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			1112 lines
		
	
	
	
		
			40 KiB
		
	
	
	
		
			TeX
		
	
	
	
	
	
| \section{\module{decimal} ---
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|          Decimal floating point arithmetic}
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| 
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| \declaremodule{standard}{decimal}
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| \modulesynopsis{Implementation of the General Decimal Arithmetic 
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| Specification.}
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| 
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| \moduleauthor{Eric Price}{eprice at tjhsst.edu}
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| \moduleauthor{Facundo Batista}{facundo at taniquetil.com.ar}
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| \moduleauthor{Raymond Hettinger}{python at rcn.com}
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| \moduleauthor{Aahz}{aahz at pobox.com}
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| \moduleauthor{Tim Peters}{tim.one at comcast.net}
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| 
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| \sectionauthor{Raymond D. Hettinger}{python at rcn.com}
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| 
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| \versionadded{2.4}
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| 
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| The \module{decimal} module provides support for decimal floating point
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| arithmetic.  It offers several advantages over the \class{float()} datatype:
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| 
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| \begin{itemize}
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| 
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| \item Decimal numbers can be represented exactly.  In contrast, numbers like
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| \constant{1.1} do not have an exact representation in binary floating point.
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| End users typically would not expect \constant{1.1} to display as
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| \constant{1.1000000000000001} as it does with binary floating point.
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| 
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| \item The exactness carries over into arithmetic.  In decimal floating point,
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| \samp{0.1 + 0.1 + 0.1 - 0.3} is exactly equal to zero.  In binary floating
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| point, result is \constant{5.5511151231257827e-017}.  While near to zero, the
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| differences prevent reliable equality testing and differences can accumulate.
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| For this reason, decimal would be preferred in accounting applications which
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| have strict equality invariants.
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| 
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| \item The decimal module incorporates notion of significant places so that
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| \samp{1.30 + 1.20} is \constant{2.50}.  The trailing zero is kept to indicate
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| significance.  This is the customary presentation for monetary applications. For
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| multiplication, the ``schoolbook'' approach uses all the figures in the
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| multiplicands.  For instance, \samp{1.3 * 1.2} gives \constant{1.56} while
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| \samp{1.30 * 1.20} gives \constant{1.5600}.
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| 
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| \item Unlike hardware based binary floating point, the decimal module has a user
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| settable precision (defaulting to 28 places) which can be as large as needed for
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| a given problem:
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| 
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| \begin{verbatim}
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| >>> getcontext().prec = 6
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| >>> Decimal(1) / Decimal(7)
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| Decimal("0.142857")
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| >>> getcontext().prec = 28
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| >>> Decimal(1) / Decimal(7)
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| Decimal("0.1428571428571428571428571429")
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| \end{verbatim}
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| 
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| \item Both binary and decimal floating point are implemented in terms of published
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| standards.  While the built-in float type exposes only a modest portion of its
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| capabilities, the decimal module exposes all required parts of the standard.
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| When needed, the programmer has full control over rounding and signal handling.
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| 
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| \end{itemize}
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| 
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| 
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| The module design is centered around three concepts:  the decimal number, the
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| context for arithmetic, and signals.
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| 
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| A decimal number is immutable.  It has a sign, coefficient digits, and an
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| exponent.  To preserve significance, the coefficient digits do not truncate
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| trailing zeroes.  Decimals also include special values such as
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| \constant{Infinity}, \constant{-Infinity}, and \constant{NaN}.  The standard
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| also differentiates \constant{-0} from \constant{+0}.
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|                                                    
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| The context for arithmetic is an environment specifying precision, rounding
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| rules, limits on exponents, flags indicating the results of operations,
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| and trap enablers which determine whether signals are treated as
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| exceptions.  Rounding options include \constant{ROUND_CEILING},
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| \constant{ROUND_DOWN}, \constant{ROUND_FLOOR}, \constant{ROUND_HALF_DOWN},
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| \constant{ROUND_HALF_EVEN}, \constant{ROUND_HALF_UP}, and \constant{ROUND_UP}.
