|
|
|
>>> getcontext().prec = 6
|
|
>>> Decimal('3.0')
|
|
Decimal("3.0")
|
|
>>> Decimal('3.1415926535')
|
|
Decimal("3.1415926535")
|
|
>>> Decimal('3.1415926535') + Decimal('2.7182818285')
|
|
Decimal("5.85987")
|
|
>>> getcontext().rounding = ROUND_UP
|
|
>>> Decimal('3.1415926535') + Decimal('2.7182818285')
|
|
Decimal("5.85988")
|
|
|
|
Decimals interact well with much of the rest of Python. Here is a small decimal
|
|
floating point flying circus::
|
|
|
|
>>> data = map(Decimal, '1.34 1.87 3.45 2.35 1.00 0.03 9.25'.split())
|
|
>>> max(data)
|
|
Decimal("9.25")
|
|
>>> min(data)
|
|
Decimal("0.03")
|
|
>>> sorted(data)
|
|
[Decimal("0.03"), Decimal("1.00"), Decimal("1.34"), Decimal("1.87"),
|
|
Decimal("2.35"), Decimal("3.45"), Decimal("9.25")]
|
|
>>> sum(data)
|
|
Decimal("19.29")
|
|
>>> a,b,c = data[:3]
|
|
>>> str(a)
|
|
'1.34'
|
|
>>> float(a)
|
|
1.3400000000000001
|
|
>>> round(a, 1) # round() first converts to binary floating point
|
|
1.3
|
|
>>> int(a)
|
|
1
|
|
>>> a * 5
|
|
Decimal("6.70")
|
|
>>> a * b
|
|
Decimal("2.5058")
|
|
>>> c % a
|
|
Decimal("0.77")
|
|
|
|
And some mathematical functions are also available to Decimal::
|
|
|
|
>>> Decimal(2).sqrt()
|
|
Decimal("1.414213562373095048801688724")
|
|
>>> Decimal(1).exp()
|
|
Decimal("2.718281828459045235360287471")
|
|
>>> Decimal("10").ln()
|
|
Decimal("2.302585092994045684017991455")
|
|
>>> Decimal("10").log10()
|
|
Decimal("1")
|
|
|
|
The :meth:`quantize` method rounds a number to a fixed exponent. This method is
|
|
useful for monetary applications that often round results to a fixed number of
|
|
places::
|
|
|
|
>>> Decimal('7.325').quantize(Decimal('.01'), rounding=ROUND_DOWN)
|
|
Decimal("7.32")
|
|
>>> Decimal('7.325').quantize(Decimal('1.'), rounding=ROUND_UP)
|
|
Decimal("8")
|
|
|
|
As shown above, the :func:`getcontext` function accesses the current context and
|
|
allows the settings to be changed. This approach meets the needs of most
|
|
applications.
|
|
|
|
For more advanced work, it may be useful to create alternate contexts using the
|
|
Context() constructor. To make an alternate active, use the :func:`setcontext`
|
|
function.
|
|
|
|
In accordance with the standard, the :mod:`Decimal` module provides two ready to
|
|
use standard contexts, :const:`BasicContext` and :const:`ExtendedContext`. The
|
|
former is especially useful for debugging because many of the traps are
|
|
enabled::
|
|
|
|
>>> myothercontext = Context(prec=60, rounding=ROUND_HALF_DOWN)
|
|
>>> setcontext(myothercontext)
|
|
>>> Decimal(1) / Decimal(7)
|
|
Decimal("0.142857142857142857142857142857142857142857142857142857142857")
|
|
|
|
>>> ExtendedContext
|
|
Context(prec=9, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
|
|
capitals=1, flags=[], traps=[])
|
|
>>> setcontext(ExtendedContext)
|
|
>>> Decimal(1) / Decimal(7)
|
|
Decimal("0.142857143")
|
|
>>> Decimal(42) / Decimal(0)
|
|
Decimal("Infinity")
|
|
|
|
>>> setcontext(BasicContext)
|
|
>>> Decimal(42) / Decimal(0)
|
|
Traceback (most recent call last):
|
|
File "<pyshell#143>", line 1, in -toplevel-
|
|
Decimal(42) / Decimal(0)
|
|
DivisionByZero: x / 0
|
|
|
|
Contexts also have signal flags for monitoring exceptional conditions
|
|
encountered during computations. The flags remain set until explicitly cleared,
|
|
so it is best to clear the flags before each set of monitored computations by
|
|
using the :meth:`clear_flags` method. ::
|
|
|
|
>>> setcontext(ExtendedContext)
|
|
>>> getcontext().clear_flags()
|
|
>>> Decimal(355) / Decimal(113)
|
|
Decimal("3.14159292")
|
|
>>> getcontext()
|
|
Context(prec=9, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
|
|
capitals=1, flags=[Inexact, Rounded], traps=[])
|
|
|
|
The *flags* entry shows that the rational approximation to :const:`Pi` was
|
|
rounded (digits beyond the context precision were thrown away) and that the
|
|
result is inexact (some of the discarded digits were non-zero).
|
|
|
|
Individual traps are set using the dictionary in the :attr:`traps` field of a
|
|
context::
|
|
|
|
>>> Decimal(1) / Decimal(0)
|
|
Decimal("Infinity")
|
|
>>> getcontext().traps[DivisionByZero] = 1
|
|
>>> Decimal(1) / Decimal(0)
|
|
Traceback (most recent call last):
|
|
File "<pyshell#112>", line 1, in -toplevel-
|
|
Decimal(1) / Decimal(0)
|
|
DivisionByZero: x / 0
|
|
|
|
Most programs adjust the current context only once, at the beginning of the
|
|
program. And, in many applications, data is converted to :class:`Decimal` with
|
|
a single cast inside a loop. With context set and decimals created, the bulk of
|
|
the program manipulates the data no differently than with other Python numeric
|
|
types.
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-decimal:
|
|
|
|
Decimal objects
|
|
---------------
|
|
|
|
|
|
.. class:: Decimal([value [, context]])
|
|
|
|
Construct a new :class:`Decimal` object based from *value*.
|
|
|
|
*value* can be an integer, string, tuple, or another :class:`Decimal`
|
|
object. If no *value* is given, returns ``Decimal("0")``. If *value* is a
|
|
string, it should conform to the decimal numeric string syntax after leading
|
|
and trailing whitespace characters are removed::
|
|
|
|
sign ::= '+' | '-'
|
|
digit ::= '0' | '1' | '2' | '3' | '4' | '5' | '6' | '7' | '8' | '9'
|
|
indicator ::= 'e' | 'E'
|
|
digits ::= digit [digit]...
|
|
decimal-part ::= digits '.' [digits] | ['.'] digits
|
|
exponent-part ::= indicator [sign] digits
|
|
infinity ::= 'Infinity' | 'Inf'
|
|
nan ::= 'NaN' [digits] | 'sNaN' [digits]
|
|
numeric-value ::= decimal-part [exponent-part] | infinity
|
|
numeric-string ::= [sign] numeric-value | [sign] nan
|
|
|
|
If *value* is a :class:`tuple`, it should have three components, a sign
|
|
(:const:`0` for positive or :const:`1` for negative), a :class:`tuple` of
|
|
digits, and an integer exponent. For example, ``Decimal((0, (1, 4, 1, 4), -3))``
|
|
returns ``Decimal("1.414")``.
