mirror of
https://github.com/python/cpython.git
synced 2024-12-01 11:15:56 +01:00
1017 lines
36 KiB
TeX
1017 lines
36 KiB
TeX
\section{\module{decimal} ---
|
|
Decimal floating point arithmetic}
|
|
|
|
\declaremodule{standard}{decimal}
|
|
\modulesynopsis{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}
|
|
|
|
\versionadded{2.4}
|
|
|
|
The decimal \module{module} provides support for decimal floating point
|
|
arithmetic. It offers several advantages over the \class{float()} datatype:
|
|
|
|
\begin{itemize}
|
|
|
|
\item Decimal numbers can be represented exactly. In contrast, numbers like
|
|
\constant{1.1} do not have an exact representations in binary floating point.
|
|
End users typically wound not expect \constant{1.1} to display as
|
|
\constant{1.1000000000000001} as it does with binary floating point.
|
|
|
|
\item The exactness carries over into arithmetic. In decimal floating point,
|
|
\samp{0.1 + 0.1 + 0.1 - 0.3} is exactly equal to zero. In binary floating
|
|
point, result is \constant{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.
|
|
|
|
\item The decimal module incorporates notion of significant places so that
|
|
\samp{1.30 + 1.20} is \constant{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, \samp{1.3 * 1.2} gives \constant{1.56} while
|
|
\samp{1.30 * 1.20} gives \constant{1.5600}.
|
|
|
|
\item Unlike hardware based binary floating point, the decimal module has a user
|
|
settable precision (defaulting to 28 places) which can be as large as needed for
|
|
a given problem:
|
|
|
|
\begin{verbatim}
|
|
>>> getcontext().prec = 6
|
|
>>> Decimal(1) / Decimal(7)
|
|
Decimal("0.142857")
|
|
>>> getcontext().prec = 28
|
|
>>> Decimal(1) / Decimal(7)
|
|
Decimal("0.1428571428571428571428571429")
|
|
\end{verbatim}
|
|
|
|
\item 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.
|
|
|
|
\end{itemize}
|
|
|
|
|
|
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 zeroes. Decimals also include special values such as
|
|
\constant{Infinity} (the result of \samp{1 / 0}), \constant{-Infinity},
|
|
(the result of \samp{-1 / 0}), and \constant{NaN} (the result of
|
|
\samp{0 / 0}). The standard also differentiates \constant{-0} from
|
|
\constant{+0}.
|
|
|
|
The context for arithmetic is an environment specifying precision, rounding
|
|
rules, limits on exponents, flags that indicate the results of operations,
|
|
and trap enablers which determine whether signals are to be treated as
|
|
exceptions. Rounding options include \constant{ROUND_CEILING},
|
|
\constant{ROUND_DOWN}, \constant{ROUND_FLOOR}, \constant{ROUND_HALF_DOWN},
|
|
\constant{ROUND_HALF_EVEN}, \constant{ROUND_HALF_UP}, and \constant{ROUND_UP}.
|
|
|
|
Signals are types of information that arise during the course of a
|
|
computation. Depending on the needs of the application, some signals may be
|
|
ignored, considered as informational, or treated as exceptions. The signals in
|
|
the decimal module are: \constant{Clamped}, \constant{InvalidOperation},
|
|
\constant{ConversionSyntax}, \constant{DivisionByZero},
|
|
\constant{DivisionImpossible}, \constant{DivisionUndefined},
|
|
\constant{Inexact}, \constant{InvalidContext}, \constant{Rounded},
|
|
\constant{Subnormal}, \constant{Overflow}, and \constant{Underflow}.
|
|
|
|
For each signal there is a flag and a trap enabler. When a signal is
|
|
encountered, its flag incremented from zero and, then, if the trap enabler
|
|
is set to one, an exception is raised.
