Adding a suffix array index - Mailing list pgsql-hackers
From | Troels Arvin |
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Subject | Adding a suffix array index |
Date | |
Msg-id | pan.2004.11.19.10.42.37.901629@arvin.dk Whole thread Raw |
Responses |
Re: Adding a suffix array index
Re: Adding a suffix array index Re: Adding a suffix array index Re: Adding a suffix array index Re: Adding a suffix array index |
List | pgsql-hackers |
Hello, I'm working on a thesis project where I explore the addition of a specialized, bioinformatics-related data type to a RDBMS. My choice of RDBMS is PostgreSQL, of course, and I've started by adding a "dnaseq" (DNA sequence) data type, using PostgreSQL's APIs for type additions. The idea is to try to make it practical and even "attractive" to work with DNA sequences in an RDBMS. My starting goal is to make it viable to work with sequences in the 50-500 million base range. Some may think that RDBMSes and long chunks of data don't match well. My opinion is that the increasing power of computers and RDBMS software should at some point make it possible to work with DNA sequences in a "normal" data management setting like a RDBMS, instead of solely using stand-alone tools and stand-alone data files. Anyways, it's an open question if my hypothesis is right. The basic parts of the type are pretty much done. Those interested may have a look at http://troels.arvin.dk/svn-snap/postgresql-dnaseq/ (the code organization needs some clean-up). The basic type implementation should be improved by adding more string functions and by implementing a set of specialized selectivity functions. Part of my current code concerns packing DNA characters: As the alphabet of DNA strings is very small (four characters), it seems like a straigt-forward optimization to store each character in two bits. A warning: This is my first C project, so please don't laugh too much (publicly) if you find strange constructs in my code... Although B-trees and hash indexes may be used with my dnaseq type, they aren't very interesting for long DNA sequences. I would like to add support for adding a suffix array or suffix tree based index to dnaseq columns where the user expects long sequences. My review of the latest academic work on indexing of long sequences indicates that suffix arrays are probably the way to go: Recent advances in suffix array algorithms make them more attractive than suffix trees (because the take up less space). And since the DNA data I'm currently trying to support aren't separated in words, a string B-tree doesn't seem to be relevant. My first and most immediate goal is to support efficient answering of a question like "which rows contain the sequence TTGACCACTTG in column foo?". I have to immediate problems: 1. The algoriths I've found don't indicate a good way to update index arrays. So I'm thinking of implementing a sort ofindex-"cluster" which has one sub-index per indexed value. That way, I don't have to worry about updating a large indexcovering all the indexes values in the column. Is it conceivable to create such an index "cluster"? 2. Does someone know of interesting documentation (perhaps in the form of interesting code comments) which I should read,as a basis for creating a non-standard index type in PostgreSQL? -- Greetings from Troels Arvin, Copenhagen, Denmark
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