|
|
|
|
The *context* precision does not affect how many digits are stored. That is
|
|
determined exclusively by the number of digits in *value*. For example,
|
|
``Decimal("3.00000")`` records all five zeros even if the context precision is
|
|
only three.
|
|
|
|
The purpose of the *context* argument is determining what to do if *value* is a
|
|
malformed string. If the context traps :const:`InvalidOperation`, an exception
|
|
is raised; otherwise, the constructor returns a new Decimal with the value of
|
|
:const:`NaN`.
|
|
|
|
Once constructed, :class:`Decimal` objects are immutable.
|
|
|
|
.. versionchanged:: 2.6
|
|
leading and trailing whitespace characters are permitted when
|
|
creating a Decimal instance from a string.
|
|
|
|
Decimal floating point objects share many properties with the other built-in
|
|
numeric types such as :class:`float` and :class:`int`. All of the usual math
|
|
operations and special methods apply. Likewise, decimal objects can be copied,
|
|
pickled, printed, used as dictionary keys, used as set elements, compared,
|
|
sorted, and converted to another type (such as :class:`float` or :class:`int`).
|
|
|
|
In addition to the standard numeric properties, decimal floating point objects
|
|
also have a number of specialized methods:
|
|
|
|
|
|
.. method:: Decimal.adjusted()
|
|
|
|
Return the adjusted exponent after shifting out the coefficient's rightmost
|
|
digits until only the lead digit remains: ``Decimal("321e+5").adjusted()``
|
|
returns seven. Used for determining the position of the most significant digit
|
|
with respect to the decimal point.
|
|
|
|
|
|
.. method:: Decimal.as_tuple()
|
|
|
|
Return a :term:`named tuple` representation of the number:
|
|
``DecimalTuple(sign, digits, exponent)``.
|
|
|
|
.. versionchanged:: 2.6
|
|
Use a named tuple.
|
|
|
|
|
|
.. method:: Decimal.canonical()
|
|
|
|
Return the canonical encoding of the argument. Currently, the
|
|
encoding of a :class:`Decimal` instance is always canonical, so
|
|
this operation returns its argument unchanged.
|
|
|
|
|
|
.. method:: Decimal.compare(other[, context])
|
|
|
|
Compare the values of two Decimal instances. This operation
|
|
behaves in the same way as the usual comparison method
|
|
:meth:`__cmp__`, except that :meth:`compare` returns a Decimal
|
|
instance rather than an integer, and if either operand is a NaN
|
|
then the result is a NaN::
|
|
|
|
a or b is a NaN ==> Decimal("NaN")
|
|
a < b ==> Decimal("-1")
|
|
a == b ==> Decimal("0")
|
|
a > b ==> Decimal("1")
|
|
|
|
.. method:: Decimal.compare_signal(other[, context])
|
|
|
|
This operation is identical to the :meth:`compare` method, except
|
|
that all NaNs signal. That is, if neither operand is a signaling
|
|
NaN then any quiet NaN operand is treated as though it were a
|
|
signaling NaN.
|
|
|
|
|
|
.. method:: Decimal.compare_total(other)
|
|
|
|
Compare two operands using their abstract representation rather
|
|
than their numerical value. Similar to the :meth:`compare` method,
|
|
but the result gives a total ordering on :class:`Decimal`
|
|
instances. Two :class:`Decimal` instances with the same numeric
|
|
value but different representations compare unequal in this
|
|
ordering::
|
|
|
|
>>> Decimal("12.0").compare_total(Decimal("12"))
|
|
Decimal("-1")
|
|
|
|
Quiet and signaling NaNs are also included in the total ordering.
|
|
The result of this function is ``Decimal("0")`` if both operands
|
|
have the same representation, ``Decimal("-1")`` if the first
|
|
operand is lower in the total order than the second, and
|
|
``Decimal("1")`` if the first operand is higher in the total order
|
|
than the second operand. See the specification for details of the
|
|
total order.
|
|
|
|
|
|
.. method:: Decimal.compare_total_mag(other)
|
|
|
|
Compare two operands using their abstract representation rather
|
|
than their value as in :meth:`compare_total`, but ignoring the sign
|
|
of each operand. ``x.compare_total_mag(y)`` is equivalent to
|
|
``x.copy_abs().compare_total(y.copy_abs())``.
|
|
|
|
|
|
.. method:: Decimal.copy_abs()
|
|
|
|
Return the absolute value of the argument. This operation is
|
|
unaffected by the context and is quiet: no flags are changed and no
|
|
rounding is performed.
|
|
|
|
|
|
.. method:: Decimal.copy_negate()
|
|
|
|
Return the negation of the argument. This operation is unaffected
|
|
by the context and is quiet: no flags are changed and no rounding
|
|
is performed.
|
|
|
|
|
|
.. method:: Decimal.copy_sign(other)
|
|
|
|
Return a copy of the first operand with the sign set to be the
|
|
same as the sign of the second operand. For example::
|
|
|
|
>>> Decimal("2.3").copy_sign(Decimal("-1.5"))
|
|
Decimal("-2.3")
|
|
|
|
This operation is unaffected by the context and is quiet: no flags
|
|
are changed and no rounding is performed.
|
|
|
|
|
|
.. method:: Decimal.exp([context])
|
|
|
|
Return the value of the (natural) exponential function ``e**x`` at the
|
|
given number. The result is correctly rounded using the
|
|
:const:`ROUND_HALF_EVEN` rounding mode.
|
|
|
|
>>> Decimal(1).exp()
|
|
Decimal("2.718281828459045235360287471")
|
|
>>> Decimal(321).exp()
|
|
Decimal("2.561702493119680037517373933E+139")
|
|
|
|
|
|
.. method:: Decimal.fma(other, third[, context])
|
|
|
|
Fused multiply-add. Return self*other+third with no rounding of
|
|
the intermediate product self*other.
|
|
|
|
>>> Decimal(2).fma(3, 5)
|
|
Decimal("11")
|
|
|
|
|
|
.. method:: Decimal.is_canonical()
|
|
|
|
Return :const:`True` if the argument is canonical and
|
|
:const:`False` otherwise. Currently, a :class:`Decimal` instance
|
|
is always canonical, so this operation always returns
|
|
:const:`True`.
|
|
|
|
|
|
.. method:: is_finite()
|
|
|
|
Return :const:`True` if the argument is a finite number, and
|
|
:const:`False` if the argument is an infinity or a NaN.
|
|
|
|
|
|
.. method:: is_infinite()
|
|
|
|
Return :const:`True` if the argument is either positive or
|
|
negative infinity and :const:`False` otherwise.
|
|
|
|
|
|
.. method:: is_nan()
|
|
|
|
Return :const:`True` if the argument is a (quiet or signaling)
|
|
NaN and :const:`False` otherwise.
|
|
|
|
|
|
.. method:: is_normal()
|
|
|
|
Return :const:`True` if the argument is a *normal* finite number.
|
|
Return :const:`False` if the argument is zero, subnormal, infinite
|
|
or a NaN.
|
|
|
|
|
|
.. method:: is_qnan()
|
|
|
|
Return :const:`True` if the argument is a quiet NaN, and
|
|
:const:`False` otherwise.
|
|
|
|
|
|
.. method:: is_signed()
|
|
|
|
Return :const:`True` if the argument has a negative sign and
|
|
:const:`False` otherwise. Note that zeros and NaNs can both carry
|
|
signs.