|
|
|
|
|
|
\begin{seealso}
|
|
\seetext{IBM's General Decimal Arithmetic Specification,
|
|
\citetitle[http://www2.hursley.ibm.com/decimal/decarith.html]
|
|
{The General Decimal Arithmetic Specification}.}
|
|
|
|
\seetext{IEEE standard 854-1987,
|
|
\citetitle[http://www.cs.berkeley.edu/~ejr/projects/754/private/drafts/854-1987/dir.html]
|
|
{Unofficial IEEE 854 Text}.}
|
|
\end{seealso}
|
|
|
|
|
|
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
\subsection{Quick-start Tutorial \label{decimal-tutorial}}
|
|
|
|
The normal start to using decimals is to import the module, and then use
|
|
\function{getcontext()} to view the context and, if necessary, set the context
|
|
precision, rounding, or trap enablers:
|
|
|
|
\begin{verbatim}
|
|
>>> from decimal import *
|
|
>>> getcontext()
|
|
Context(prec=28, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
|
|
setflags=[], settraps=[])
|
|
|
|
>>> getcontext().prec = 7
|
|
\end{verbatim}
|
|
|
|
Decimal instances can be constructed from integers or strings. 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). Malformed strings signal \constant{ConversionSyntax} and return a
|
|
special kind of Decimal called a \constant{NaN} which stands for ``Not a
|
|
number''. Positive and negative \constant{Infinity} is yet another special
|
|
kind of Decimal.
|
|
|
|
\begin{verbatim}
|
|
>>> Decimal(10)
|
|
Decimal("10")
|
|
>>> Decimal('3.14')
|
|
Decimal("3.14")
|
|
>>> Decimal(str(2.0 ** 0.5))
|
|
Decimal("1.41421356237")
|
|
>>> Decimal('Mickey Mouse')
|
|
Decimal("NaN")
|
|
>>> Decimal('-Infinity')
|
|
Decimal("-Infinity")
|
|
\end{verbatim}
|
|
|
|
Creating decimals is unaffected by context precision. Their level of
|
|
significance is completely determined by the number of digits input. It is
|
|
the arithmetic operations that are governed by context.
|
|
|
|
\begin{verbatim}
|
|
>>> getcontext().prec = 6
|
|
>>> Decimal('3.0000')
|
|
Decimal("3.0000")
|
|
>>> 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")
|
|
\end{verbatim}
|
|
|
|
Decimals interact well with much of the rest of python. Here is a small
|
|
decimal floating point flying circus:
|
|
|
|
\begin{verbatim}
|
|
>>> 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)
|
|
1.3
|
|
>>> int(a)
|
|
1
|
|
>>> a * 5
|
|
Decimal("6.70")
|
|
>>> a * b
|
|
Decimal("2.5058")
|
|
>>> c % a
|
|
Decimal("0.77")
|
|
\end{verbatim}
|
|
|
|
The \function{getcontext()} function accesses the current context. This one
|
|
context is sufficient for many applications; however, for more advanced work,
|
|
multiple contexts can be created using the Context() constructor. To make a
|
|
new context active, use the \function{setcontext()} function.
|
|
|
|
In accordance with the standard, the \module{Decimal} module provides two
|
|
ready to use standard contexts, \constant{BasicContext} and
|
|
\constant{ExtendedContext}. The former is especially useful for debugging
|
|
because many of the traps are enabled:
|
|
|
|
\begin{verbatim}
|
|
>>> myothercontext = Context(prec=60, rounding=ROUND_HALF_DOWN)
|
|
>>> myothercontext
|
|
Context(prec=60, rounding=ROUND_HALF_DOWN, Emin=-999999999, Emax=999999999,
|
|
setflags=[], settraps=[])
|
|
>>> ExtendedContext
|
|
Context(prec=9, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
|
|
setflags=[], settraps=[])
|
|
>>> setcontext(myothercontext)
|
|
>>> Decimal(1) / Decimal(7)
|
|
Decimal("0.142857142857142857142857142857142857142857142857142857142857")
|
|
>>> 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
|
|
\end{verbatim}
|
|
|
|
Besides using contexts to control precision, rounding, and trapping signals,
|
|
they can be used to monitor flags which give information collected during
|
|
computation. The flags remain set until explicitly cleared, so it is best to
|
|
clear the flags before each set of monitored computations by using the
|
|
\method{clear_flags()} method.