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| 
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| Signals are groups of exceptional conditions arising during the course of
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| computation.  Depending on the needs of the application, signals may be
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| ignored, considered as informational, or treated as exceptions. The signals in
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| the decimal module are: \constant{Clamped}, \constant{InvalidOperation},
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| \constant{DivisionByZero}, \constant{Inexact}, \constant{Rounded},
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| \constant{Subnormal}, \constant{Overflow}, and \constant{Underflow}.
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| 
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| For each signal there is a flag and a trap enabler.  When a signal is
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| encountered, its flag incremented from zero and, then, if the trap enabler
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| is set to one, an exception is raised.  Flags are sticky, so the user
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| needs to reset them before monitoring a calculation.
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| 
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| 
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| \begin{seealso}
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|   \seetext{IBM's General Decimal Arithmetic Specification,
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|            \citetitle[http://www2.hursley.ibm.com/decimal/decarith.html]
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|            {The General Decimal Arithmetic Specification}.}
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| 
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|   \seetext{IEEE standard 854-1987,
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|            \citetitle[http://www.cs.berkeley.edu/\textasciitilde ejr/projects/754/private/drafts/854-1987/dir.html]
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|            {Unofficial IEEE 854 Text}.} 
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| \end{seealso}
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| 
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| 
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| 
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| %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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| \subsection{Quick-start Tutorial \label{decimal-tutorial}}
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| 
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| The usual start to using decimals is importing the module, viewing the current
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| context with \function{getcontext()} and, if necessary, setting new values
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| for precision, rounding, or enabled traps:
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| 
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| \begin{verbatim}
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| >>> from decimal import *
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| >>> getcontext()
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| Context(prec=28, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
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|         capitals=1, flags=[], traps=[Overflow, InvalidOperation,
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|         DivisionByZero])
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| 
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| >>> getcontext().prec = 7       # Set a new precision
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| \end{verbatim}
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| 
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| 
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| Decimal instances can be constructed from integers, strings or tuples.  To
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| create a Decimal from a \class{float}, first convert it to a string.  This
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| serves as an explicit reminder of the details of the conversion (including
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| representation error).  Decimal numbers include special values such as
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| \constant{NaN} which stands for ``Not a number'', positive and negative
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| \constant{Infinity}, and \constant{-0}.        
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| 
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| \begin{verbatim}
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| >>> Decimal(10)
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| Decimal("10")
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| >>> Decimal("3.14")
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| Decimal("3.14")
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| >>> Decimal((0, (3, 1, 4), -2))
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| Decimal("3.14")
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| >>> Decimal(str(2.0 ** 0.5))
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| Decimal("1.41421356237")
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| >>> Decimal("NaN")
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| Decimal("NaN")
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| >>> Decimal("-Infinity")
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| Decimal("-Infinity")
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| \end{verbatim}
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| 
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| 
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| The significance of a new Decimal is determined solely by the number
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| of digits input.  Context precision and rounding only come into play during
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| arithmetic operations.
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| 
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| \begin{verbatim}
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| >>> getcontext().prec = 6
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| >>> Decimal('3.0')
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| Decimal("3.0")
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| >>> Decimal('3.1415926535')
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| Decimal("3.1415926535")
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| >>> Decimal('3.1415926535') + Decimal('2.7182818285')
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| Decimal("5.85987")
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| >>> getcontext().rounding = ROUND_UP
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| >>> Decimal('3.1415926535') + Decimal('2.7182818285')
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| Decimal("5.85988")
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| \end{verbatim}
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| 
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| 
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| Decimals interact well with much of the rest of python.  Here is a small
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| decimal floating point flying circus:
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|     
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| \begin{verbatim}    
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| >>> data = map(Decimal, '1.34 1.87 3.45 2.35 1.00 0.03 9.25'.split())
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| >>> max(data)
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| Decimal("9.25")
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| >>> min(data)
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| Decimal("0.03")
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| >>> sorted(data)
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| [Decimal("0.03"), Decimal("1.00"), Decimal("1.34"), Decimal("1.87"),
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|  Decimal("2.35"), Decimal("3.45"), Decimal("9.25")]
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| >>> sum(data)
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| Decimal("19.29")
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| >>> a,b,c = data[:3]
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| >>> str(a)
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| '1.34'
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| >>> float(a)
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| 1.3400000000000001
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| >>> round(a, 1)     # round() first converts to binary floating point
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| 1.3
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| >>> int(a)
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| 1
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| >>> a * 5
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| Decimal("6.70")
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| >>> a * b
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| Decimal("2.5058")
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| >>> c % a
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| Decimal("0.77")
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| \end{verbatim}
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| 
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| The \method{quantize()} method rounds a number to a fixed exponent.  This
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| method is useful for monetary applications that often round results to a fixed
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| number of places:
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| 
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| \begin{verbatim} 
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| >>> Decimal('7.325').quantize(Decimal('.01'), rounding=ROUND_DOWN)
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| Decimal("7.32")
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| >>> Decimal('7.325').quantize(Decimal('1.'), rounding=ROUND_UP)
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| Decimal("8")
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| \end{verbatim}
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| 
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| As shown above, the \function{getcontext()} function accesses the current
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| context and allows the settings to be changed.  This approach meets the
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| needs of most applications.