|
|
|
|
|
|
.. method:: is_snan()
|
|
|
|
Return :const:`True` if the argument is a signaling NaN and
|
|
:const:`False` otherwise.
|
|
|
|
|
|
.. method:: is_subnormal()
|
|
|
|
Return :const:`True` if the argument is subnormal, and
|
|
:const:`False` otherwise.
|
|
|
|
|
|
.. method:: is_zero()
|
|
|
|
Return :const:`True` if the argument is a (positive or negative)
|
|
zero and :const:`False` otherwise.
|
|
|
|
|
|
.. method:: Decimal.ln([context])
|
|
|
|
Return the natural (base e) logarithm of the operand. The result
|
|
is correctly rounded using the :const:`ROUND_HALF_EVEN` rounding
|
|
mode.
|
|
|
|
|
|
.. method:: Decimal.log10([context])
|
|
|
|
Return the base ten logarithm of the operand. The result is
|
|
correctly rounded using the :const:`ROUND_HALF_EVEN` rounding mode.
|
|
|
|
|
|
.. method:: Decimal.logb([context])
|
|
|
|
For a nonzero number, return the adjusted exponent of its operand
|
|
as a :class:`Decimal` instance. If the operand is a zero then
|
|
``Decimal("-Infinity")`` is returned and the
|
|
:const:`DivisionByZero` flag is raised. If the operand is an
|
|
infinity then ``Decimal("Infinity")`` is returned.
|
|
|
|
|
|
.. method:: Decimal.logical_and(other[, context])
|
|
|
|
:meth:`logical_and` is a logical operation which takes two
|
|
*logical operands* (see :ref:`logical_operands_label`). The result
|
|
is the digit-wise ``and`` of the two operands.
|
|
|
|
|
|
.. method:: Decimal.logical_invert(other[, context])
|
|
|
|
:meth:`logical_invert` is a logical operation. The argument must
|
|
be a *logical operand* (see :ref:`logical_operands_label`). The
|
|
result is the digit-wise inversion of the operand.
|
|
|
|
|
|
.. method:: Decimal.logical_or(other[, context])
|
|
|
|
:meth:`logical_or` is a logical operation which takes two *logical
|
|
operands* (see :ref:`logical_operands_label`). The result is the
|
|
digit-wise ``or`` of the two operands.
|
|
|
|
|
|
.. method:: Decimal.logical_xor(other[, context])
|
|
|
|
:meth:`logical_xor` is a logical operation which takes two
|
|
*logical operands* (see :ref:`logical_operands_label`). The result
|
|
is the digit-wise exclusive or of the two operands.
|
|
|
|
|
|
.. method:: Decimal.max(other[, context])
|
|
|
|
Like ``max(self, other)`` except that the context rounding rule is applied
|
|
before returning and that :const:`NaN` values are either signaled or ignored
|
|
(depending on the context and whether they are signaling or quiet).
|
|
|
|
|
|
.. method:: Decimal.max_mag(other[, context])
|
|
|
|
Similar to the :meth:`max` method, but the comparison is done using
|
|
the absolute values of the operands.
|
|
|
|
|
|
.. method:: Decimal.min(other[, context])
|
|
|
|
Like ``min(self, other)`` except that the context rounding rule is applied
|
|
before returning and that :const:`NaN` values are either signaled or ignored
|
|
(depending on the context and whether they are signaling or quiet).
|
|
|
|
.. method:: Decimal.min_mag(other[, context])
|
|
|
|
Similar to the :meth:`min` method, but the comparison is done using
|
|
the absolute values of the operands.
|
|
|
|
|
|
.. method:: Decimal.next_minus([context])
|
|
|
|
Return the largest number representable in the given context (or
|
|
in the current thread's context if no context is given) that is smaller
|
|
than the given operand.
|
|
|
|
|
|
.. method:: Decimal.next_plus([context])
|
|
|
|
Return the smallest number representable in the given context (or
|
|
in the current thread's context if no context is given) that is
|
|
larger than the given operand.
|
|
|
|
|
|
.. method:: Decimal.next_toward(other[, context])
|
|
|
|
If the two operands are unequal, return the number closest to the
|
|
first operand in the direction of the second operand. If both
|
|
operands are numerically equal, return a copy of the first operand
|
|
with the sign set to be the same as the sign of the second operand.
|
|
|
|
|
|
.. method:: Decimal.normalize([context])
|
|
|
|
Normalize the number by stripping the rightmost trailing zeros and converting
|
|
any result equal to :const:`Decimal("0")` to :const:`Decimal("0e0")`. Used for
|
|
producing canonical values for members of an equivalence class. For example,
|
|
``Decimal("32.100")`` and ``Decimal("0.321000e+2")`` both normalize to the
|
|
equivalent value ``Decimal("32.1")``.
|
|
|
|
|
|
.. method:: Decimal.number_class([context])
|
|
|
|
Return a string describing the *class* of the operand. The
|
|
returned value is one of the following ten strings.
|
|
|
|
* ``"-Infinity"``, indicating that the operand is negative infinity.
|
|
* ``"-Normal"``, indicating that the operand is a negative normal number.
|
|
* ``"-Subnormal"``, indicating that the operand is negative and subnormal.
|
|
* ``"-Zero"``, indicating that the operand is a negative zero.
|
|
* ``"+Zero"``, indicating that the operand is a positive zero.
|
|
* ``"+Subnormal"``, indicating that the operand is positive and subnormal.
|
|
* ``"+Normal"``, indicating that the operand is a positive normal number.
|
|
* ``"+Infinity"``, indicating that the operand is positive infinity.
|
|
* ``"NaN"``, indicating that the operand is a quiet NaN (Not a Number).
|
|
* ``"sNaN"``, indicating that the operand is a signaling NaN.
|
|
|
|
|
|
.. method:: Decimal.quantize(exp[, rounding[, context[, watchexp]]])
|
|
|
|
Return a value equal to the first operand after rounding and
|
|
having the exponent of the second operand.
|
|
|
|
>>> Decimal("1.41421356").quantize(Decimal("1.000"))
|
|
Decimal("1.414")
|
|
|
|
Unlike other operations, if the length of the coefficient after the
|
|
quantize operation would be greater than precision, then an
|
|
:const:`InvalidOperation` is signaled. This guarantees that, unless
|
|
there is an error condition, the quantized exponent is always equal
|
|
to that of the right-hand operand.
|
|
|
|
Also unlike other operations, quantize never signals Underflow,
|
|
even if the result is subnormal and inexact.
|
|
|
|
If the exponent of the second operand is larger than that of the
|
|
first then rounding may be necessary. In this case, the rounding
|
|
mode is determined by the ``rounding`` argument if given, else by
|
|
the given ``context`` argument; if neither argument is given the
|
|
rounding mode of the current thread's context is used.
|
|
|
|
If *watchexp* is set (default), then an error is returned whenever the
|
|
resulting exponent is greater than :attr:`Emax` or less than :attr:`Etiny`.
|
|
|
|
.. method:: Decimal.radix()
|
|
|
|
Return ``Decimal(10)``, the radix (base) in which the
|
|
:class:`Decimal` class does all its arithmetic. Included for
|
|
compatibility with the specification.
|
|
|
|
|
|
.. method:: Decimal.remainder_near(other[, context])
|
|
|
|
Compute the modulo as either a positive or negative value depending on which is
|
|
closest to zero. For instance, ``Decimal(10).remainder_near(6)`` returns
|
|
``Decimal("-2")`` which is closer to zero than ``Decimal("4")``.