|
|
|
|
\begin{verbatim}
|
|
>>> setcontext(ExtendedContext)
|
|
>>> getcontext().clear_flags()
|
|
>>> Decimal(355) / Decimal(113)
|
|
Decimal("3.14159292")
|
|
>>> getcontext()
|
|
Context(prec=9, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
|
|
setflags=['Inexact', 'Rounded'], settraps=[])
|
|
\end{verbatim}
|
|
|
|
The \var{setflags} entry shows that the rational approximation to
|
|
\constant{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 \member{trap_enablers}
|
|
field of a context:
|
|
|
|
\begin{verbatim}
|
|
>>> Decimal(1) / Decimal(0)
|
|
Decimal("Infinity")
|
|
>>> getcontext().trap_enablers[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
|
|
\end{verbatim}
|
|
|
|
To turn all the traps on or off all at once, use a loop. Also, the
|
|
\method{dict.update()} method is useful for changing a handfull of values.
|
|
|
|
\begin{verbatim}
|
|
>>> getcontext.clear_flags()
|
|
>>> for sig in getcontext().trap_enablers:
|
|
... getcontext().trap_enablers[sig] = 1
|
|
|
|
>>> getcontext().trap_enablers.update({Rounded:0, Inexact:0, Subnormal:0})
|
|
>>> getcontext()
|
|
Context(prec=9, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
|
|
setflags=[], settraps=['Underflow', 'DecimalException', 'Clamped',
|
|
'InvalidContext', 'InvalidOperation', 'ConversionSyntax',
|
|
'DivisionByZero', 'DivisionImpossible', 'DivisionUndefined',
|
|
'Overflow'])
|
|
\end{verbatim}
|
|
|
|
Applications typically set the context once at the beginning of a program
|
|
and no further changes are needed. For many applications, the data resides
|
|
in a resource external to the program and is converted to \class{Decimal} with
|
|
a single cast inside a loop. Afterwards, decimals are as easily manipulated
|
|
as other Python numeric types.
|
|
|
|
|
|
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
\subsection{Decimal objects \label{decimal-decimal}}
|
|
|
|
\begin{classdesc}{Decimal}{\optional{value \optional{, context}}}
|
|
Constructs a new \class{Decimal} object based from \var{value}.
|
|
|
|
\var{value} can be an integer, string, tuple, or another \class{Decimal}
|
|
object. If no \var{value} is given, returns \code{Decimal("0")}. If
|
|
\var{value} is a string, it should conform to the decimal numeric string
|
|
syntax:
|
|
|
|
\begin{verbatim}
|
|
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
|
|
\end{verbatim}
|
|
|
|
If \var{value} is a \class{tuple}, it should have three components,
|
|
a sign (\constant{0} for positive or \constant{1} for negative),
|
|
a \class{tuple} of digits, and an exponent represented as an integer.
|
|
For example, \samp{Decimal((0, (1, 4, 1, 4), -3))} returns
|
|
\samp{Decimal("1.414")}.
|
|
|
|
The supplied \var{context} or, if not specified, the current context
|
|
governs only the handling of mal-formed strings not conforming to the
|
|
numeric string syntax. If the context traps \constant{ConversionSyntax},
|
|
an exception is raised; otherwise, the constructor returns a new Decimal
|
|
with the value of \constant{NaN}.
|
|
|
|
The context serves no other purpose. The number of significant digits
|
|
recorded is determined solely by the \var{value} and the var{context}
|
|
precision is not a factor. For example, \samp{Decimal("3.0000")} records
|
|
all four zeroes even if the context precision is only three.
|
|
|
|
Once constructed, \class{Decimal} objects are immutable.
|
|
\end{classdesc}
|
|
|
|
Decimal floating point objects share many properties with the other builtin
|
|
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 coerced to another type (such as \class{float}
|
|
or \class{long}).
|
|
|
|
In addition to the standard numeric properties, decimal floating point objects
|
|
have a number of more specialized methods:
|
|
|
|
\begin{methoddesc}{adjusted}{}
|
|
Return the number's adjusted exponent that results from shifting out the
|
|
coefficients rightmost digits until only the lead digit remains:
|
|
\code{Decimal("321e+5").adjusted()} returns seven. Used for determining
|
|
the place value of the most significant digit.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{as_tuple}{}
|
|
Returns a tuple representation of the number:
|
|
\samp{(sign, digittuple, exponent)}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{compare}{other\optional{, context}}
|
|
Compares like \method{__cmp__()} but returns a decimal instance:
|
|
\begin{verbatim}
|
|
a or b is a NaN ==> Decimal("NaN")
|
|
a < b ==> Decimal("-1")
|
|
a == b ==> Decimal("0")
|
|
a > b ==> Decimal("1")
|
|
\end{verbatim}
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{max}{other\optional{, context}}
|
|
Like \samp{max(self, other)} but returns \constant{NaN} if either is a
|
|
\constant{NaN}. Applies the context rounding rule before returning.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{min}{other\optional{, context}}
|
|
Like \samp{min(self, other)} but returns \constant{NaN} if either is a
|
|
\constant{NaN}. Applies the context rounding rule before returning.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{normalize}{\optional{context}}
|
|
Normalize the number by striping the rightmost trailing zeroes and
|
|
converting any result equal to \constant{Decimal("0")} to Decimal("0e0").
