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authorBruce Momjian <bruce@momjian.us>2002-07-30 16:40:34 +0000
committerBruce Momjian <bruce@momjian.us>2002-07-30 16:40:34 +0000
commit1dedbf2da5c4aa741bbc6f16dc3ad819625b84f0 (patch)
treef13fc1d640627603e486fc965f18529f85a40500 /contrib/ltree/README.ltree
parent210e64fe085cf780ea49867ef00c24cc86386aa2 (diff)
downloadpostgresql-1dedbf2da5c4aa741bbc6f16dc3ad819625b84f0.tar.gz
Add ltree data type to contrib, from Teodor Sigaev and Oleg Bartunov.
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+contrib/ltree module
+
+ltree - is a PostgreSQL contrib module which contains implementation of data
+types, indexed access methods and queries for data organized as a tree-like
+structures.
+This module will works for PostgreSQL version 7.3.
+(patch for 7.2 version is provided, see INSTALLATION)
+-------------------------------------------------------------------------------
+All work was done by Teodor Sigaev (teodor@stack.net) and Oleg Bartunov
+(oleg@sai.msu.su). See http://www.sai.msu.su/~megera/postgres/gist for
+additional information. Authors would like to thank Eugeny Rodichev for helpful
+discussions. Comments and bug reports are welcome.
+-------------------------------------------------------------------------------
+
+LEGAL NOTICES: This module is released under BSD license (as PostgreSQL
+itself). This work was done in framework of Russian Scientific Network and
+partially supported by Russian Foundation for Basic Research and Stack Group.
+-------------------------------------------------------------------------------
+
+MOTIVATION
+
+This is a placeholder for introduction to the problem. Hope, people reading
+this document doesn't need it too much :-)
+
+DEFINITIONS
+
+A label of a node is a sequence of one or more words separated by blank
+character '_' and containing letters and digits ( for example, [a-zA-Z0-9] for
+C locale). The length of a label is limited by 256 bytes.
+
+Example: 'Countries', 'Personal_Services'
+
+A label path of a node is a sequence of one or more dot-separated labels
+l1.l2...ln, represents path from root to the node. The length of a label path
+is limited by 65Kb, but size <= 2Kb is preferrable. We consider it's not a
+strict limitation ( maximal size of label path for DMOZ catalogue - http://
+www.dmoz.org, is about 240 bytes !)
+
+Example: 'Top.Countries.Europe.Russia'
+
+We introduce several datatypes:
+
+ltree
+ - is a datatype for label path.
+
+ltree[]
+ - is a datatype for arrays of ltree.
+
+lquery
+ - is a path expression that has regular expression in the label path and
+ used for ltree matching. Star symbol (*) is used to specify any number of
+ labels (levels) and could be used at the beginning and the end of lquery,
+ for example, '*.Europe.*'.
+
+ The following quantifiers are recognized for '*' (like in Perl):
+
+ {n} Match exactly n levels
+ {n,} Match at least n levels
+ {n,m} Match at least n but not more than m levels
+ {,m} Match at maximum m levels (eq. to {0,m})
+
+ It is possible to use several modifiers at the end of a label:
+
+
+ @ Do case-insensitive label matching
+ * Do prefix matching for a label
+ % Don't account word separator '_' in label matching, that is
+ 'Russian%' would match 'Russian_nations', but not 'Russian'
+
+ lquery could contains logical '!' (NOT) at the beginning of the label and '
+ |' (OR) to specify possible alternatives for label matching.
+
+ Example of lquery:
+
+
+ Top.*{0,2}.sport*@.!football|tennis.Russ*|Spain
+ a) b) c) d) e)
+
+ A label path should
+ + a) begins from a node with label 'Top'
+ + b) and following zero or 2 labels until
+ + c) a node with label beginning from case-insensitive prefix 'sport'
+ + d) following node with label not matched 'football' or 'tennis' and
+ + e) ends on node with label beginning from 'Russ' or strictly matched
+ 'Spain'.
+
+ltxtquery
+ - is a datatype for label searching (like type 'query' for full text
+ searching, see contrib/tsearch). It's possible to use modifiers @,%,* at
+ the end of word. The meaning of modifiers are the same as for lquery.
+
+ Example: 'Europe & Russia*@ & !Transportation'
+
+ Search paths contain words 'Europe' and 'Russia*' (case-insensitive) and
+ not 'Transportation'. Notice, the order of words as they appear in label
+ path is not important !
+
+OPERATIONS
+
+The following operations are defined for type ltree:
+
+<,>,<=,>=,=, <>
+ - have their usual meanings. Comparison is doing in the order of direct
+ tree traversing, children of a node are sorted lexicographic.