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| 
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| For more advanced work, it may be useful to create alternate contexts using
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| the Context() constructor.  To make an alternate active, use the
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| \function{setcontext()} function.
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| 
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| In accordance with the standard, the \module{Decimal} module provides two
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| ready to use standard contexts, \constant{BasicContext} and
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| \constant{ExtendedContext}. The former is especially useful for debugging
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| because many of the traps are enabled:
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| 
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| \begin{verbatim}
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| >>> myothercontext = Context(prec=60, rounding=ROUND_HALF_DOWN)
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| >>> setcontext(myothercontext)
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| >>> Decimal(1) / Decimal(7)
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| Decimal("0.142857142857142857142857142857142857142857142857142857142857")
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| 
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| >>> ExtendedContext
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| Context(prec=9, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
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|         capitals=1, flags=[], traps=[])
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| >>> setcontext(ExtendedContext)
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| >>> Decimal(1) / Decimal(7)
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| Decimal("0.142857143")
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| >>> Decimal(42) / Decimal(0)
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| Decimal("Infinity")
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| 
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| >>> setcontext(BasicContext)
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| >>> Decimal(42) / Decimal(0)
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| Traceback (most recent call last):
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|   File "<pyshell#143>", line 1, in -toplevel-
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|     Decimal(42) / Decimal(0)
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| DivisionByZero: x / 0
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| \end{verbatim}
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| 
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| 
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| Contexts also have signal flags for monitoring exceptional conditions
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| encountered during computations.  The flags remain set until explicitly
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| cleared, so it is best to clear the flags before each set of monitored
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| computations by using the \method{clear_flags()} method.
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| 
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| \begin{verbatim}
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| >>> setcontext(ExtendedContext)
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| >>> getcontext().clear_flags()
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| >>> Decimal(355) / Decimal(113)
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| Decimal("3.14159292")
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| >>> getcontext()
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| Context(prec=9, rounding=ROUND_HALF_EVEN, Emin=-999999999, Emax=999999999,
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|         capitals=1, flags=[Inexact, Rounded], traps=[])
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| \end{verbatim}
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| 
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| The \var{flags} entry shows that the rational approximation to \constant{Pi}
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| was rounded (digits beyond the context precision were thrown away) and that
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| the result is inexact (some of the discarded digits were non-zero).
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| 
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| Individual traps are set using the dictionary in the \member{traps}
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| field of a context:
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| 
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| \begin{verbatim}
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| >>> Decimal(1) / Decimal(0)
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| Decimal("Infinity")
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| >>> getcontext().traps[DivisionByZero] = 1
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| >>> Decimal(1) / Decimal(0)
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| Traceback (most recent call last):
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|   File "<pyshell#112>", line 1, in -toplevel-
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|     Decimal(1) / Decimal(0)
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| DivisionByZero: x / 0
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| \end{verbatim}
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| 
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| Most programs adjust the current context only once, at the beginning of the
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| program.  And, in many applications, data is converted to \class{Decimal} with
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| a single cast inside a loop.  With context set and decimals created, the bulk
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| of the program manipulates the data no differently than with other Python
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| numeric types.
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| 
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| 
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| 
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| %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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| \subsection{Decimal objects \label{decimal-decimal}}
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| 
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| \begin{classdesc}{Decimal}{\optional{value \optional{, context}}}
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|   Constructs a new \class{Decimal} object based from \var{value}.