|
|
|
|
If both are equally close, the one chosen will have the same sign as *self*.
|
|
|
|
.. method:: Decimal.rotate(other[, context])
|
|
|
|
Return the result of rotating the digits of the first operand by
|
|
an amount specified by the second operand. The second operand
|
|
must be an integer in the range -precision through precision. The
|
|
absolute value of the second operand gives the number of places to
|
|
rotate. If the second operand is positive then rotation is to the
|
|
left; otherwise rotation is to the right. The coefficient of the
|
|
first operand is padded on the left with zeros to length precision
|
|
if necessary. The sign and exponent of the first operand are
|
|
unchanged.
|
|
|
|
|
|
.. method:: Decimal.same_quantum(other[, context])
|
|
|
|
Test whether self and other have the same exponent or whether both are
|
|
:const:`NaN`.
|
|
|
|
.. method:: Decimal.scaleb(other[, context])
|
|
|
|
Return the first operand with exponent adjusted by the second.
|
|
Equivalently, return the first operand multiplied by ``10**other``.
|
|
The second operand must be an integer.
|
|
|
|
|
|
.. method:: Decimal.shift(other[, context])
|
|
|
|
Return the result of shifting the digits of the first operand by
|
|
an amount specified by the second operand. The second operand must
|
|
be an integer in the range -precision through precision. The
|
|
absolute value of the second operand gives the number of places to
|
|
shift. If the second operand is positive then the shift is to the
|
|
left; otherwise the shift is to the right. Digits shifted into the
|
|
coefficient are zeros. The sign and exponent of the first operand
|
|
are unchanged.
|
|
|
|
|
|
.. method:: Decimal.sqrt([context])
|
|
|
|
Return the square root of the argument to full precision.
|
|
|
|
|
|
.. method:: Decimal.to_eng_string([context])
|
|
|
|
Convert to an engineering-type string.
|
|
|
|
Engineering notation has an exponent which is a multiple of 3, so there are up
|
|
to 3 digits left of the decimal place. For example, converts
|
|
``Decimal('123E+1')`` to ``Decimal("1.23E+3")``
|
|
|
|
.. method:: Decimal.to_integral([rounding[, context]])
|
|
|
|
Identical to the :meth:`to_integral_value` method. The ``to_integral``
|
|
name has been kept for compatibility with older versions.
|
|
|
|
.. method:: Decimal.to_integral_exact([rounding[, context]])
|
|
|
|
Round to the nearest integer, signaling
|
|
:const:`Inexact` or :const:`Rounded` as appropriate if rounding
|
|
occurs. The rounding mode is determined by the ``rounding``
|
|
parameter if given, else by the given ``context``. If neither
|
|
parameter is given then the rounding mode of the current context is
|
|
used.
|
|
|
|
|
|
.. method:: Decimal.to_integral_value([rounding[, context]])
|
|
|
|
Round to the nearest integer without signaling :const:`Inexact` or
|
|
:const:`Rounded`. If given, applies *rounding*; otherwise, uses the rounding
|
|
method in either the supplied *context* or the current context.
|
|
|
|
|
|
.. method:: Decimal.trim()
|
|
|
|
Return the decimal with *insignificant* trailing zeros removed.
|
|
Here, a trailing zero is considered insignificant either if it
|
|
follows the decimal point, or if the exponent of the argument (that
|
|
is, the last element of the :meth:`as_tuple` representation) is
|
|
positive.
|
|
|
|
|
|
.. _logical_operands_label:
|
|
|
|
Logical operands
|
|
^^^^^^^^^^^^^^^^
|
|
|
|
The :meth:`logical_and`, :meth:`logical_invert`, :meth:`logical_or`,
|
|
and :meth:`logical_xor` methods expect their arguments to be *logical
|
|
operands*. A *logical operand* is a :class:`Decimal` instance whose
|
|
exponent and sign are both zero, and whose digits are all either
|
|
:const:`0` or :const:`1`.
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-context:
|
|
|
|
Context objects
|
|
---------------
|
|
|
|
Contexts are environments for arithmetic operations. They govern precision, set
|
|
rules for rounding, determine which signals are treated as exceptions, and limit
|
|
the range for exponents.
|
|
|
|
Each thread has its own current context which is accessed or changed using the
|
|
:func:`getcontext` and :func:`setcontext` functions:
|
|
|
|
|
|
.. function:: getcontext()
|
|
|
|
Return the current context for the active thread.
|
|
|
|
|
|
.. function:: setcontext(c)
|
|
|
|
Set the current context for the active thread to *c*.
|
|
|
|
Beginning with Python 2.5, you can also use the :keyword:`with` statement and
|
|
the :func:`localcontext` function to temporarily change the active context.
|
|
|
|
|
|
.. function:: localcontext([c])
|
|
|
|
Return a context manager that will set the current context for the active thread
|
|
to a copy of *c* on entry to the with-statement and restore the previous context
|
|
when exiting the with-statement. If no context is specified, a copy of the
|
|
current context is used.
|
|
|
|
For example, the following code sets the current decimal precision to 42 places,
|
|
performs a calculation, and then automatically restores the previous context::
|
|
|
|
from decimal import localcontext
|
|
|
|
with localcontext() as ctx:
|
|
ctx.prec = 42 # Perform a high precision calculation
|
|
s = calculate_something()
|
|
s = +s # Round the final result back to the default precision
|
|
|
|
New contexts can also be created using the :class:`Context` constructor
|
|
described below. In addition, the module provides three pre-made contexts:
|
|
|
|
|
|
.. class:: BasicContext
|
|
|
|
This is a standard context defined by the General Decimal Arithmetic
|
|
Specification. Precision is set to nine. Rounding is set to
|
|
:const:`ROUND_HALF_UP`. All flags are cleared. All traps are enabled (treated
|
|
as exceptions) except :const:`Inexact`, :const:`Rounded`, and
|
|
:const:`Subnormal`.
|
|
|
|
Because many of the traps are enabled, this context is useful for debugging.
|
|
|
|
|
|
.. class:: ExtendedContext
|
|
|
|
This is a standard context defined by the General Decimal Arithmetic
|
|
Specification. Precision is set to nine. Rounding is set to
|
|
:const:`ROUND_HALF_EVEN`. All flags are cleared. No traps are enabled (so that
|
|
exceptions are not raised during computations).
|
|
|
|
Because the trapped are disabled, this context is useful for applications that
|
|
prefer to have result value of :const:`NaN` or :const:`Infinity` instead of
|
|
raising exceptions. This allows an application to complete a run in the
|
|
presence of conditions that would otherwise halt the program.
|
|
|
|
|
|
.. class:: DefaultContext
|
|
|
|
This context is used by the :class:`Context` constructor as a prototype for new
|
|
contexts. Changing a field (such a precision) has the effect of changing the
|
|
default for new contexts creating by the :class:`Context` constructor.
|
|
|
|
This context is most useful in multi-threaded environments. Changing one of the
|
|
fields before threads are started has the effect of setting system-wide
|
|
defaults. Changing the fields after threads have started is not recommended as
|
|
it would require thread synchronization to prevent race conditions.
|
|
|
|
In single threaded environments, it is preferable to not use this context at
|
|
all. Instead, simply create contexts explicitly as described below.
|
|
|
|
The default values are precision=28, rounding=ROUND_HALF_EVEN, and enabled traps
|
|
for Overflow, InvalidOperation, and DivisionByZero.