+ltree @> ltree
+ - returns TRUE if left argument is an ancestor of right argument (or
+ equal).
+ltree <@ ltree
+ - returns TRUE if left argument is a descendant of right argument (or
+ equal).
+ltree ~ lquery, lquery ~ ltree
+ - return TRUE if node represented by ltree satisfies lquery.
+ltree @ ltxtquery, ltxtquery @ ltree
+ - return TRUE if node represented by ltree satisfies ltxtquery.
+ltree || ltree, ltree || text, text || ltree
+ - return concatenated ltree.
+
+Operations for arrays of ltree (ltree[]):
+
+ltree[] @> ltree, ltree <@ ltree[]
+ - returns TRUE if array ltree[] contains an ancestor of ltree.
+ltree @> ltree[], ltree[] <@ ltree
+ - returns TRUE if array ltree[] contains a descendant of ltree.
+ltree[] ~ lquery, lquery ~ ltree[]
+ - returns TRUE if array ltree[] contains label paths matched lquery.
+ltree[] @ ltxtquery, ltxtquery @ ltree[]
+ - returns TRUE if array ltree[] contains label paths matched ltxtquery
+ (full text search).
+ltree[] ?@> ltree, ltree ?<@ ltree[], ltree[] ?~ lquery, ltree[] ?@ ltxtquery
+ - returns first element of array ltree[] satisfies corresponding condition
+ and NULL in vice versa.
+
+REMARK
+
+Operations <@, @>, @ and ~ have analogues - ^<@, ^@>, ^@, ^~, which doesn't use
+indices !
+
+INDICES
+
+Various indices could be created to speed up execution of operations:
+
+ * B-tree index over ltree:
+ <, <=, =, =>, >
+ * GiST index over ltree:
+ <, <=, =, =>, >, @>, <@, @, ~
+ Example:
+ create index path_gist_idx on test using gist_ltree_ops (path);
+ * GiST index over ltree[]:
+ ltree[]<@ ltree, ltree @> ltree[], @, ~.
+ Example:
+ create index path_gist_idx on test using gist__ltree_ops (array_path);
+ Notices: This index is lossy.
+
+FUNCTIONS
+
+ltree subltree
+ ltree subltree(ltree, start, end)
+ returns subpath of ltree from start (inclusive) until the end.
+ # select subltree('Top.Child1.Child2',1,2);
+ subltree
+ --------
+ Child1
+ltree subpath
+ ltree subpath(ltree, OFFSET,LEN)
+ ltree subpath(ltree, OFFSET)
+ returns subpath of ltree from OFFSET (inclusive) with length LEN.
+ If OFFSET is negative returns subpath starts that far from the end
+ of the path. If LENGTH is omitted, returns everything to the end
+ of the path. If LENGTH is negative, leaves that many labels off
+ the end of the path.
+ # select subpath('Top.Child1.Child2',1,2);
+ subpath
+ -------
+ Child1.Child2
+
+ # select subpath('Top.Child1.Child2',-2,1);
+ subpath
+ ---------
+ Child1
+int4 nlevel
+
+ int4 nlevel(ltree) - returns level of the node.
+ # select nlevel('Top.Child1.Child2');
+ nlevel
+ --------
+ 3
+
+Note, that arguments start, end, OFFSET, LEN have meaning of level of the node
+!
+
+INSTALLATION
+
+ cd contrib/ltree
+ make
+ make install
+ make installcheck
+
+for 7.2 one needs to apply patch ( patch < patch.72) before installation !