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| 
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|   \var{value} can be an integer, string, tuple, or another \class{Decimal}
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|   object. If no \var{value} is given, returns \code{Decimal("0")}.  If
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|   \var{value} is a string, it should conform to the decimal numeric string
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|   syntax:
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|     
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|   \begin{verbatim}
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|     sign           ::=  '+' | '-'
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|     digit          ::=  '0' | '1' | '2' | '3' | '4' | '5' | '6' | '7' | '8' | '9'
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|     indicator      ::=  'e' | 'E'
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|     digits         ::=  digit [digit]...
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|     decimal-part   ::=  digits '.' [digits] | ['.'] digits
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|     exponent-part  ::=  indicator [sign] digits
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|     infinity       ::=  'Infinity' | 'Inf'
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|     nan            ::=  'NaN' [digits] | 'sNaN' [digits]
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|     numeric-value  ::=  decimal-part [exponent-part] | infinity
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|     numeric-string ::=  [sign] numeric-value | [sign] nan  
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|   \end{verbatim}
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| 
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|   If \var{value} is a \class{tuple}, it should have three components,
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|   a sign (\constant{0} for positive or \constant{1} for negative),
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|   a \class{tuple} of digits, and an integer exponent. For example,
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|   \samp{Decimal((0, (1, 4, 1, 4), -3))} returns \code{Decimal("1.414")}.
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| 
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|   The \var{context} precision does not affect how many digits are stored.
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|   That is determined exclusively by the number of digits in \var{value}. For
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|   example, \samp{Decimal("3.00000")} records all five zeroes even if the
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|   context precision is only three.
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| 
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|   The purpose of the \var{context} argument is determining what to do if
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|   \var{value} is a malformed string.  If the context traps
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|   \constant{InvalidOperation}, an exception is raised; otherwise, the
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|   constructor returns a new Decimal with the value of \constant{NaN}.
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| 
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|   Once constructed, \class{Decimal} objects are immutable.
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| \end{classdesc}
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| 
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| Decimal floating point objects share many properties with the other builtin
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| numeric types such as \class{float} and \class{int}.  All of the usual
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| math operations and special methods apply.  Likewise, decimal objects can
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| be copied, pickled, printed, used as dictionary keys, used as set elements,
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| compared, sorted, and coerced to another type (such as \class{float}
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| or \class{long}).
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| 
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| In addition to the standard numeric properties, decimal floating point objects
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| also have a number of specialized methods:
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| 
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| \begin{methoddesc}{adjusted}{}
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|   Return the adjusted exponent after shifting out the coefficient's rightmost
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|   digits until only the lead digit remains: \code{Decimal("321e+5").adjusted()}
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|   returns seven.  Used for determining the position of the most significant
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|   digit with respect to the decimal point.
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| \end{methoddesc}
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| 
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| \begin{methoddesc}{as_tuple}{}
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|   Returns a tuple representation of the number:
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|   \samp{(sign, digittuple, exponent)}.
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| \end{methoddesc}
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| 
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| \begin{methoddesc}{compare}{other\optional{, context}}
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|   Compares like \method{__cmp__()} but returns a decimal instance:
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|   \begin{verbatim}
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|         a or b is a NaN ==> Decimal("NaN")
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|         a < b           ==> Decimal("-1")
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|         a == b          ==> Decimal("0")
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|         a > b           ==> Decimal("1")
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|   \end{verbatim}
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| \end{methoddesc}
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| 
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| \begin{methoddesc}{max}{other\optional{, context}}
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|   Like \samp{max(self, other)} except that the context rounding rule
 | |
|   is applied before returning and that \constant{NaN} values are
 | |
|   either signalled or ignored (depending on the context and whether
 | |
|   they are signaling or quiet).
 | |
| \end{methoddesc}
 | |
| 
 | |
| \begin{methoddesc}{min}{other\optional{, context}}
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|   Like \samp{min(self, other)} except that the context rounding rule
 | |
|   is applied before returning and that \constant{NaN} values are
 | |
|   either signalled or ignored (depending on the context and whether
 | |
|   they are signaling or quiet).