|
|
Used for producing a canonical value for members of an equivalence class.
|
|
For example, \code{Decimal("32.100")} and \code{Decimal("0.321000e+2")}
|
|
both normalize to the equivalent value \code{Decimal("32.1")}
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{quantize}
|
|
{\optional{exp \optional{, rounding\optional{, context\optional{, watchexp}}}}}
|
|
Quantize makes the exponent the same as \var{exp}. Searches for a
|
|
rounding method in \var{rounding}, then in \var{context}, and then
|
|
in the current context.
|
|
|
|
Of \var{watchexp} is set (default), then an error is returned if
|
|
the resulting exponent is greater than \member{Emax} or less than
|
|
\member{Etiny}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{remainder_near}{other\optional{, context}}
|
|
Computed the modulo as either a positive or negative value depending
|
|
on which is closest to zero. For instance,
|
|
\samp{Decimal(10).remainder_near(6)} returns \code{Decimal("-2")}
|
|
which is closer to zero than \code{Decimal("4")}.
|
|
|
|
If both are equally close, the one chosen will have the same sign
|
|
as \var{self}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{same_quantum{other\optional{, context}}}
|
|
Test whether self and other have the same exponent or whether both
|
|
are \constant{NaN}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{sqrt}{\optional{context}}
|
|
Return the square root to full precision.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{to_eng_string}{\optional{context}}
|
|
Convert to 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
|
|
\code{Decimal('123E+1')} to \code{Decimal("1.23E+3")}
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{to_integral}{\optional{rounding\optional{, context}}}
|
|
Rounds to the nearest integer, without signaling \constant{Inexact}
|
|
or \constant{Rounded}. If given, applies \var{rounding}; otherwise,
|
|
uses the rounding method in either the supplied \var{context} or the
|
|
current context.
|
|
\end{methoddesc}
|
|
|
|
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
\subsection{Context objects \label{decimal-decimal}}
|
|
|
|
Contexts are environments for arithmetic operations. They govern the precision,
|
|
rules for rounding, determine which signals are treated as exceptions, and set limits
|
|
on the range for exponents.
|
|
|
|
Each thread has its own current context which is accessed or changed using
|
|
the \function{getcontext()} and \function{setcontext()} functions:
|
|
|
|
\begin{funcdesc}{getcontext}{}
|
|
Return the current context for the active thread.
|
|
\end{funcdesc}
|
|
|
|
\begin{funcdesc}{setcontext}{c}
|
|
Set the current context for the active thread to \var{c}.
|
|
\end{funcdesc}
|
|
|
|
New contexts can formed using the \class{Context} constructor described below.
|
|
In addition, the module provides three pre-made contexts:
|
|
|
|
|
|
\begin{classdesc*}{BasicContext}
|
|
This is a standard context defined by the General Decimal Arithmetic
|
|
Specification. Precision is set to nine. Rounding is set to
|
|
\constant{ROUND_HALF_UP}. All flags are cleared. All traps are enabled
|
|
(treated as exceptions) except \constant{Inexact}, \constant{Rounded}, and
|
|
\constant{Subnormal}.
|
|
|
|
Because many of the traps are enabled, this context is useful for debugging.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{ExtendedContext}
|
|
This is a standard context defined by the General Decimal Arithmetic
|
|
Specification. Precision is set to nine. Rounding is set to
|
|
\constant{ROUND_HALF_EVEN}. All flags are cleared. No traps are enabled
|
|
(so that exceptions are not raised during computations).
