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diff --git a/doc/src/sgml/gin.sgml b/doc/src/sgml/gin.sgml new file mode 100644 index 0000000..8987c86 --- /dev/null +++ b/doc/src/sgml/gin.sgml @@ -0,0 +1,708 @@ +<!-- doc/src/sgml/gin.sgml --> + +<chapter id="gin"> +<title>GIN Indexes</title> + + <indexterm> + <primary>index</primary> + <secondary>GIN</secondary> + </indexterm> + +<sect1 id="gin-intro"> + <title>Introduction</title> + + <para> + <acronym>GIN</acronym> stands for Generalized Inverted Index. + <acronym>GIN</acronym> is designed for handling cases where the items + to be indexed are composite values, and the queries to be handled by + the index need to search for element values that appear within + the composite items. For example, the items could be documents, + and the queries could be searches for documents containing specific words. + </para> + + <para> + We use the word <firstterm>item</firstterm> to refer to a composite value that + is to be indexed, and the word <firstterm>key</firstterm> to refer to an element + value. <acronym>GIN</acronym> always stores and searches for keys, + not item values per se. + </para> + + <para> + A <acronym>GIN</acronym> index stores a set of (key, posting list) pairs, + where a <firstterm>posting list</firstterm> is a set of row IDs in which the key + occurs. The same row ID can appear in multiple posting lists, since + an item can contain more than one key. Each key value is stored only + once, so a <acronym>GIN</acronym> index is very compact for cases + where the same key appears many times. + </para> + + <para> + <acronym>GIN</acronym> is generalized in the sense that the + <acronym>GIN</acronym> access method code does not need to know the + specific operations that it accelerates. + Instead, it uses custom strategies defined for particular data types. + The strategy defines how keys are extracted from indexed items and + query conditions, and how to determine whether a row that contains + some of the key values in a query actually satisfies the query. + </para> + + <para> + One advantage of <acronym>GIN</acronym> is that it allows the development + of custom data types with the appropriate access methods, by + an expert in the domain of the data type, rather than a database expert. + This is much the same advantage as using <acronym>GiST</acronym>. + </para> + + <para> + The <acronym>GIN</acronym> + implementation in <productname>PostgreSQL</productname> is primarily + maintained by Teodor Sigaev and Oleg Bartunov. There is more + information about <acronym>GIN</acronym> on their + <ulink url="http://www.sai.msu.su/~megera/wiki/Gin">website</ulink>. + </para> +</sect1> + +<sect1 id="gin-builtin-opclasses"> + <title>Built-in Operator Classes</title> + + <para> + The core <productname>PostgreSQL</productname> distribution + includes the <acronym>GIN</acronym> operator classes shown in + <xref linkend="gin-builtin-opclasses-table"/>. + (Some of the optional modules described in <xref linkend="contrib"/> + provide additional <acronym>GIN</acronym> operator classes.) + </para> + + <table id="gin-builtin-opclasses-table"> + <title>Built-in <acronym>GIN</acronym> Operator Classes</title> + <tgroup cols="3"> + <thead> + <row> + <entry>Name</entry> + <entry>Indexed Data Type</entry> + <entry>Indexable Operators</entry> + </row> + </thead> + <tbody> + <row> + <entry><literal>array_ops</literal></entry> + <entry><type>anyarray</type></entry> + <entry> + <literal>&&</literal> + <literal><@</literal> + <literal>=</literal> + <literal>@></literal> + </entry> + </row> + <row> + <entry><literal>jsonb_ops</literal></entry> + <entry><type>jsonb</type></entry> + <entry> + <literal>?</literal> + <literal>?&</literal> + <literal>?|</literal> + <literal>@></literal> + <literal>@?</literal> + <literal>@@</literal> + </entry> + </row> + <row> + <entry><literal>jsonb_path_ops</literal></entry> + <entry><type>jsonb</type></entry> + <entry> + <literal>@></literal> + <literal>@?</literal> + <literal>@@</literal> + </entry> + </row> + <row> + <entry><literal>tsvector_ops</literal></entry> + <entry><type>tsvector</type></entry> + <entry> + <literal>@@</literal> + <literal>@@@</literal> + </entry> + </row> + </tbody> + </tgroup> + </table> + + <para> + Of the two operator classes for type <type>jsonb</type>, <literal>jsonb_ops</literal> + is the default. <literal>jsonb_path_ops</literal> supports fewer operators but + offers better performance for those operators. + See <xref linkend="json-indexing"/> for details. + </para> + +</sect1> + +<sect1 id="gin-extensibility"> + <title>Extensibility</title> + + <para> + The <acronym>GIN</acronym> interface has a high level of abstraction, + requiring the access method implementer only to implement the semantics of + the data type being accessed. The <acronym>GIN</acronym> layer itself + takes care of concurrency, logging and searching the tree