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| \end{methoddesc}
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| 
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| \begin{methoddesc}{normalize}{\optional{context}}
 | |
|   Normalize the number by stripping the rightmost trailing zeroes and
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|   converting any result equal to \constant{Decimal("0")} to
 | |
|   \constant{Decimal("0e0")}. Used for producing canonical values for members
 | |
|   of an equivalence class. For example, \code{Decimal("32.100")} and
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|   \code{Decimal("0.321000e+2")} both normalize to the equivalent value
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|   \code{Decimal("32.1")}.
 | |
| \end{methoddesc}                                              
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| 
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| \begin{methoddesc}{quantize}
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|   {\optional{exp \optional{, rounding\optional{, context\optional{, watchexp}}}}}
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|   Quantize makes the exponent the same as \var{exp}.  Searches for a
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|   rounding method in \var{rounding}, then in \var{context}, and then
 | |
|   in the current context.
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| 
 | |
|   If \var{watchexp} is set (default), then an error is returned whenever
 | |
|   the resulting exponent is greater than \member{Emax} or less than
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|   \member{Etiny}.
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| \end{methoddesc} 
 | |
| 
 | |
| \begin{methoddesc}{remainder_near}{other\optional{, context}}
 | |
|   Computes 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 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
 | |
|   \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 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 \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).
 | |
| 
 | |
|   Because the trapped are disabled, this context is useful for applications
 | |
|   that prefer to have result value of \constant{NaN} or \constant{Infinity}
 | |
|   instead of raising exceptions.  This allows an application to complete a
 | |
|   run in the presence of conditions that would otherwise halt the program.
 | |
| \end{classdesc*}
 | |
| 
 | |
| \begin{classdesc*}{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.
 | |
| \end{classdesc*}
 | |
| 
 | |
| 
 | |
| In addition to the three supplied contexts, new contexts can be created
 | |
| with the \class{Context} constructor.
 | |
| 
 | |
| \begin{classdesc}{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 \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 is a positive integer that sets the precision for
 | |
|   arithmetic operations in the context.
 | |
| 
 | |
|   The \var{rounding} option is one of:
 | |
|       \constant{ROUND_CEILING} (towards \constant{Infinity}),
 | |
|       \constant{ROUND_DOWN} (towards zero),
 | |
|       \constant{ROUND_FLOOR} (towards \constant{-Infinity}),
 | |
|       \constant{ROUND_HALF_DOWN} (towards zero),
 | |
|       \constant{ROUND_HALF_EVEN},
 | |
|       \constant{ROUND_HALF_UP} (away from zero), or
 | |
|       \constant{ROUND_UP} (away from zero).
 | |
| 
 | |
|   The \var{traps} and \var{flags} fields list any signals to be set.
 | |
|   Generally, new contexts should only set traps and leave the flags clear.
 | |
| 
 | |
|   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, a lowercase \constant{e} is used:
 | |
|   \constant{Decimal('6.02e+23')}.
 | |
| \end{classdesc}
 | |
| 
 | |
| 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.
 | |
| 
 | |
| \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 from \var{num} but using \var{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:
 | |
| 
 | |
|   \begin{verbatim}
 | |
|     >>> getcontext().prec = 3
 | |
|     >>> Decimal("3.4445") + Decimal("1.0023")
 | |
|     Decimal("4.45")
 | |
|     >>> Decimal("3.4445") + Decimal(0) + Decimal("1.0023")
 | |
|     Decimal("4.44")
 | |
|   \end{verbatim}
 | |
|       
 | |
| \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
 | |
|   exponent is set to \constant{Etiny}.
 | |
| \end{methoddesc} 
 | |
| 
 | |
| \begin{methoddesc}{Etop}{}
 | |
|   Returns a value equal to \samp{Emax - prec + 1}.
 | |
| \end{methoddesc} 
 | |
| 
 | |
| 
 | |
| 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 alternate 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.
 | |
| 
 | |
| \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}{divmod}{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 return 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 return 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 the unary prefix minus operator 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 \method{plus} operation with all trailing zeros removed from
 | |
|   the result.