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{DefaultContext}
|
|
This class 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. This is especially
|
|
important because the default values context may change between releases
|
|
(with initial release having precision=28, rounding=ROUND_HALF_EVEN,
|
|
cleared flags, and no traps enabled).
|
|
\end{classdesc*}
|
|
|
|
|
|
\begin{classdesc}{Context}{prec=None, rounding=None, trap_enablers=None,
|
|
flags=None, Emin=None, Emax=None, capitals=1}
|
|
Creates a new context. If a field is not specified or is \constant{None},
|
|
the default values are copied from the \constant{DefaultContext}. If the
|
|
\var{flags} field is not specified or is \constant{None}, all flags are
|
|
cleared.
|
|
|
|
The \var{prec} field in an positive integer that sets the precision for
|
|
arithmetic operations in the context.
|
|
|
|
The \var{rounding} option is one of: \constant{ROUND_CEILING},
|
|
\constant{ROUND_DOWN}, \constant{ROUND_FLOOR}, \constant{ROUND_HALF_DOWN},
|
|
\constant{ROUND_HALF_EVEN}, \constant{ROUND_HALF_UP}, or
|
|
\constant{ROUND_UP}.
|
|
|
|
The \var{trap_enablers} and \var{flags} fields are mappings from signals
|
|
to either \constant{0} or \constant{1}.
|
|
|
|
The \var{Emin} and \var{Emax} fields are integers specifying the outer
|
|
limits allowable for exponents.
|
|
|
|
The \var{capitals} field is either \constant{0} or \constant{1} (the
|
|
default). If set to \constant{1}, exponents are printed with a capital
|
|
\constant{E}; otherwise, lowercase is used: \constant{Decimal('6.02e+23')}.
|
|
\end{classdesc}
|
|
|
|
The \class{Context} class defines several general methods as well as a
|
|
large number of methods for doing arithmetic directly from the context.
|
|
|
|
\begin{methoddesc}{clear_flags}{}
|
|
Sets all of the flags to \constant{0}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{copy}{}
|
|
Returns a duplicate of the context.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{create_decimal}{num}
|
|
Creates a new Decimal instance but using \var{self} as context.
|
|
Unlike the \class{Decimal} constructor, 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.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{Etiny}{}
|
|
Returns a value equal to \samp{Emin - prec + 1} which is the minimum
|
|
exponent value for subnormal results. When underflow occurs, the
|
|
exponont is set to \constant{Etiny}.
|
|
\end{methoddesc}
|
|
|
|
The usual approach to working with decimals is to create Decimal
|
|
instances and then apply arithmetic operations which take place
|
|
within the current context for the active thread. An alternate
|
|
approach is to use a context method to perform a particular
|
|
computation within the given context rather than the current context.
|
|
|
|
Those methods parallel those for the \class{Decimal} class and are
|
|
only briefed recounted here.
|
|
|
|
|
|
\begin{methoddesc}{abs}{x}
|
|
Returns the absolute value of \var{x}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{add}{x, y}
|
|
Return the sum of \var{x} and \var{y}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{compare}{x, y}
|
|
Compares values numerically.
|
|
|
|
Like \method{__cmp__()} but returns a decimal instance:
|
|
\begin{verbatim}
|
|
a or b is a NaN ==> Decimal("NaN")
|
|
a < b ==> Decimal("-1")
|
|
a == b ==> Decimal("0")
|
|
a > b ==> Decimal("1")
|
|
\end{verbatim}
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{divide}{x, y}
|
|
Return \var{x} divided by \var{y}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{divide}{x, y}
|
|
Divides two numbers and returns the integer part of the result.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{max}{x, y}
|
|
Compare two values numerically and returns the maximum.
|
|
|
|
If they are numerically equal then the left-hand operand is chosen as the
|
|
result.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{min}{x, y}
|
|
Compare two values numerically and returns the minimum.
|
|
|
|
If they are numerically equal then the left-hand operand is chosen as the
|
|
result.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{minus}{x}
|
|
Minus corresponds to unary prefix minus in Python.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{multiply}{x, y}
|
|
Return the product of \var{x} and \var{y}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{normalize}{x}
|
|
Normalize reduces an operand to its simplest form.
|
|
|
|
Essentially a plus operation with all trailing zeros removed from the
|
|
result.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{plus}{x}
|
|
Minus corresponds to unary prefix plus in Python.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{power}{x, y\optional{, modulo}}
|
|
Return \samp{x ** y} to the \var{modulo} if given.