|
|
|
|
In addition to the three supplied contexts, new contexts can be created with the
|
|
:class:`Context` constructor.
|
|
|
|
|
|
.. class:: Context(prec=None, rounding=None, traps=None, flags=None, Emin=None, Emax=None, capitals=1)
|
|
|
|
Creates a new context. If a field is not specified or is :const:`None`, the
|
|
default values are copied from the :const:`DefaultContext`. If the *flags*
|
|
field is not specified or is :const:`None`, all flags are cleared.
|
|
|
|
The *prec* field is a positive integer that sets the precision for arithmetic
|
|
operations in the context.
|
|
|
|
The *rounding* option is one of:
|
|
|
|
* :const:`ROUND_CEILING` (towards :const:`Infinity`),
|
|
* :const:`ROUND_DOWN` (towards zero),
|
|
* :const:`ROUND_FLOOR` (towards :const:`-Infinity`),
|
|
* :const:`ROUND_HALF_DOWN` (to nearest with ties going towards zero),
|
|
* :const:`ROUND_HALF_EVEN` (to nearest with ties going to nearest even integer),
|
|
* :const:`ROUND_HALF_UP` (to nearest with ties going away from zero), or
|
|
* :const:`ROUND_UP` (away from zero).
|
|
* :const:`ROUND_05UP` (away from zero if last digit after rounding towards zero
|
|
would have been 0 or 5; otherwise towards zero)
|
|
|
|
The *traps* and *flags* fields list any signals to be set. Generally, new
|
|
contexts should only set traps and leave the flags clear.
|
|
|
|
The *Emin* and *Emax* fields are integers specifying the outer limits allowable
|
|
for exponents.
|
|
|
|
The *capitals* field is either :const:`0` or :const:`1` (the default). If set to
|
|
:const:`1`, exponents are printed with a capital :const:`E`; otherwise, a
|
|
lowercase :const:`e` is used: :const:`Decimal('6.02e+23')`.
|
|
|
|
|
|
The :class:`Context` class defines several general purpose methods as
|
|
well as a large number of methods for doing arithmetic directly in a
|
|
given context. In addition, for each of the :class:`Decimal` methods
|
|
described above (with the exception of the :meth:`adjusted` and
|
|
:meth:`as_tuple` methods) there is a corresponding :class:`Context`
|
|
method. For example, ``C.exp(x)`` is equivalent to
|
|
``x.exp(context=C)``.
|
|
|
|
.. method:: Context.clear_flags()
|
|
|
|
Resets all of the flags to :const:`0`.
|
|
|
|
|
|
.. method:: Context.copy()
|
|
|
|
Return a duplicate of the context.
|
|
|
|
.. method:: Context.copy_decimal(num)
|
|
|
|
Return a copy of the Decimal instance num.
|
|
|
|
.. method:: Context.create_decimal(num)
|
|
|
|
Creates a new Decimal instance from *num* but using *self* as context. Unlike
|
|
the :class:`Decimal` constructor, the context precision, rounding method, flags,
|
|
and traps are applied to the conversion.
|
|
|
|
This is useful because constants are often given to a greater precision than is
|
|
needed by the application. Another benefit is that rounding immediately
|
|
eliminates unintended effects from digits beyond the current precision. In the
|
|
following example, using unrounded inputs means that adding zero to a sum can
|
|
change the result::
|
|
|
|
>>> getcontext().prec = 3
|
|
>>> Decimal("3.4445") + Decimal("1.0023")
|
|
Decimal("4.45")
|
|
>>> Decimal("3.4445") + Decimal(0) + Decimal("1.0023")
|
|
Decimal("4.44")
|
|
|
|
This method implements the to-number operation of the IBM
|
|
specification. If the argument is a string, no leading or trailing
|
|
whitespace is permitted.
|
|
|
|
.. method:: Context.Etiny()
|
|
|
|
Returns a value equal to ``Emin - prec + 1`` which is the minimum exponent value
|
|
for subnormal results. When underflow occurs, the exponent is set to
|
|
:const:`Etiny`.
|
|
|
|
|
|
.. method:: Context.Etop()
|
|
|
|
Returns a value equal to ``Emax - prec + 1``.
|
|
|
|
The usual approach to working with decimals is to create :class:`Decimal`
|
|
instances and then apply arithmetic operations which take place within the
|
|
current context for the active thread. An alternative approach is to use context
|
|
methods for calculating within a specific context. The methods are similar to
|
|
those for the :class:`Decimal` class and are only briefly recounted here.
|
|
|
|
|
|
.. method:: Context.abs(x)
|
|
|
|
Returns the absolute value of *x*.
|
|
|
|
|
|
.. method:: Context.add(x, y)
|
|
|
|
Return the sum of *x* and *y*.
|
|
|
|
|
|
.. method:: Context.divide(x, y)
|
|
|
|
Return *x* divided by *y*.
|
|
|
|
|
|
.. method:: Context.divide_int(x, y)
|
|
|
|
Return *x* divided by *y*, truncated to an integer.
|
|
|
|
|
|
.. method:: Context.divmod(x, y)
|
|
|
|
Divides two numbers and returns the integer part of the result.
|
|
|
|
|
|
.. method:: Context.minus(x)
|
|
|
|
Minus corresponds to the unary prefix minus operator in Python.
|
|
|
|
|
|
.. method:: Context.multiply(x, y)
|
|
|
|
Return the product of *x* and *y*.
|
|
|
|
|
|
.. method:: Context.plus(x)
|
|
|
|
Plus corresponds to the unary prefix plus operator in Python. This operation
|
|
applies the context precision and rounding, so it is *not* an identity
|
|
operation.
|
|
|
|
|
|
.. method:: Context.power(x, y[, modulo])
|
|
|
|
Return ``x`` to the power of ``y``, reduced modulo ``modulo`` if
|
|
given.
|
|
|
|
With two arguments, compute ``x**y``. If ``x`` is negative then
|
|
``y`` must be integral. The result will be inexact unless ``y`` is
|
|
integral and the result is finite and can be expressed exactly in
|
|
'precision' digits. The result should always be correctly rounded,
|
|
using the rounding mode of the current thread's context.
|
|
|
|
With three arguments, compute ``(x**y) % modulo``. For the three
|
|
argument form, the following restrictions on the arguments hold:
|
|
|
|
- all three arguments must be integral
|
|
- ``y`` must be nonnegative
|
|
- at least one of ``x`` or ``y`` must be nonzero
|
|
- ``modulo`` must be nonzero and have at most 'precision' digits
|
|
|
|
The result of ``Context.power(x, y, modulo)`` is identical to
|
|
the result that would be obtained by computing ``(x**y) %
|
|
modulo`` with unbounded precision, but is computed more
|
|
efficiently. It is always exact.
|
|
|
|
|
|
.. method:: Context.remainder(x, y)
|
|
|
|
Returns the remainder from integer division.
|
|
|
|
The sign of the result, if non-zero, is the same as that of the original
|
|
dividend.
|
|
|
|
.. method:: Context.subtract(x, y)
|
|
|
|
Return the difference between *x* and *y*.
|
|
|
|
.. method:: Context.to_sci_string(x)
|
|
|
|
Converts a number to a string using scientific notation.