 | |
| \end{methoddesc}
 | |
|   
 | |
| \begin{methoddesc}{plus}{x}
 | |
|   Plus corresponds to the unary prefix plus operator in Python.  This
 | |
|   operation applies the context precision and rounding, so it is
 | |
|   \emph{not} an identity operation.
 | |
| \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 \constant{InvalidOperation}
 | |
|   condition is signaled.
 | |
| 
 | |
|   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
 | |
|   \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 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.  
 | |
| \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 between \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
 | |
| 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 \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*}{DecimalException}
 | |
|     Base class for other signals and is a subclass of
 | |
|     \exception{ArithmeticError}.
 | |
| \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, returns
 | |
|     \constant{Infinity} or \constant{-Infinity} with the sign determined by
 | |
|     the inputs to the calculation.
 | |
| \end{classdesc*}
 | |
| 
 | |
| \begin{classdesc*}{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.
 | |
| \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 no 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
 | |
|             Rounded
 | |
|             Subnormal
 | |
| \end{verbatim}            
 | |
| 
 | |
| 
 | |
| %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 | |
| \subsection{Floating Point Notes \label{decimal-notes}}
 | |
| 
 | |
| The use of decimal floating point eliminates decimal representation error
 | |
| (making it possible to represent \constant{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:
 | |
| 
 | |
| \begin{verbatim}
 | |
| # Examples from Seminumerical Algorithms, Section 4.2.2.
 | |
| >>> from decimal import *
 | |
| >>> 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")
 | |
| \end{verbatim}
 | |
| 
 | |
| The \module{decimal} module makes it possible to restore the identities
 | |
| by expanding the precision sufficiently to avoid loss of significance:
 | |
| 
 | |
| \begin{verbatim}
 | |
| >>> 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")
 | |
| \end{verbatim}
 | |
| 
 | |
| 
 | |
| The number system for the \module{decimal} module provides special
 | |
| values including \constant{NaN}, \constant{sNaN}, \constant{-Infinity},
 | |
| \constant{Infinity}, and two zeroes, \constant{+0} and \constant{-0}.
 | |
| 
 | |
| Infinities can be constructed directly with:  \code{Decimal('Infinity')}. Also,
 | |
| they can arise from dividing by zero when the \exception{DivisionByZero}
 | |
| signal is not trapped.  Likewise, when the \exception{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 \constant{NaN}, or if the
 | |
| \exception{InvalidOperation} signal is trapped, raise an exception.  For
 | |
| example, \code{0/0} returns \constant{NaN} which means ``not a number''.  This
 | |
| variety of \constant{NaN} is quiet and, once created, will flow through other
 | |
| computations always resulting in another \constant{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 \constant{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 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:          
 | |
| 
 | |
| \begin{verbatim}
 | |
| >>> 1 / Decimal('Infinity')
 | |
| Decimal("0E-1000000026")
 | |
| \end{verbatim}
 | |
| 
 | |
| %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 | |
| \subsection{Working with threads \label{decimal-threads}}
 | |
| 
 | |
| The \function{getcontext()} function accesses a different \class{Context}
 | |
| object for each thread.  Having separate thread contexts means that threads
 | |
| may make changes (such as \code{getcontext.prec=10}) without interfering with
 | |
| other threads.
 | |
| 
 | |
| 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 between threads calling
 | |
| \function{getcontext()}. For example:
 | |
| 
 | |
| \begin{verbatim}
 | |
| # 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()
 | |
|  . . .
 | |
| \end{verbatim}
 | |
| 
 | |
| 
 | |
| 
 | |
| %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 | |
| \subsection{Recipes \label{decimal-recipes}}
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| 
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| Here are a few recipes that serve as utility functions and that demonstrate
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| ways to work with the \class{Decimal} class:
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| 
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| \begin{verbatim}
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| def moneyfmt(value, places=2, curr='', sep=',', dp='.',
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|              pos='', neg='-', trailneg=''):
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|     """Convert Decimal to a money formatted string.