|
|
|
|
The right-hand operand must be a whole number whose integer part (after any
|
|
exponent has been applied) has no more than 9 digits and whose fractional
|
|
part (if any) is all zeros before any rounding. The operand may be positive,
|
|
negative, or zero; if negative, the absolute value of the power is used, and
|
|
the left-hand operand is inverted (divided into 1) before use.
|
|
|
|
If the increased precision needed for the intermediate calculations exceeds
|
|
the capabilities of the implementation then an Invalid operation condition
|
|
is raised.
|
|
|
|
If, when raising to a negative power, an underflow occurs during the
|
|
division into 1, the operation is not halted at that point but continues.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{quantize}{x, y}
|
|
Returns a value equal to \var{x} after rounding and having the
|
|
exponent of v\var{y}.
|
|
|
|
Unlike other operations, if the length of the coefficient after the quantize
|
|
operation would be greater than precision then an
|
|
\constant{InvalidOperation} is signaled. This guarantees that, unless there
|
|
is an error condition, the exponent of the result of a quantize 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.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{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.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{remainder_near}{x, y}
|
|
Computed the modulo as either a positive or negative value depending
|
|
on which is closest to zero. For instance,
|
|
\samp{Decimal(10).remainder_near(6)} returns \code{Decimal("-2")}
|
|
which is closer to zero than \code{Decimal("4")}.
|
|
|
|
If both are equally close, the one chosen will have the same sign
|
|
as \var{self}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{same_quantum}{x, y}
|
|
Test whether \var{x} and \var{y} have the same exponent or whether both are
|
|
\constant{NaN}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{sqrt}{}
|
|
Return the square root to full precision.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{substract}{x, y}
|
|
Return the difference of \var{x} and \var{y}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{to_eng_string}{}
|
|
Convert to 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
|
|
\code{Decimal('123E+1')} to \code{Decimal("1.23E+3")}
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{to_integral}{x}
|
|
Rounds to the nearest integer, without signaling \constant{Inexact}
|
|
or \constant{Rounded}.
|
|
\end{methoddesc}
|
|
|
|
\begin{methoddesc}{to_sci_string}{}
|
|
Converts a number to a string, using scientific notation.
|
|
\end{methoddesc}
|
|
|
|
|
|
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
\subsection{Signals \label{decimal-signals}}
|
|
|
|
Signals represent conditions that arise during computation.
|
|
Each corresponds to one context flag and one context trap enabler.
|
|
|
|
The context flag is incremented whenever the condition is encountered.
|
|
After the computation, flags may be checked for informational
|
|
purposed (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, the a \exception{DivisionByZero}
|
|
exception is raised upon encountering the condition.
|
|
|
|
|
|
\begin{classdesc*}{Clamped}
|
|
Altered an exponent to fit representation constraints.
|
|
|
|
Typically, clamping occurs when an exponent falls outside the context's
|
|
\member{Emin} and \member{Emax} limits. If possible, the exponent is
|
|
reduced to fit by adding zeroes to the coefficient.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{ConversionSyntax}
|
|
Trying to convert a mal-formed string such as: \code{Decimal('jump')}.
|
|
|
|
Decimal converts only strings conforming to the numeric string
|
|
syntax. If this signal is not trapped, returns \constant{NaN}.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{DecimalException}
|
|
Base class for other signals.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{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, return
|
|
\constant{Infinity} or \constant{-Infinity} with sign determined by
|
|
the inputs to the calculation.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{DivisionImpossible}
|
|
Error performing a division operation. Caused when an intermediate result
|
|
has more digits that the allowed by the current precision. If not trapped,
|
|
returns \constant{NaN}.
|
|
\end{classdesc*}
|
|
|
|
|
|
\begin{classdesc*}{DivisionUndefined}
|
|
This is a subclass of \class{DivisionByZero}.
|
|
|
|
It occurs only in the context of division operations.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{Inexact}
|
|
Indicates that rounding occurred and the result is not exact.
|
|
|
|
Signals whenever 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.
|
|
\end{classdesc*}
|
|
|
|
|
|
\begin{classdesc*}{InvalidContext}
|
|
This is a subclass of \class{InvalidOperation}.
|
|
|
|
Indicates an error within the Context object such as an unknown
|
|
rounding operation. If not trapped, returns \constant{NaN}.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{InvalidOperation}
|
|
An invalid operation was performed.