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-signals:
|
|
|
|
Signals
|
|
-------
|
|
|
|
Signals represent conditions that arise during computation. Each corresponds to
|
|
one context flag and one context trap enabler.
|
|
|
|
The context flag is set whenever the condition is encountered. After the
|
|
computation, flags may be checked for informational purposes (for instance, to
|
|
determine whether a computation was exact). After checking the flags, be sure to
|
|
clear all flags before starting the next computation.
|
|
|
|
If the context's trap enabler is set for the signal, then the condition causes a
|
|
Python exception to be raised. For example, if the :class:`DivisionByZero` trap
|
|
is set, then a :exc:`DivisionByZero` exception is raised upon encountering the
|
|
condition.
|
|
|
|
|
|
.. class:: Clamped
|
|
|
|
Altered an exponent to fit representation constraints.
|
|
|
|
Typically, clamping occurs when an exponent falls outside the context's
|
|
:attr:`Emin` and :attr:`Emax` limits. If possible, the exponent is reduced to
|
|
fit by adding zeros to the coefficient.
|
|
|
|
|
|
.. class:: DecimalException
|
|
|
|
Base class for other signals and a subclass of :exc:`ArithmeticError`.
|
|
|
|
|
|
.. class:: DivisionByZero
|
|
|
|
Signals the division of a non-infinite number by zero.
|
|
|
|
Can occur with division, modulo division, or when raising a number to a negative
|
|
power. If this signal is not trapped, returns :const:`Infinity` or
|
|
:const:`-Infinity` with the sign determined by the inputs to the calculation.
|
|
|
|
|
|
.. class:: Inexact
|
|
|
|
Indicates that rounding occurred and the result is not exact.
|
|
|
|
Signals when non-zero digits were discarded during rounding. The rounded result
|
|
is returned. The signal flag or trap is used to detect when results are
|
|
inexact.
|
|
|
|
|
|
.. class:: InvalidOperation
|
|
|
|
An invalid operation was performed.
|
|
|
|
Indicates that an operation was requested that does not make sense. If not
|
|
trapped, returns :const:`NaN`. Possible causes include::
|
|
|
|
Infinity - Infinity
|
|
0 * Infinity
|
|
Infinity / Infinity
|
|
x % 0
|
|
Infinity % x
|
|
x._rescale( non-integer )
|
|
sqrt(-x) and x > 0
|
|
0 ** 0
|
|
x ** (non-integer)
|
|
x ** Infinity
|
|
|
|
|
|
.. class:: Overflow
|
|
|
|
Numerical overflow.
|
|
|
|
Indicates the exponent is larger than :attr:`Emax` after rounding has occurred.
|
|
If not trapped, the result depends on the rounding mode, either pulling inward
|
|
to the largest representable finite number or rounding outward to
|
|
:const:`Infinity`. In either case, :class:`Inexact` and :class:`Rounded` are
|
|
also signaled.
|
|
|
|
|
|
.. class:: Rounded
|
|
|
|
Rounding occurred though possibly no information was lost.
|
|
|
|
Signaled whenever rounding discards digits; even if those digits are zero (such
|
|
as rounding :const:`5.00` to :const:`5.0`). If not trapped, returns the result
|
|
unchanged. This signal is used to detect loss of significant digits.
|
|
|
|
|
|
.. class:: Subnormal
|
|
|
|
Exponent was lower than :attr:`Emin` prior to rounding.
|
|
|
|
Occurs when an operation result is subnormal (the exponent is too small). If not
|
|
trapped, returns the result unchanged.
|
|
|
|
|
|
.. class:: Underflow
|
|
|
|
Numerical underflow with result rounded to zero.
|
|
|
|
Occurs when a subnormal result is pushed to zero by rounding. :class:`Inexact`
|
|
and :class:`Subnormal` are also signaled.
|
|
|
|
The following table summarizes the hierarchy of signals::
|
|
|
|
exceptions.ArithmeticError(exceptions.Exception)
|
|
DecimalException
|
|
Clamped
|
|
DivisionByZero(DecimalException, exceptions.ZeroDivisionError)
|
|
Inexact
|
|
Overflow(Inexact, Rounded)
|
|
Underflow(Inexact, Rounded, Subnormal)
|
|
InvalidOperation
|
|
Rounded
|
|
Subnormal
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-notes:
|
|
|
|
Floating Point Notes
|
|
--------------------
|
|
|
|
|
|
Mitigating round-off error with increased precision
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
|
|
|
The use of decimal floating point eliminates decimal representation error
|
|
(making it possible to represent :const:`0.1` exactly); however, some operations
|
|
can still incur round-off error when non-zero digits exceed the fixed precision.
|
|
|
|
The effects of round-off error can be amplified by the addition or subtraction
|
|
of nearly offsetting quantities resulting in loss of significance. Knuth
|
|
provides two instructive examples where rounded floating point arithmetic with
|
|
insufficient precision causes the breakdown of the associative and distributive
|
|
properties of addition::
|
|
|
|
# Examples from Seminumerical Algorithms, Section 4.2.2.
|
|
>>> from decimal import Decimal, getcontext
|
|
>>> getcontext().prec = 8
|
|
|
|
>>> u, v, w = Decimal(11111113), Decimal(-11111111), Decimal('7.51111111')
|
|
>>> (u + v) + w
|
|
Decimal("9.5111111")
|
|
>>> u + (v + w)
|
|
Decimal("10")
|
|
|
|
>>> u, v, w = Decimal(20000), Decimal(-6), Decimal('6.0000003')
|
|
>>> (u*v) + (u*w)
|
|
Decimal("0.01")
|
|
>>> u * (v+w)
|
|
Decimal("0.0060000")
|
|
|
|
The :mod:`decimal` module makes it possible to restore the identities by
|
|
expanding the precision sufficiently to avoid loss of significance::
|
|
|
|
>>> getcontext().prec = 20
|
|
>>> u, v, w = Decimal(11111113), Decimal(-11111111), Decimal('7.51111111')
|
|
>>> (u + v) + w
|
|
Decimal("9.51111111")
|
|
>>> u + (v + w)
|
|
Decimal("9.51111111")
|
|
>>>
|
|
>>> u, v, w = Decimal(20000), Decimal(-6), Decimal('6.0000003')
|
|
>>> (u*v) + (u*w)
|
|
Decimal("0.0060000")
|
|
>>> u * (v+w)
|
|
Decimal("0.0060000")
|
|
|
|
|
|
Special values
|
|
^^^^^^^^^^^^^^
|
|
|
|
The number system for the :mod:`decimal` module provides special values
|
|
including :const:`NaN`, :const:`sNaN`, :const:`-Infinity`, :const:`Infinity`,
|
|
and two zeros, :const:`+0` and :const:`-0`.
|
|
|
|
Infinities can be constructed directly with: ``Decimal('Infinity')``. Also,
|
|
they can arise from dividing by zero when the :exc:`DivisionByZero` signal is
|
|
not trapped. Likewise, when the :exc:`Overflow` signal is not trapped, infinity
|
|
can result from rounding beyond the limits of the largest representable number.
|
|
|
|
The infinities are signed (affine) and can be used in arithmetic operations
|
|
where they get treated as very large, indeterminate numbers. For instance,
|
|
adding a constant to infinity gives another infinite result.
|
|
|
|
Some operations are indeterminate and return :const:`NaN`, or if the
|
|
:exc:`InvalidOperation` signal is trapped, raise an exception. For example,
|
|
``0/0`` returns :const:`NaN` which means "not a number". This variety of
|
|
:const:`NaN` is quiet and, once created, will flow through other computations
|
|
always resulting in another :const:`NaN`. This behavior can be useful for a
|
|
series of computations that occasionally have missing inputs --- it allows the
|
|
calculation to proceed while flagging specific results as invalid.