structure. + </para> + + <para> + All it takes to get a <acronym>GIN</acronym> access method working is to + implement a few user-defined methods, which define the behavior of + keys in the tree and the relationships between keys, indexed items, + and indexable queries. In short, <acronym>GIN</acronym> combines + extensibility with generality, code reuse, and a clean interface. + </para> + + <para> + There are two methods that an operator class for + <acronym>GIN</acronym> must provide: + + <variablelist> + <varlistentry> + <term><function>Datum *extractValue(Datum itemValue, int32 *nkeys, + bool **nullFlags)</function></term> + <listitem> + <para> + Returns a palloc'd array of keys given an item to be indexed. The + number of returned keys must be stored into <literal>*nkeys</literal>. + If any of the keys can be null, also palloc an array of + <literal>*nkeys</literal> <type>bool</type> fields, store its address at + <literal>*nullFlags</literal>, and set these null flags as needed. + <literal>*nullFlags</literal> can be left <symbol>NULL</symbol> (its initial value) + if all keys are non-null. + The return value can be <symbol>NULL</symbol> if the item contains no keys. + </para> + </listitem> + </varlistentry> + + <varlistentry> + <term><function>Datum *extractQuery(Datum query, int32 *nkeys, + StrategyNumber n, bool **pmatch, Pointer **extra_data, + bool **nullFlags, int32 *searchMode)</function></term> + <listitem> + <para> + Returns a palloc'd array of keys given a value to be queried; that is, + <literal>query</literal> is the value on the right-hand side of an + indexable operator whose left-hand side is the indexed column. + <literal>n</literal> is the strategy number of the operator within the + operator class (see <xref linkend="xindex-strategies"/>). + Often, <function>extractQuery</function> will need + to consult <literal>n</literal> to determine the data type of + <literal>query</literal> and the method it should use to extract key values. + The number of returned keys must be stored into <literal>*nkeys</literal>. + If any of the keys can be null, also palloc an array of + <literal>*nkeys</literal> <type>bool</type> fields, store its address at + <literal>*nullFlags</literal>, and set these null flags as needed. + <literal>*nullFlags</literal> can be left <symbol>NULL</symbol> (its initial value) + if all keys are non-null. + The return value can be <symbol>NULL</symbol> if the <literal>query</literal> contains no keys. + </para> + + <para> + <literal>searchMode</literal> is an output argument that allows + <function>extractQuery</function> to specify details about how the search + will be done. + If <literal>*searchMode</literal> is set to + <literal>GIN_SEARCH_MODE_DEFAULT</literal> (which is the value it is + initialized to before call), only items that match at least one of + the returned keys are considered candidate matches. + If <literal>*searchMode</literal> is set to + <literal>GIN_SEARCH_MODE_INCLUDE_EMPTY</literal>, then in addition to items + containing at least one matching key, items that contain no keys at + all are considered candidate matches. (This mode is useful for + implementing is-subset-of operators, for example.) + If <literal>*searchMode</literal> is set to <literal>GIN_SEARCH_MODE_ALL</literal>, + then all non-null items in the index are considered candidate + matches, whether they match any of the returned keys or not. (This + mode is much slower than the other two choices, since it requires + scanning essentially the entire index, but it may be necessary to + implement corner cases correctly. An operator that needs this mode + in most cases is probably not a good candidate for a GIN operator + class.) + The symbols to use for setting this mode are defined in + <filename>access/gin.h</filename>. + </para> + + <para> + <literal>pmatch</literal> is an output argument for use when partial match + is supported. To use it, <function>extractQuery</function> must allocate + an array of <literal>*nkeys</literal> <type>bool</type>s and store its address at + <literal>*pmatch</literal>. Each element of the array should be set to true + if the corresponding key requires partial match, false if not. + If <literal>*pmatch</literal> is set to <symbol>NULL</symbol> then GIN assumes partial match + is not required. The variable is initialized to <symbol>NULL</symbol> before call, + so this argument can simply be ignored by operator classes that do + not support partial match. + </para> + + <para> + <literal>extra_data</literal> is an output argument that allows + <function>extractQuery</function> to pass additional data to the + <function>consistent</function> and <function>comparePartial</function> methods. + To use it, <function>extractQuery</function> must allocate + an array of <literal>*nkeys</literal> pointers and store its address at + <literal>*extra_data</literal>, then store whatever it wants to into