|
|
|
|
Indicates that an operation was requested that does not make sense.
|
|
If not trapped, returns \constant{NaN}. Possible causes include:
|
|
|
|
\begin{verbatim}
|
|
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
|
|
\end{verbatim}
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{Overflow}
|
|
Numerical overflow.
|
|
|
|
Indicates the exponent is larger than \member{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 \constant{Infinity}. In either case, \class{Inexact} and
|
|
\class{Rounded} are also signaled.
|
|
\end{classdesc*}
|
|
|
|
|
|
\begin{classdesc*}{Rounded}
|
|
Rounding occurred though possibly not information was lost.
|
|
|
|
Signaled whenever rounding discards digits; even if those digits are
|
|
zero (such as rounding \constant{5.00} to \constant{5.0}). If not
|
|
trapped, returns the result unchanged. This signal is used to detect
|
|
loss of significant digits.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{Subnormal}
|
|
Exponent was lower than \member{Emin} prior to rounding.
|
|
|
|
Occurs when an operation result is subnormal (the exponent is too small).
|
|
If not trapped, returns the result unchanged.
|
|
\end{classdesc*}
|
|
|
|
\begin{classdesc*}{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.
|
|
\end{classdesc*}
|
|
|
|
The following table summarizes the hierarchy of signals:
|
|
|
|
\begin{verbatim}
|
|
exceptions.ArithmeticError(exceptions.StandardError)
|
|
DecimalException
|
|
Clamped
|
|
DivisionByZero(DecimalException, exceptions.ZeroDivisionError)
|
|
Inexact
|
|
Overflow(Inexact, Rounded)
|
|
Underflow(Inexact, Rounded, Subnormal)
|
|
InvalidOperation
|
|
ConversionSyntax
|
|
DivisionImpossible
|
|
DivisionUndefined(InvalidOperation, exceptions.ZeroDivisionError)
|
|
InvalidContext
|
|
Rounded
|
|
Subnormal
|
|
\end{verbatim}
|
|
|
|
|
|
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
\subsection{Working with threads \label{decimal-threads}}
|
|
|
|
The \function{getcontext()} function accesses a different \class{Context}
|
|
object for each thread. Having separate contexts means that threads may make
|
|
changes (such as \code{getcontext.prec=10}) without interfering with other
|
|
threads and without needing mutexes.
|
|
|
|
Likewise, the \function{setcontext()} function automatically assigns its target
|
|
to the current thread.
|
|
|
|
If \function{setcontext()} has not been called before \function{getcontext()},
|
|
then \function{getcontext()} will automatically create a new context for use
|
|
in the current thread.
|
|
|
|
The new context is copied from a prototype context called \var{DefaultContext}.
|
|
To control the defaults so that each thread will use the same values
|
|
throughout the application, directly modify the \var{DefaultContext} object.
|
|
This should be done \emph{before} any threads are started so that there won't
|
|
be a race condition with threads calling \function{getcontext()}. For example:
|
|
|
|
\begin{verbatim}
|
|
# Set application wide defaults for all threads about to be launched
|
|
DefaultContext.prec=12
|
|
DefaultContext.rounding=ROUND_DOWN
|
|
DefaultContext.trap_enablers=dict.fromkeys(Signals, 0)
|
|
setcontext(DefaultContext)
|
|
|
|
# Now start all of the threads
|
|
t1.start()
|
|
t2.start()
|
|
t3.start()
|
|
. . .