|
|
|
|
A variant is :const:`sNaN` which signals rather than remaining quiet after every
|
|
operation. This is a useful return value when an invalid result needs to
|
|
interrupt a calculation for special handling.
|
|
|
|
The behavior of Python's comparison operators can be a little surprising where a
|
|
:const:`NaN` is involved. A test for equality where one of the operands is a
|
|
quiet or signaling :const:`NaN` always returns :const:`False` (even when doing
|
|
``Decimal('NaN')==Decimal('NaN')``), while a test for inequality always returns
|
|
:const:`True`. An attempt to compare two Decimals using any of the ``<``,
|
|
``<=``, ``>`` or ``>=`` operators will raise the :exc:`InvalidOperation` signal
|
|
if either operand is a :const:`NaN`, and return :const:`False` if this signal is
|
|
trapped. Note that the General Decimal Arithmetic specification does not
|
|
specify the behavior of direct comparisons; these rules for comparisons
|
|
involving a :const:`NaN` were taken from the IEEE 854 standard (see Table 3 in
|
|
section 5.7). To ensure strict standards-compliance, use the :meth:`compare`
|
|
and :meth:`compare-signal` methods instead.
|
|
|
|
The signed zeros can result from calculations that underflow. They keep the sign
|
|
that would have resulted if the calculation had been carried out to greater
|
|
precision. Since their magnitude is zero, both positive and negative zeros are
|
|
treated as equal and their sign is informational.
|
|
|
|
In addition to the two signed zeros which are distinct yet equal, there are
|
|
various representations of zero with differing precisions yet equivalent in
|
|
value. This takes a bit of getting used to. For an eye accustomed to
|
|
normalized floating point representations, it is not immediately obvious that
|
|
the following calculation returns a value equal to zero::
|
|
|
|
>>> 1 / Decimal('Infinity')
|
|
Decimal("0E-1000000026")
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-threads:
|
|
|
|
Working with threads
|
|
--------------------
|
|
|
|
The :func:`getcontext` function accesses a different :class:`Context` object for
|
|
each thread. Having separate thread contexts means that threads may make
|
|
changes (such as ``getcontext.prec=10``) without interfering with other threads.
|
|
|
|
Likewise, the :func:`setcontext` function automatically assigns its target to
|
|
the current thread.
|
|
|
|
If :func:`setcontext` has not been called before :func:`getcontext`, then
|
|
:func:`getcontext` will automatically create a new context for use in the
|
|
current thread.
|
|
|
|
The new context is copied from a prototype context called *DefaultContext*. To
|
|
control the defaults so that each thread will use the same values throughout the
|
|
application, directly modify the *DefaultContext* object. This should be done
|
|
*before* any threads are started so that there won't be a race condition between
|
|
threads calling :func:`getcontext`. For example::
|
|
|
|
# Set applicationwide defaults for all threads about to be launched
|
|
DefaultContext.prec = 12
|
|
DefaultContext.rounding = ROUND_DOWN
|
|
DefaultContext.traps = ExtendedContext.traps.copy()
|
|
DefaultContext.traps[InvalidOperation] = 1
|
|
setcontext(DefaultContext)
|
|
|
|
# Afterwards, the threads can be started
|
|
t1.start()
|
|
t2.start()
|
|
t3.start()
|
|
. . .
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-recipes:
|
|
|
|
Recipes
|
|
-------
|
|
|
|
Here are a few recipes that serve as utility functions and that demonstrate ways
|
|
to work with the :class:`Decimal` class::
|
|
|
|
def moneyfmt(value, places=2, curr='', sep=',', dp='.',
|
|
pos='', neg='-', trailneg=''):
|
|
"""Convert Decimal to a money formatted string.
|
|
|
|
places: required number of places after the decimal point
|
|
curr: optional currency symbol before the sign (may be blank)
|
|
sep: optional grouping separator (comma, period, space, or blank)
|
|
dp: decimal point indicator (comma or period)
|
|
only specify as blank when places is zero
|
|
pos: optional sign for positive numbers: '+', space or blank
|
|
neg: optional sign for negative numbers: '-', '(', space or blank
|
|
trailneg:optional trailing minus indicator: '-', ')', space or blank
|
|
|
|
>>> d = Decimal('-1234567.8901')
|
|
>>> moneyfmt(d, curr='$')
|
|
'-$1,234,567.89'
|
|
>>> moneyfmt(d, places=0, sep='.', dp='', neg='', trailneg='-')
|
|
'1.234.568-'
|
|
>>> moneyfmt(d, curr='$', neg='(', trailneg=')')
|
|
'($1,234,567.89)'
|
|
>>> moneyfmt(Decimal(123456789), sep=' ')
|
|
'123 456 789.00'
|
|
>>> moneyfmt(Decimal('-0.02'), neg='<', trailneg='>')
|
|
'<.02>'
|
|
|
|
"""
|
|
q = Decimal((0, (1,), -places)) # 2 places --> '0.01'
|
|
sign, digits, exp = value.quantize(q).as_tuple()
|
|
assert exp == -places
|
|
result = []
|
|
digits = map(str, digits)
|
|
build, next = result.append, digits.pop
|
|
if sign:
|
|
build(trailneg)
|
|
for i in range(places):
|
|
if digits:
|
|
build(next())
|
|
else:
|
|
build('0')
|
|
build(dp)
|
|
i = 0
|
|
while digits:
|
|
build(next())
|
|
i += 1
|
|
if i == 3 and digits:
|
|
i = 0
|
|
build(sep)
|
|
build(curr)
|
|
if sign:
|
|
build(neg)
|
|
else:
|
|
build(pos)
|
|
result.reverse()
|
|
return ''.join(result)
|
|
|
|
def pi():
|
|
"""Compute Pi to the current precision.
|
|
|
|
>>> print(pi())
|
|
3.141592653589793238462643383
|
|
|
|
"""
|
|
getcontext().prec += 2 # extra digits for intermediate steps
|
|
three = Decimal(3) # substitute "three=3.0" for regular floats
|
|
lasts, t, s, n, na, d, da = 0, three, 3, 1, 0, 0, 24
|
|
while s != lasts:
|
|
lasts = s
|
|
n, na = n+na, na+8
|
|
d, da = d+da, da+32
|
|
t = (t * n) / d
|
|
s += t
|
|
getcontext().prec -= 2
|
|
return +s # unary plus applies the new precision
|
|
|
|
def exp(x):
|
|
"""Return e raised to the power of x. Result type matches input type.
|
|
|
|
>>> print(exp(Decimal(1)))
|
|
2.718281828459045235360287471
|
|
>>> print(exp(Decimal(2)))
|
|
7.389056098930650227230427461
|
|
>>> print(exp(2.0))
|
|
7.38905609893
|
|
>>> print(exp(2+0j))
|
|
(7.38905609893+0j)
|
|
|
|
"""
|
|
getcontext().prec += 2
|
|
i, lasts, s, fact, num = 0, 0, 1, 1, 1
|
|
while s != lasts:
|
|
lasts = s
|
|
i += 1
|
|
fact *= i
|
|
num *= x
|
|
s += num / fact
|
|
getcontext().prec -= 2
|
|
return +s
|
|
|
|
def cos(x):
|
|
"""Return the cosine of x as measured in radians.
