为什么 Python 的无穷大哈希有 π 的数字？

Question

The hash of infinity in Python has digits matching pi :

>>> inf = float('inf')
>>> hash(inf)
314159
>>> int(math.pi*1e5)
314159

Is that just a coincidence or is it intentional?

Answer 1

Summary: It's not a coincidence; _PyHASH_INF is hardcoded as 314159 in the default CPython implementation of Python, and was picked as an arbitrary value (obviously from the digits of π) by Tim Peters in 2000 .

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The value of hash(float('inf')) is one of the system-dependent parameters of the built-in hash function for numeric types, and is also available as sys.hash_info.inf in Python 3:

>>> import sys
>>> sys.hash_info
sys.hash_info(width=64, modulus=2305843009213693951, inf=314159, nan=0, imag=1000003, algorithm='siphash24', hash_bits=64, seed_bits=128, cutoff=0)
>>> sys.hash_info.inf
314159

(Same results with PyPy too.)

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In terms of code, hash is a built-in function. Calling it on a Python float object invokes the function whose pointer is given by the tp_hash attribute of the built-in float type ( PyTypeObject PyFloat_Type ), which is the float_hash function, defined as return _Py_HashDouble(v->ob_fval) , which in turn has

    if (Py_IS_INFINITY(v))
        return v > 0 ? _PyHASH_INF : -_PyHASH_INF;

where _PyHASH_INF is defined as 314159:

#define _PyHASH_INF 314159

---

In terms of history, the first mention of 314159 in this context in the Python code (you can find this with git bisect or git log -S 314159 -p ) was added by Tim Peters in August 2000, in what is now commit 39dce293 in the cpython git repository.

The commit message says:

Fix for http://sourceforge.net/bugs/?func=detailbug&bug_id=111866&group_id=5470 . This was a misleading bug -- the true "bug" was that hash(x) gave an error return when x is an infinity. Fixed that. Added new Py_IS_INFINITY macro to pyport.h . Rearranged code to reduce growing duplication in hashing of float and complex numbers, pushing Trent's earlier stab at that to a logical conclusion. Fixed exceedingly rare bug where hashing of floats could return -1 even if there wasn't an error (didn't waste time trying to construct a test case, it was simply obvious from the code that it could happen). Improved complex hash so that hash(complex(x, y)) doesn't systematically equal hash(complex(y, x)) anymore.

In particular, in this commit he ripped out the code of static long float_hash(PyFloatObject *v) in Objects/floatobject.c and made it just return _Py_HashDouble(v->ob_fval); , and in the definition of long _Py_HashDouble(double v) in Objects/object.c he added the lines:

        if (Py_IS_INFINITY(intpart))
            /* can't convert to long int -- arbitrary */
            v = v < 0 ? -271828.0 : 314159.0;

So as mentioned, it was an arbitrary choice. Note that 271828 is formed from the first few decimal digits of e .

Related later commits:

• By Mark Dickinson in Apr 2010 ( also ), making the Decimal type behave similarly

• By Mark Dickinson in Apr 2010 ( also ), moving this check to the top and adding test cases

• By Mark Dickinson in May 2010 as issue 8188 , completely rewriting the hash function to its current implementation , but retaining this special case, giving the constant a name _PyHASH_INF (also removing the 271828 which is why in Python 3 hash(float('-inf')) returns -314159 rather than -271828 as it does in Python 2)

• By Raymond Hettinger in Jan 2011 , adding an explicit example in the "What's new" for Python 3.2 of sys.hash_info showing the above value. (See here .)

• By Stefan Krah in Mar 2012 modifying the Decimal module but keeping this hash.

• By Christian Heimes in Nov 2013 , moved the definition of _PyHASH_INF from Include/pyport.h to Include/pyhash.h where it now lives.

Answer 2

_PyHASH_INF is defined as a constant equal to 314159 .

I can't find any discussion about this, or comments giving a reason. I think it was chosen more or less arbitrarily. I imagine that as long as they don't use the same meaningful value for other hashes, it shouldn't matter.

Answer 3

Indeed,

sys.hash_info.inf

returns 314159 . The value is not generated, it's built into the source code. In fact,

hash(float('-inf'))

returns -271828 , or approximately -e, in python 2 ( it's -314159 now ).

The fact that the two most famous irrational numbers of all time are used as the hash values makes it very unlikely to be a coincidence.