|
|
\end{verbatim}
|
|
|
|
|
|
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
|
\subsection{Recipes \label{decimal-recipes}}
|
|
|
|
Here are some functions demonstrating ways to work with the
|
|
\class{Decimal} class:
|
|
|
|
\begin{verbatim}
|
|
from decimal import Decimal, getcontext
|
|
getcontext().prec = 28
|
|
|
|
def moneyfmt(value, places=2, curr='$', sep=',', dp='.', pos='', neg='-'):
|
|
"""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, or blank)
|
|
dp: decimal point indicator (comma or period)
|
|
only set to blank if places is zero
|
|
pos: optional sign for positive numbers ("+" or blank)
|
|
neg: optional sign for negative numbers ("-" or blank)
|
|
leave blank to separately add brackets or a trailing minus
|
|
|
|
>>> d = Decimal('-1234567.8901')
|
|
>>> moneyfmt(d)
|
|
'-$1,234,567.89'
|
|
>>> moneyfmt(d, places=0, curr='', sep='.', dp='')
|
|
'-1.234.568'
|
|
>>> '($%s)' % moneyfmt(d, curr='', neg='')
|
|
'($1,234,567.89)'
|
|
"""
|
|
q = Decimal((0, (1,), -places)) # 2 places --> '0.01'
|
|
sign, digits, exp = value.quantize(q).as_tuple()
|
|
result = []
|
|
digits = map(str, digits)
|
|
build, next = result.append, digits.pop
|
|
for i in range(places):
|
|
build(next())
|
|
build(dp)
|
|
try:
|
|
while 1:
|
|
for i in range(3):
|
|
build(next())
|
|
if digits:
|
|
build(sep)
|
|
except IndexError:
|
|
pass
|
|
build(curr)
|
|
if sign:
|
|
build(neg)
|
|
else:
|
|
build(pos)
|
|
result.reverse()
|
|
return ''.join(result)
|
|
|
|
def pi():
|
|
"""Compute Pi to the current precision.
|
|
|
|
>>> print pi()
|
|
3.141592653589793238462643383279502887
|
|
"""
|
|
getcontext().prec += 9 # extra digits for intermediate steps
|
|
three = Decimal(3) # substitute "three=3.0" for regular floats
|
|
lastc, t, c, n, na, d, da = 0, three, 3, 1, 0, 0, 24
|
|
while c != lastc:
|
|
lastc = c
|
|
n, na = n+na, na+8
|
|
d, da = d+da, da+32
|
|
t = (t * n) / d
|
|
c += t
|
|
getcontext().prec -= 9
|
|
return c
|
|
|
|
def exp(x):
|
|
"""Return e raised to the power of x. Result type matches input type.
|
|
|
|
>>> print exp(Decimal(1))
|
|
2.718281828459045235360287471352662498
|
|
>>> print exp(Decimal(2))
|
|
7.389056098930650227230427460575007813
|
|
>>> print exp(2.0)
|
|
7.38905609893
|
|
>>> print exp(2+0j)
|
|
(7.38905609893+0j)
|
|
"""
|
|
getcontext().prec += 9 # extra digits for intermediate steps
|
|
i, laste, e, fact, num = 0, 0, 1, 1, 1
|
|
while e != laste:
|
|
laste = e
|
|
i += 1
|
|
fact *= i
|
|
num *= x
|
|
e += num / fact
|
|
getcontext().prec -= 9
|
|
return e
|
|
|
|
def cos(x):
|
|
"""Return the cosine of x as measured in radians.
|
|
|
|
>>> print cos(Decimal('0.5'))
|
|
0.8775825618903727161162815826038296521
|
|
>>> print cos(0.5)
|
|
0.87758256189
|
|
>>> print cos(0.5+0j)
|
|
(0.87758256189+0j)
|
|
"""
|
|
getcontext().prec += 9 # extra digits for intermediate steps
|
|
i, laste, e, fact, num, sign = 0, 0, 1, 1, 1, 1
|
|
while e != laste:
|
|
laste = e
|
|
i += 2
|
|
fact *= i * (i-1)
|
|
num *= x * x
|
|
sign *= -1
|
|
e += num / fact * sign
|
|
getcontext().prec -= 9
|
|
return e
|
|
|
|
def sin(x):
|
|
"""Return the cosine of x as measured in radians.
|
|
|
|
>>> print sin(Decimal('0.5'))
|
|
0.4794255386042030002732879352155713880
|
|
>>> print sin(0.5)
|
|
0.479425538604
|
|
>>> print sin(0.5+0j)
|
|
(0.479425538604+0j)
|
|
"""
|
|
getcontext().prec += 9 # extra digits for intermediate steps
|
|
i, laste, e, fact, num, sign = 1, 0, x, 1, x, 1
|
|
while e != laste:
|
|
laste = e
|
|
i += 2
|
|
fact *= i * (i-1)
|
|
num *= x * x
|
|
sign *= -1
|
|
e += num / fact * sign
|
|
getcontext().prec -= 9
|
|
return e
|
|
|
|
\end{verbatim}
|