|
|
|
|
>>> print(cos(Decimal('0.5')))
|
|
0.8775825618903727161162815826
|
|
>>> print(cos(0.5))
|
|
0.87758256189
|
|
>>> print(cos(0.5+0j))
|
|
(0.87758256189+0j)
|
|
|
|
"""
|
|
getcontext().prec += 2
|
|
i, lasts, s, fact, num, sign = 0, 0, 1, 1, 1, 1
|
|
while s != lasts:
|
|
lasts = s
|
|
i += 2
|
|
fact *= i * (i-1)
|
|
num *= x * x
|
|
sign *= -1
|
|
s += num / fact * sign
|
|
getcontext().prec -= 2
|
|
return +s
|
|
|
|
def sin(x):
|
|
"""Return the sine of x as measured in radians.
|
|
|
|
>>> print(sin(Decimal('0.5')))
|
|
0.4794255386042030002732879352
|
|
>>> print(sin(0.5))
|
|
0.479425538604
|
|
>>> print(sin(0.5+0j))
|
|
(0.479425538604+0j)
|
|
|
|
"""
|
|
getcontext().prec += 2
|
|
i, lasts, s, fact, num, sign = 1, 0, x, 1, x, 1
|
|
while s != lasts:
|
|
lasts = s
|
|
i += 2
|
|
fact *= i * (i-1)
|
|
num *= x * x
|
|
sign *= -1
|
|
s += num / fact * sign
|
|
getcontext().prec -= 2
|
|
return +s
|
|
|
|
|
|
.. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
|
|
|
|
.. _decimal-faq:
|
|
|
|
Decimal FAQ
|
|
-----------
|
|
|
|
Q. It is cumbersome to type ``decimal.Decimal('1234.5')``. Is there a way to
|
|
minimize typing when using the interactive interpreter?
|
|
|
|
\A. Some users abbreviate the constructor to just a single letter::
|
|
|
|
>>> D = decimal.Decimal
|
|
>>> D('1.23') + D('3.45')
|
|
Decimal("4.68")
|
|
|
|
Q. In a fixed-point application with two decimal places, some inputs have many
|
|
places and need to be rounded. Others are not supposed to have excess digits
|
|
and need to be validated. What methods should be used?
|
|
|
|
A. The :meth:`quantize` method rounds to a fixed number of decimal places. If
|
|
the :const:`Inexact` trap is set, it is also useful for validation::
|
|
|
|
>>> TWOPLACES = Decimal(10) ** -2 # same as Decimal('0.01')
|
|
|
|
>>> # Round to two places
|
|
>>> Decimal("3.214").quantize(TWOPLACES)
|
|
Decimal("3.21")
|
|
|
|
>>> # Validate that a number does not exceed two places
|
|
>>> Decimal("3.21").quantize(TWOPLACES, context=Context(traps=[Inexact]))
|
|
Decimal("3.21")
|
|
|
|
>>> Decimal("3.214").quantize(TWOPLACES, context=Context(traps=[Inexact]))
|
|
Traceback (most recent call last):
|
|
...
|
|
Inexact: Changed in rounding
|
|
|
|
Q. Once I have valid two place inputs, how do I maintain that invariant
|
|
throughout an application?
|
|
|
|
A. Some operations like addition and subtraction automatically preserve fixed
|
|
point. Others, like multiplication and division, change the number of decimal
|
|
places and need to be followed-up with a :meth:`quantize` step.
|
|
|
|
Q. There are many ways to express the same value. The numbers :const:`200`,
|
|
:const:`200.000`, :const:`2E2`, and :const:`.02E+4` all have the same value at
|
|
various precisions. Is there a way to transform them to a single recognizable
|
|
canonical value?
|
|
|
|
A. The :meth:`normalize` method maps all equivalent values to a single
|
|
representative::
|
|
|
|
>>> values = map(Decimal, '200 200.000 2E2 .02E+4'.split())
|
|
>>> [v.normalize() for v in values]
|
|
[Decimal("2E+2"), Decimal("2E+2"), Decimal("2E+2"), Decimal("2E+2")]
|
|
|
|
Q. Some decimal values always print with exponential notation. Is there a way
|
|
to get a non-exponential representation?
|
|
|
|
A. For some values, exponential notation is the only way to express the number
|
|
of significant places in the coefficient. For example, expressing
|
|
:const:`5.0E+3` as :const:`5000` keeps the value constant but cannot show the
|
|
original's two-place significance.
|
|
|
|
Q. Is there a way to convert a regular float to a :class:`Decimal`?
|
|
|
|
A. Yes, all binary floating point numbers can be exactly expressed as a
|
|
Decimal. An exact conversion may take more precision than intuition would
|
|
suggest, so we trap :const:`Inexact` to signal a need for more precision::
|
|
|
|
def float_to_decimal(f):
|
|
"Convert a floating point number to a Decimal with no loss of information"
|
|
n, d = f.as_integer_ratio()
|
|
with localcontext() as ctx:
|
|
ctx.traps[Inexact] = True
|
|
while True:
|
|
try:
|
|
return Decimal(n) / Decimal(d)
|
|
except Inexact:
|
|
ctx.prec += 1
|
|
|
|
>>> float_to_decimal(math.pi)
|
|
Decimal("3.141592653589793115997963468544185161590576171875")
|
|
|
|
Q. Why isn't the :func:`float_to_decimal` routine included in the module?
|
|
|
|
A. There is some question about whether it is advisable to mix binary and
|
|
decimal floating point. Also, its use requires some care to avoid the
|
|
representation issues associated with binary floating point::
|
|
|
|
>>> float_to_decimal(1.1)
|
|
Decimal("1.100000000000000088817841970012523233890533447265625")
|
|
|
|
Q. Within a complex calculation, how can I make sure that I haven't gotten a
|
|
spurious result because of insufficient precision or rounding anomalies.
|
|
|
|
A. The decimal module makes it easy to test results. A best practice is to
|
|
re-run calculations using greater precision and with various rounding modes.
|
|
Widely differing results indicate insufficient precision, rounding mode issues,
|
|
ill-conditioned inputs, or a numerically unstable algorithm.
|
|
|
|
Q. I noticed that context precision is applied to the results of operations but
|
|
not to the inputs. Is there anything to watch out for when mixing values of
|
|
different precisions?
|
|
|
|
A. Yes. The principle is that all values are considered to be exact and so is
|
|
the arithmetic on those values. Only the results are rounded. The advantage
|
|
for inputs is that "what you type is what you get". A disadvantage is that the
|
|
results can look odd if you forget that the inputs haven't been rounded::
|
|
|
|
>>> getcontext().prec = 3
|
|
>>> Decimal('3.104') + D('2.104')
|
|
Decimal("5.21")
|
|
>>> Decimal('3.104') + D('0.000') + D('2.104')
|
|
Decimal("5.20")
|
|
|
|
The solution is either to increase precision or to force rounding of inputs
|
|
using the unary plus operation::
|
|
|
|
>>> getcontext().prec = 3
|
|
>>> +Decimal('1.23456789') # unary plus triggers rounding
|
|
Decimal("1.23")
|
|
|
|
Alternatively, inputs can be rounded upon creation using the
|
|
:meth:`Context.create_decimal` method::
|
|
|
|
>>> Context(prec=5, rounding=ROUND_DOWN).create_decimal('1.2345678')
|
|
Decimal("1.2345")
|
|
|