+
+EXAMPLE OF USAGE
+
+ createdb ltreetest
+ psql ltreetest < /usr/local/pgsql/share/contrib/ltree.sql
+ psql ltreetest < ltreetest.sql
+
+Now, we have a database ltreetest populated with a data describing hierarchy
+shown below:
+
+
+ TOP
+ / | \
+ Science Hobbies Collections
+ / | \
+ Astronomy Amateurs_Astronomy Pictures
+ / \ |
+ Astrophysics Cosmology Astronomy
+ / | \
+ Galaxies Stars Astronauts
+
+Inheritance:
+
+ltreetest=# select path from test where path <@ 'Top.Science';
+ path
+------------------------------------
+ Top.Science
+ Top.Science.Astronomy
+ Top.Science.Astronomy.Astrophysics
+ Top.Science.Astronomy.Cosmology
+(4 rows)
+
+Matching:
+
+ltreetest=# select path from test where path ~ '*.Astronomy.*';
+ path
+-----------------------------------------------
+ Top.Science.Astronomy
+ Top.Science.Astronomy.Astrophysics
+ Top.Science.Astronomy.Cosmology
+ Top.Collections.Pictures.Astronomy
+ Top.Collections.Pictures.Astronomy.Stars
+ Top.Collections.Pictures.Astronomy.Galaxies
+ Top.Collections.Pictures.Astronomy.Astronauts
+(7 rows)
+ltreetest=# select path from test where path ~ '*.!pictures@.*.Astronomy.*';
+ path
+------------------------------------
+ Top.Science.Astronomy
+ Top.Science.Astronomy.Astrophysics
+ Top.Science.Astronomy.Cosmology
+(3 rows)
+
+Full text search:
+
+ltreetest=# select path from test where path @ 'Astro*% & !pictures@';
+ path
+------------------------------------
+ Top.Science.Astronomy
+ Top.Science.Astronomy.Astrophysics
+ Top.Science.Astronomy.Cosmology
+ Top.Hobbies.Amateurs_Astronomy
+(4 rows)
+
+ltreetest=# select path from test where path @ 'Astro* & !pictures@';
+ path
+------------------------------------
+ Top.Science.Astronomy
+ Top.Science.Astronomy.Astrophysics
+ Top.Science.Astronomy.Cosmology
+(3 rows)
+
+Using Functions:
+
+ltreetest=# select subpath(path,0,2)||'Space'||subpath(path,2) from test where path <@ 'Top.Science.Astronomy';
+ ?column?
+------------------------------------------
+ Top.Science.Space.Astronomy
+ Top.Science.Space.Astronomy.Astrophysics
+ Top.Science.Space.Astronomy.Cosmology
+(3 rows)
+We could create SQL-function:
+CREATE FUNCTION ins_label(ltree, int4, text) RETURNS ltree
+AS 'select subpath($1,0,$2) || $3 || subpath($1,$2);'
+LANGUAGE SQL WITH (ISCACHABLE);
+
+and previous select could be rewritten as:
+
+ltreetest=# select ins_label(path,2,'Space') from test where path <@ 'Top.Science.Astronomy';
+ ins_label
+------------------------------------------
+ Top.Science.Space.Astronomy
+ Top.Science.Space.Astronomy.Astrophysics
+ Top.Science.Space.Astronomy.Cosmology
+(3 rows)
+
+Or with another arguments:
+
+CREATE FUNCTION ins_label(ltree, ltree, text) RETURNS ltree
+AS 'select subpath($1,0,nlevel($2)) || $3 || subpath($1,nlevel($2));'
+LANGUAGE SQL WITH (ISCACHABLE);
+
+ltreetest=# select ins_label(path,'Top.Science'::ltree,'Space') from test where path <@ 'Top.Science.Astronomy';
+ ins_label
+------------------------------------------
+ Top.Science.Space.Astronomy
+ Top.Science.Space.Astronomy.Astrophysics
+ Top.Science.Space.Astronomy.Cosmology
+(3 rows)
+
+ADDITIONAL DATA
+
+To get more feeling from our ltree module you could download
+dmozltree-eng.sql.gz (about 3Mb tar.gz archive containing 300,274 nodes),
+available from http://www.sai.msu.su/~megera/postgres/gist/ltree/
+dmozltree-eng.sql.gz, which is DMOZ catalogue, prepared for use with ltree.
+Setup your test database (dmoz), load ltree module and issue command:
+
+zcat dmozltree-eng.sql.gz| psql dmoz
+
+Data will be loaded into database dmoz and all indices will be created.
+
+BENCHMARKS
+
+All runs were performed on my IBM ThinkPad T21 (256 MB RAM, 750Mhz) using DMOZ
+data, containing 300,274 nodes (see above for download link). We used some
+basic queries typical for walking through catalog.