the + individual pointers. The variable is initialized to <symbol>NULL</symbol> before + call, so this argument can simply be ignored by operator classes that + do not require extra data. If <literal>*extra_data</literal> is set, the + whole array is passed to the <function>consistent</function> method, and + the appropriate element to the <function>comparePartial</function> method. + </para> + + </listitem> + </varlistentry> + </variablelist> + + An operator class must also provide a function to check if an indexed item + matches the query. It comes in two flavors, a Boolean <function>consistent</function> + function, and a ternary <function>triConsistent</function> function. + <function>triConsistent</function> covers the functionality of both, so providing + <function>triConsistent</function> alone is sufficient. However, if the Boolean + variant is significantly cheaper to calculate, it can be advantageous to + provide both. If only the Boolean variant is provided, some optimizations + that depend on refuting index items before fetching all the keys are + disabled. + + <variablelist> + <varlistentry> + <term><function>bool consistent(bool check[], StrategyNumber n, Datum query, + int32 nkeys, Pointer extra_data[], bool *recheck, + Datum queryKeys[], bool nullFlags[])</function></term> + <listitem> + <para> + Returns true if an indexed item satisfies the query operator with + strategy number <literal>n</literal> (or might satisfy it, if the recheck + indication is returned). This function does not have direct access + to the indexed item's value, since <acronym>GIN</acronym> does not + store items explicitly. Rather, what is available is knowledge + about which key values extracted from the query appear in a given + indexed item. The <literal>check</literal> array has length + <literal>nkeys</literal>, which is the same as the number of keys previously + returned by <function>extractQuery</function> for this <literal>query</literal> datum. + Each element of the + <literal>check</literal> array is true if the indexed item contains the + corresponding query key, i.e., if (check[i] == true) the i-th key of the + <function>extractQuery</function> result array is present in the indexed item. + The original <literal>query</literal> datum is + passed in case the <function>consistent</function> method needs to consult it, + and so are the <literal>queryKeys[]</literal> and <literal>nullFlags[]</literal> + arrays previously returned by <function>extractQuery</function>. + <literal>extra_data</literal> is the extra-data array returned by + <function>extractQuery</function>, or <symbol>NULL</symbol> if none. + </para> + + <para> + When <function>extractQuery</function> returns a null key in + <literal>queryKeys[]</literal>, the corresponding <literal>check[]</literal> element + is true if the indexed item contains a null key; that is, the + semantics of <literal>check[]</literal> are like <literal>IS NOT DISTINCT + FROM</literal>. The <function>consistent</function> function can examine the + corresponding <literal>nullFlags[]</literal> element if it needs to tell + the difference between a regular value match and a null match. + </para> + + <para> + On success, <literal>*recheck</literal> should be set to true if the heap + tuple needs to be rechecked against the query operator, or false if + the index test is exact. That is, a false return value guarantees + that the heap tuple does not match the query; a true return value with + <literal>*recheck</literal> set to false guarantees that the heap tuple does + match the query; and a true return value with + <literal>*recheck</literal> set to true means that the heap tuple might match + the query, so it needs to be fetched and rechecked by evaluating the + query operator directly against the originally indexed item. + </para> + </listitem> + </varlistentry> + + <varlistentry> + <term><function>GinTernaryValue triConsistent(GinTernaryValue check[], StrategyNumber n, Datum query, + int32 nkeys, Pointer extra_data[], + Datum queryKeys[], bool nullFlags[])</function></term> + <listitem> + <para> + <function>triConsistent</function> is similar to <function>consistent</function>, + but instead of Booleans in the <literal>check</literal> vector, there are + three possible values for each + key: <literal>GIN_TRUE</literal>, <literal>GIN_FALSE</literal> and + <literal>GIN_MAYBE</literal>. <literal>GIN_FALSE</literal> and <literal>GIN_TRUE</literal> + have the same meaning as regular Boolean values, while + <literal>GIN_MAYBE</literal> means that the presence of that key is not known. + When <literal>GIN_MAYBE</literal> values are present, the function should only + return <literal>GIN_TRUE</literal> if the item certainly matches whether or + not the index item contains the corresponding query keys. Likewise, the + function must return <literal>GIN_FALSE</literal> only if the item certainly + does not