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authorRaymond Hettinger <python@rcn.com>2004-08-15 23:47:48 (GMT)
committerRaymond Hettinger <python@rcn.com>2004-08-15 23:47:48 (GMT)
commit2864b808c7e1fde231c8a307c8993d336930ec4d (patch)
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Add a notes section to the docs:
* Discuss representation error versus loss of significance. * Document special values including qNaN, sNaN, +0, -0. * Show the suprising display of non-normalized zero values.
-rw-r--r--Doc/lib/libdecimal.tex98
1 files changed, 97 insertions, 1 deletions
diff --git a/Doc/lib/libdecimal.tex b/Doc/lib/libdecimal.tex
index cf21b8d..c009f5b 100644
--- a/Doc/lib/libdecimal.tex
+++ b/Doc/lib/libdecimal.tex
@@ -829,6 +829,102 @@ The following table summarizes the hierarchy of signals:
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\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 break down 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 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 when 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, the positive and negative zero 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}
@@ -864,7 +960,7 @@ t2.start()
t3.start()
. . .
\end{verbatim}
-
+
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%