+
+QUERIES
+
+ * Q0: Count all rows (sort of base time for comparison)
+ select count(*) from dmoz;
+ count
+ --------
+ 300274
+ (1 row)
+ * Q1: Get direct children (without inheritance)
+ select path from dmoz where path ~ 'Top.Adult.Arts.Animation.*{1}';
+ path
+ -----------------------------------
+ Top.Adult.Arts.Animation.Cartoons
+ Top.Adult.Arts.Animation.Anime
+ (2 rows)
+ * Q2: The same as Q1 but with counting of successors
+ select path as parentpath , (select count(*)-1 from dmoz where path <@
+ p.path) as count from dmoz p where path ~ 'Top.Adult.Arts.Animation.*{1}';
+ parentpath | count
+ -----------------------------------+-------
+ Top.Adult.Arts.Animation.Cartoons | 2
+ Top.Adult.Arts.Animation.Anime | 61
+ (2 rows)
+ * Q3: Get all parents
+ select path from dmoz where path @> 'Top.Adult.Arts.Animation' order by
+ path asc;
+ path
+ --------------------------
+ Top
+ Top.Adult
+ Top.Adult.Arts
+ Top.Adult.Arts.Animation
+ (4 rows)
+ * Q4: Get all parents with counting of children
+ select path, (select count(*)-1 from dmoz where path <@ p.path) as count
+ from dmoz p where path @> 'Top.Adult.Arts.Animation' order by path asc;
+ path | count
+ --------------------------+--------
+ Top | 300273
+ Top.Adult | 4913
+ Top.Adult.Arts | 339
+ Top.Adult.Arts.Animation | 65
+ (4 rows)
+ * Q5: Get all children with levels
+ select path, nlevel(path) - nlevel('Top.Adult.Arts.Animation') as level
+ from dmoz where path ~ 'Top.Adult.Arts.Animation.*{1,2}' order by path asc;
+ path | level
+ ------------------------------------------------+-------
+ Top.Adult.Arts.Animation.Anime | 1
+ Top.Adult.Arts.Animation.Anime.Fan_Works | 2
+ Top.Adult.Arts.Animation.Anime.Games | 2
+ Top.Adult.Arts.Animation.Anime.Genres | 2
+ Top.Adult.Arts.Animation.Anime.Image_Galleries | 2
+ Top.Adult.Arts.Animation.Anime.Multimedia | 2
+ Top.Adult.Arts.Animation.Anime.Resources | 2
+ Top.Adult.Arts.Animation.Anime.Titles | 2
+ Top.Adult.Arts.Animation.Cartoons | 1
+ Top.Adult.Arts.Animation.Cartoons.AVS | 2
+ Top.Adult.Arts.Animation.Cartoons.Members | 2
+ (11 rows)
+
+Timings
+
++---------------------------------------------+
+|Query|Rows|Time (ms) index|Time (ms) no index|
+|-----+----+---------------+------------------|
+| Q0| 1| NA| 1453.44|
+|-----+----+---------------+------------------|
+| Q1| 2| 0.49| 1001.54|
+|-----+----+---------------+------------------|
+| Q2| 2| 1.48| 3009.39|
+|-----+----+---------------+------------------|
+| Q3| 4| 0.55| 906.98|
+|-----+----+---------------+------------------|
+| Q4| 4| 24385.07| 4951.91|
+|-----+----+---------------+------------------|
+| Q5| 11| 0.85| 1003.23|
++---------------------------------------------+
+Timings without indices were obtained using operations which doesn't use
+indices (see above)
+
+Remarks
+
+We didn't run full-scale tests, also we didn't present (yet) data for
+operations with arrays of ltree (ltree[]) and full text searching. We'll
+appreciate your input. So far, below some (rather obvious) results:
+
+ * Indices does help execution of queries
+ * Q4 performs bad because one needs to read almost all data from the HDD
+
+CHANGES
+
+July 13, 2002
+ Initial release.
+
+TODO
+
+ * Testing on 64-bit platforms. There are several known problems with byte
+ alignment;
+ * Better documentation;
+ * We plan (probably) to improve regular expressions processing using
+ non-deterministic automata;
+ * Some sort of XML support;
+ * Better full text searching;
+
+SOME BACKGROUNDS
+
+The approach we use for ltree is much like one we used in our other GiST based
+contrib modules (intarray, tsearch, tree, btree_gist, rtree_gist). Theoretical
+background is available in papers referenced from our GiST development page
+(http://www.sai.msu.su/~megera/postgres/gist).
+
+A hierarchical data structure (tree) is a set of nodes. Each node has a
+signature (LPS) of a fixed size, which is a hashed label path of that node.
+Traversing a tree we could *certainly* prune branches if
+
+LQS (bitwise AND) LPS != LQS
+
+where LQS is a signature of lquery or ltxtquery, obtained in the same way as
+LPS.
+
+ltree[]:
+For array of ltree LPS is a bitwise OR-ed signatures of *ALL* children
+reachable from that node. Signatures are stored in RD-tree, implemented using
+GiST, which provides indexed access.
+
+ltree:
+For ltree we store LPS in a B-tree, implemented using GiST. Each node entry is
+represented by (left_bound, signature, right_bound), so that we could speedup
+operations <, <=, =, =>, > using left_bound, right_bound and prune branches of
+a tree using signature.
+-------------------------------------------------------------------------------
+We ask people who find the module useful to send us a postcards to:
+Moscow, 119899, Universitetski pr.13, Moscow State University, Sternberg
+Astronomical Institute, Russia
+For: Bartunov O.S.
+and
+Moscow, Bratislavskaya str.23, appt. 18, Russia
+For: Sigaev F.G.