match, whether or not it contains the <literal>GIN_MAYBE</literal> + keys. If the result depends on the <literal>GIN_MAYBE</literal> entries, i.e., + the match cannot be confirmed or refuted based on the known query keys, + the function must return <literal>GIN_MAYBE</literal>. + </para> + <para> + When there are no <literal>GIN_MAYBE</literal> values in the <literal>check</literal> + vector, a <literal>GIN_MAYBE</literal> return value is the equivalent of + setting the <literal>recheck</literal> flag in the + Boolean <function>consistent</function> function. + </para> + </listitem> + </varlistentry> + </variablelist> + </para> + + <para> + In addition, GIN must have a way to sort the key values stored in the index. + The operator class can define the sort ordering by specifying a comparison + method: + + <variablelist> + <varlistentry> + <term><function>int compare(Datum a, Datum b)</function></term> + <listitem> + <para> + Compares two keys (not indexed items!) and returns an integer less than + zero, zero, or greater than zero, indicating whether the first key is + less than, equal to, or greater than the second. Null keys are never + passed to this function. + </para> + </listitem> + </varlistentry> + </variablelist> + + Alternatively, if the operator class does not provide a <function>compare</function> + method, GIN will look up the default btree operator class for the index + key data type, and use its comparison function. It is recommended to + specify the comparison function in a GIN operator class that is meant for + just one data type, as looking up the btree operator class costs a few + cycles. However, polymorphic GIN operator classes (such + as <literal>array_ops</literal>) typically cannot specify a single comparison + function. + </para> + + <para> + An operator class for <acronym>GIN</acronym> can optionally supply the + following methods: + + <variablelist> + <varlistentry> + <term><function>int comparePartial(Datum partial_key, Datum key, StrategyNumber n, + Pointer extra_data)</function></term> + <listitem> + <para> + Compare a partial-match query key to an index key. Returns an integer + whose sign indicates the result: less than zero means the index key + does not match the query, but the index scan should continue; zero + means that the index key does match the query; greater than zero + indicates that the index scan should stop because no more matches + are possible. The strategy number <literal>n</literal> of the operator + that generated the partial match query is provided, in case its + semantics are needed to determine when to end the scan. Also, + <literal>extra_data</literal> is the corresponding element of the extra-data + array made by <function>extractQuery</function>, or <symbol>NULL</symbol> if none. + Null keys are never passed to this function. + </para> + </listitem> + </varlistentry> + <varlistentry> + <term><function>void options(local_relopts *relopts)</function></term> + <listitem> + <para> + Defines a set of user-visible parameters that control operator class + behavior. + </para> + + <para> + The <function>options</function> function is passed a pointer to a + <replaceable>local_relopts</replaceable> struct, which needs to be + filled with a set of operator class specific options. The options + can be accessed from other support functions using the + <literal>PG_HAS_OPCLASS_OPTIONS()</literal> and + <literal>PG_GET_OPCLASS_OPTIONS()</literal> macros. + </para> + + <para> + Since both key extraction of indexed values and representation of the + key in <acronym>GIN</acronym> are flexible, they may depend on + user-specified parameters. + </para> + </listitem> + </varlistentry> + </variablelist> + </para> + + <para> + To support <quote>partial match</quote> queries, an operator class must + provide the <function>comparePartial</function> method, and its + <function>extractQuery</function> method must set the <literal>pmatch</literal> + parameter when a partial-match query is encountered. See + <xref linkend="gin-partial-match"/> for details. + </para> + + <para> + The actual data types of the various <literal>Datum</literal> values mentioned + above vary depending on the operator class. The item values passed to + <function>extractValue</function> are always of the operator class's input type, and + all key values must be of the class's <literal>STORAGE</literal> type. The type of + the <literal>query</literal> argument passed to <function>extractQuery</function>, + <function>consistent</function> and <function>triConsistent</function> is whatever is the + right-hand input type of the class member operator identified by the + strategy number. This need not be the same as the indexed type, so long as + key values of the correct type can be extracted from it. However, it is + recommended that the SQL declarations of these three support functions use + the opclass's indexed data type for