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authorRaymond Hettinger <python@rcn.com>2009-04-17 00:11:54 (GMT)
committerRaymond Hettinger <python@rcn.com>2009-04-17 00:11:54 (GMT)
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Ladies and gentlemen, the new float.__repr__() has arrived.
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@@ -148,6 +148,43 @@ Some smaller changes made to the core Python language are:
(Contributed by Mark Dickinson; :issue:`4707`.)
+* Python now uses David Gay's algorithm for finding the shortest floating
+ point representation that doesn't change its value. This should help
+ mitigate the some of the confusion surrounding binary floating point
+ numbers.
+
+ The significance is easily seen with a number like ``1.1`` which does not
+ have an exact equivalent in binary floating point. Since there is no exact
+ equivalent, an expression like ``float("1.1")`` evaluates to the nearest
+ representable value which is ``0x1.199999999999ap+0`` in hex or
+ ``1.100000000000000088817841970012523233890533447265625`` in decimal. That
+ nearest value was and still is used in subsequent floating point
+ calculations.
+
+ What is new is how the number gets displayed. Formerly, Python used a
+ simple approach. The value of ``repr(1.1)`` was computed as ``format(1.1,
+ '.17g')`` which evaluates to ``'1.1000000000000001'``. The advantage of
+ using 17 digits was that it relied on IEEE-754 guarantees to assure that
+ ``eval(repr(1.1))`` would round-trip exactly to its original value. The
+ disadvantage is that many people found the output to be confusing (mistaking
+ intrinsic limitations of binary floating point representation as being a
+ problem with Python itself).
+
+ The new algorithm for ``repr(1.1)`` is smarter and returns ``1.1``.
+ Effectively, it searches all equivalent string representations (ones that
+ get stored as the same underlying float value) and returns the shortest
+ representation.
+
+ The new algorithm tends to emit cleaner representations when possible, but
+ it does not change the underlying values. So, it is still the case that
+ ``1.1 + 2.2 != 3.3`` even though the representations may suggest otherwise.
+
+ The new algorithm depends on certain features in the underlying floating
+ point implementation. If the required features are not found, the old
+ algorithm will continue to be used. Also, the text pickle protocols
+ assure cross-platform portability by using the old algorithm.
+
+ (Contributed by Eric Smith and Mark Dickinson; :issue:`1580`)
New, Improved, and Deprecated Modules
=====================================