From: "Soegtrop, Michael" <michael.soegtrop@intel.com>
To: OCaML Mailing List <caml-list@inria.fr>
Subject: RE: [Caml-list] Specify the default hash function for a type
Date: Tue, 17 May 2016 13:03:06 +0000 [thread overview]
Message-ID: <0F7D3B1B3C4B894D824F5B822E3E5A172CEF34D8@IRSMSX102.ger.corp.intel.com> (raw)
In-Reply-To: <0F7D3B1B3C4B894D824F5B822E3E5A172CEF2F38@IRSMSX102.ger.corp.intel.com>
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Dear OCaml users,
to close this topic, here are some statistics for my use case with different hash functions. All hash methods I tried lead to identical statistics as random numbers. Simply using Hashtbl.hash on lists of hashes of substructures (Method 2 below) worked very well, is easy to write down and offers sufficient flexibility.
NItems = 3277598
NBuckets = 16777216
| Theoretical | Method1 | Method2 | Method3
--------+-------------+----------+----------+---------
Empty | 13799905.0 | 13800062 | 13799864 | 13801452
Single | 2695950.5 | 2695830 | 2696131 | 2693130
2 items | 263340.5 | 263101 | 263042 | 264318
3 items | 17148.7 | 17350 | 17368 | 17463
4 items | 837.5 | 849 | 779 | 822
5 items | 32.7 | 24 | 29 | 31
6 items | 1.1 | 0 | 3 | 3
--------+-------------+----------+----------+---------
Runtime | | 119s | 122s | 110s
Note 1: the expected random deviation of the counts is sqrt(count).
Note 2: The speed differences between Method 1 and 2 are random – Method 2 should be faster.
Note 3: using Hashtbl.hash on the complete structure doesn't work for me for two reasons:
- parts of the structure should be ignored
- I have maps as substructures and require that logically equal maps result in the same hash
Theoretical:
collision numbers for a random process with same parameters (used exact Bernoulli statistics, not Poisson approximation)
Method1:
Hashtbl.hash used on structures recursively (create list of hash values for substructures and use Hashtbl.hash on list).
Maps (<10 elements) are converted to lists and the list is hashed with Hashtbl.hash.
Multiply each hash list entry with a distinct prime.
Use prime values for variants and prime multipliers for variant arguments.
Method2:
Hashtbl.hash used on structures recursively (create list of hash values for substructures and use Hashtbl.hash on list).
Maps (<10 elements) are converted to lists and the list is hashed with Hashtbl.hash.
Use prime values for variants and prime multipliers for variant arguments.
Method3:
( ( ( (v1 * p1 + v2) * p2) + v3 ) *p3 + v4) * p4
where vi are values and pi are distinct prime numbers. For lists I use 4 primes alternatingly and 4 different primes for empty cases
Btw.: I added a function “worst_bucketlist” to Hashtbl, which returns the keys of the largest bucket. This is useful for optimizing (or bug fixing) hash and equality functions – try to make a feature request for it.
Best regards,
Michael
Intel Deutschland GmbH
Registered Address: Am Campeon 10-12, 85579 Neubiberg, Germany
Tel: +49 89 99 8853-0, www.intel.de
Managing Directors: Christin Eisenschmid, Christian Lamprechter
Chairperson of the Supervisory Board: Nicole Lau
Registered Office: Munich
Commercial Register: Amtsgericht Muenchen HRB 186928
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prev parent reply other threads:[~2016-05-17 13:04 UTC|newest]
Thread overview: 16+ messages / expand[flat|nested] mbox.gz Atom feed top
2016-05-13 7:52 Soegtrop, Michael
2016-05-13 8:13 ` Ben Millwood
2016-05-13 8:40 ` Soegtrop, Michael
2016-05-13 9:06 ` Alain Frisch
2016-05-13 9:26 ` Soegtrop, Michael
2016-05-13 12:01 ` Gabriel Scherer
2016-05-13 12:23 ` Alain Frisch
2016-05-13 12:32 ` Soegtrop, Michael
2016-05-13 13:50 ` Pierre Chambart
2016-05-13 13:56 ` Alain Frisch
2016-05-13 16:17 ` Soegtrop, Michael
2016-05-13 18:57 ` Thomas Braibant
2016-05-13 22:45 ` Soegtrop, Michael
2016-05-14 8:41 ` Thomas Braibant
2016-05-14 9:06 ` Soegtrop, Michael
2016-05-17 13:03 ` Soegtrop, Michael [this message]
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