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| 
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|     places:  required number of places after the decimal point
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|     curr:    optional currency symbol before the sign (may be blank)
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|     sep:     optional grouping separator (comma, period, or blank)
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|     dp:      decimal point indicator (comma or period)
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|              only specify as blank when places is zero
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|     pos:     optional sign for positive numbers: "+", space or blank
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|     neg:     optional sign for negative numbers: "-", "(", space or blank
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|     trailneg:optional trailing minus indicator:  "-", ")", space or blank
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| 
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|     >>> d = Decimal('-1234567.8901')
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|     >>> moneyfmt(d, curr='$')
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|     '-$1,234,567.89'
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|     >>> moneyfmt(d, places=0, sep='.', dp='', neg='', trailneg='-')
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|     '1.234.568-'
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|     >>> moneyfmt(d, curr='$', neg='(', trailneg=')')
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|     '($1,234,567.89)'
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|     
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|     """
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|     q = Decimal((0, (1,), -places))    # 2 places --> '0.01'
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|     sign, digits, exp = value.quantize(q).as_tuple()
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|     result = []
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|     digits = map(str, digits)
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|     build, next = result.append, digits.pop
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|     if sign:
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|         build(trailneg)
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|     for i in range(places):
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|         build(next())
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|     build(dp)
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|     i = 0
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|     while digits:
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|         build(next())
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|         i += 1
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|         if i == 3:
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|             i = 0
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|             build(sep)
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|     build(curr)
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|     if sign:
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|         build(neg)
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|     else:
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|         build(pos)
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|     result.reverse()
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|     return ''.join(result)
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| 
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| def pi():
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|     """Compute Pi to the current precision.
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| 
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|     >>> print pi()
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|     3.141592653589793238462643383
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|     
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|     """
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|     getcontext().prec += 2  # extra digits for intermediate steps
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|     three = Decimal(3)      # substitute "three=3.0" for regular floats
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|     lasts, t, s, n, na, d, da = 0, three, 3, 1, 0, 0, 24
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|     while s != lasts:
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|         lasts = s
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|         n, na = n+na, na+8
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|         d, da = d+da, da+32
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|         t = (t * n) / d
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|         s += t
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|     getcontext().prec -= 2
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|     return +s               # unary plus applies the new precision
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| 
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| def exp(x):
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|     """Return e raised to the power of x.  Result type matches input type.
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| 
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|     >>> print exp(Decimal(1))
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|     2.718281828459045235360287471
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|     >>> print exp(Decimal(2))
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|     7.389056098930650227230427461
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|     >>> print exp(2.0)
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|     7.38905609893
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|     >>> print exp(2+0j)
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|     (7.38905609893+0j)
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|     
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|     """
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|     getcontext().prec += 2
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|     i, lasts, s, fact, num = 0, 0, 1, 1, 1
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|     while s != lasts:
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|         lasts = s    
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|         i += 1
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|         fact *= i
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|         num *= x     
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|         s += num / fact   
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|     getcontext().prec -= 2        
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|     return +s
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| 
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| def cos(x):
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|     """Return the cosine of x as measured in radians.
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| 
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|     >>> print cos(Decimal('0.5'))
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|     0.8775825618903727161162815826
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|     >>> print cos(0.5)
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|     0.87758256189
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|     >>> print cos(0.5+0j)
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|     (0.87758256189+0j)
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|     
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|     """
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|     getcontext().prec += 2
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|     i, lasts, s, fact, num, sign = 0, 0, 1, 1, 1, 1
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|     while s != lasts:
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|         lasts = s    
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|         i += 2
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|         fact *= i * (i-1)
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|         num *= x * x
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|         sign *= -1
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|         s += num / fact * sign 
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|     getcontext().prec -= 2        
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|     return +s
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| 
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| def sin(x):
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|     """Return the cosine of x as measured in radians.
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| 
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|     >>> print sin(Decimal('0.5'))
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|     0.4794255386042030002732879352
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|     >>> print sin(0.5)
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|     0.479425538604
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|     >>> print sin(0.5+0j)
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|     (0.479425538604+0j)
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|     
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|     """
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|     getcontext().prec += 2
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|     i, lasts, s, fact, num, sign = 1, 0, x, 1, x, 1
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|     while s != lasts:
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|         lasts = s    
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|         i += 2
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|         fact *= i * (i-1)
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|         num *= x * x
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|         sign *= -1
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|         s += num / fact * sign 
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|     getcontext().prec -= 2        
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|     return +s
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| 
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| \end{verbatim}                                             
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