the <literal>query</literal> argument, even + though the actual type might be something else depending on the operator. + </para> + +</sect1> + +<sect1 id="gin-implementation"> + <title>Implementation</title> + + <para> + Internally, a <acronym>GIN</acronym> index contains a B-tree index + constructed over keys, where each key is an element of one or more indexed + items (a member of an array, for example) and where each tuple in a leaf + page contains either a pointer to a B-tree of heap pointers (a + <quote>posting tree</quote>), or a simple list of heap pointers (a <quote>posting + list</quote>) when the list is small enough to fit into a single index tuple along + with the key value. <xref linkend="gin-internals-figure"/> illustrates + these components of a GIN index. + </para> + + <para> + As of <productname>PostgreSQL</productname> 9.1, null key values can be + included in the index. Also, placeholder nulls are included in the index + for indexed items that are null or contain no keys according to + <function>extractValue</function>. This allows searches that should find empty + items to do so. + </para> + + <para> + Multicolumn <acronym>GIN</acronym> indexes are implemented by building + a single B-tree over composite values (column number, key value). The + key values for different columns can be of different types. + </para> + + <figure id="gin-internals-figure"> + <title>GIN Internals</title> + <mediaobject> + <imageobject> + <imagedata fileref="images/gin.svg" format="SVG" width="100%"/> + </imageobject> + </mediaobject> + </figure> + + <sect2 id="gin-fast-update"> + <title>GIN Fast Update Technique</title> + + <para> + Updating a <acronym>GIN</acronym> index tends to be slow because of the + intrinsic nature of inverted indexes: inserting or updating one heap row + can cause many inserts into the index (one for each key extracted + from the indexed item). As of <productname>PostgreSQL</productname> 8.4, + <acronym>GIN</acronym> is capable of postponing much of this work by inserting + new tuples into a temporary, unsorted list of pending entries. + When the table is vacuumed or autoanalyzed, or when + <function>gin_clean_pending_list</function> function is called, or if the + pending list becomes larger than + <xref linkend="guc-gin-pending-list-limit"/>, the entries are moved to the + main <acronym>GIN</acronym> data structure using the same bulk insert + techniques used during initial index creation. This greatly improves + <acronym>GIN</acronym> index update speed, even counting the additional + vacuum overhead. Moreover the overhead work can be done by a background + process instead of in foreground query processing. + </para> + + <para> + The main disadvantage of this approach is that searches must scan the list + of pending entries in addition to searching the regular index, and so + a large list of pending entries will slow searches significantly. + Another disadvantage is that, while most updates are fast, an update + that causes the pending list to become <quote>too large</quote> will incur an + immediate cleanup cycle and thus be much slower than other updates. + Proper use of autovacuum can minimize both of these problems. + </para> + + <para> + If consistent response time is more important than update speed, + use of pending entries can be disabled by turning off the + <literal>fastupdate</literal> storage parameter for a + <acronym>GIN</acronym> index. See <xref linkend="sql-createindex"/> + for details. + </para> + </sect2> + + <sect2 id="gin-partial-match"> + <title>Partial Match Algorithm</title> + + <para> + GIN can support <quote>partial match</quote> queries, in which the query + does not determine an exact match for one or more keys, but the possible + matches fall within a reasonably narrow range of key values (within the + key sorting order determined by the <function>compare</function> support method). + The <function>extractQuery</function> method, instead of returning a key value + to be matched exactly, returns a key value that is the lower bound of + the range to be searched, and sets the <literal>pmatch</literal> flag true. + The key range is then scanned using the <function>comparePartial</function> + method. <function>comparePartial</function> must return zero for a matching + index key, less than zero for a non-match that is still within the range + to be searched, or greater than zero if the index key is past the range + that could match. + </para> + </sect2> + +</sect1> + +<sect1 id="gin-tips"> +<title>GIN Tips and Tricks</title> + + <variablelist> + <varlistentry> + <term>Create vs. insert</term> + <listitem> + <para> + Insertion into a <acronym>GIN</acronym> index can be slow + due to the likelihood of many keys being inserted for each item. + So, for bulk insertions into a table it is advisable to drop the GIN + index and recreate it after finishing bulk insertion. + </para> + + <para> + As of <productname>PostgreSQL</productname> 8.4, this advice is less + necessary since delayed indexing is used (see <xref + linkend="gin-fast-update"/> for details). But for very large updates + it may still be best to drop and recreate the index. + </para> + </listitem> + </varlistentry> + + <varlistentry> + <term><xref linkend="guc-maintenance-work-mem"/></term> + <listitem> + <para> + Build time for a <acronym>GIN</acronym> index is very sensitive to + the <varname>maintenance_work_mem</varname> setting; it doesn't pay to + skimp on work memory during index creation. + </para> + </listitem> + </varlistentry> + + <varlistentry> + <term><xref linkend="guc-gin-pending-list-limit"/></term> + <listitem> + <para> + During a series of insertions into an existing <acronym>GIN</acronym> + index that has <literal>fastupdate</literal> enabled, the system will clean up + the pending-entry list whenever the list grows larger than + <varname>gin_pending_list_limit</varname>. To avoid fluctuations in observed + response time, it's desirable to have pending-list cleanup occur in the + background (i.e., via autovacuum). Foreground cleanup operations + can be avoided by increasing <varname>gin_pending_list_limit</varname> + or making autovacuum more aggressive. + However, enlarging the threshold of the cleanup operation means that + if a foreground cleanup does occur, it will take even longer. + </para> + <para> + <varname>gin_pending_list_limit</varname> can be overridden for individual + GIN indexes by changing storage parameters, which allows each + GIN index to have its own cleanup threshold. + For example, it's possible to increase the threshold only for the GIN + index which can be updated heavily, and decrease it otherwise. + </para> + </listitem> + </varlistentry> + + <varlistentry> + <term><xref linkend="guc-gin-fuzzy-search-limit"/></term> + <listitem> + <para> + The primary goal of developing <acronym>GIN</acronym> indexes was + to create support for highly scalable full-text search in + <productname>PostgreSQL</productname>, and there are often situations when + a full-text search returns a very large set of results. Moreover, this + often happens when the query contains very frequent words, so that the + large result set is not even useful. Since reading many + tuples from the disk and sorting them could take a lot of time, this is + unacceptable for production. (Note that the index search itself is very + fast.) + </para> + <para> + To facilitate controlled execution of such queries, + <acronym>GIN</acronym> has a configurable soft upper limit on the + number of rows returned: the + <varname>gin_fuzzy_search_limit</varname> configuration parameter. + It is set to 0 (meaning no limit) by default. + If a non-zero limit is set, then the returned set is a subset of + the whole result set, chosen at random. + </para> + <para> + <quote>Soft</quote> means that the actual number of returned results + could differ somewhat from the specified limit, depending on the query + and the quality of the system's random number generator. + </para> + <para> + From experience, values in the thousands (e.g., 5000 — 20000) + work well. + </para> + </listitem> + </varlistentry> + </variablelist> + +</sect1> + +<sect1 id="gin-limit"> + <title>Limitations</title> + + <para> + <acronym>GIN</acronym> assumes that indexable operators are strict. This + means that <function>extractValue</function> will not be called at all on a null + item value (instead, a placeholder index entry is created automatically), + and <function>extractQuery</function> will not be called on a null query + value either (instead, the query is presumed to be unsatisfiable). Note + however that null key values contained within a non-null composite item + or query value are supported. + </para> +</sect1> + +<sect1 id="gin-examples"> + <title>Examples</title> + + <para> + The core <productname>PostgreSQL</productname> distribution + includes the <acronym>GIN</acronym> operator classes previously shown in + <xref linkend="gin-builtin-opclasses-table"/>. + The following <filename>contrib</filename> modules also contain + <acronym>GIN</acronym> operator classes: + + <variablelist> + <varlistentry> + <term><filename>btree_gin</filename></term> + <listitem> + <para>B-tree equivalent functionality for several data types</para> + </listitem> + </varlistentry> + + <varlistentry> + <term><filename>hstore</filename></term> + <listitem> + <para>Module for storing (key, value) pairs</para> + </listitem> + </varlistentry> + + <varlistentry> + <term><filename>intarray</filename></term> + <listitem> + <para>Enhanced support for <type>int[]</type></para> + </listitem> + </varlistentry> + + <varlistentry> + <term><filename>pg_trgm</filename></term> + <listitem> + <para>Text similarity using trigram matching</para> + </listitem> + </varlistentry> + </variablelist> + </para> +</sect1> + +</chapter> |