mirror of
https://github.com/postgres/postgres.git
synced 2025-05-03 22:24:49 +03:00
This is a follow-up of the work done in fa42c2e, that did not include all the fixes previously agreed on. The contents removed here can be confusing to the reader as they refer to rather old server versions. Author: Stephen Frost, Tom Lane, Heikki Linnakangas, Yaroslav Schekin Discussion: https://postgr.es/m/CAB8KJ=jYHgnxLLZSNJz7gBTck4TxomngCmGkw3nEMSNF0yL6wA@mail.gmail.com Discussion: https://postgr.es/m/1599765595731-0.post@n3.nabble.com
718 lines
30 KiB
Plaintext
718 lines
30 KiB
Plaintext
<!-- 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="2">
|
|
<thead>
|
|
<row>
|
|
<entry>Name</entry>
|
|
<entry>Indexable Operators</entry>
|
|
</row>
|
|
</thead>
|
|
<tbody>
|
|
<row>
|
|
<entry morerows="3" valign="middle"><literal>array_ops</literal></entry>
|
|
<entry><literal>&& (anyarray,anyarray)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>@> (anyarray,anyarray)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal><@ (anyarray,anyarray)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>= (anyarray,anyarray)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry morerows="5" valign="middle"><literal>jsonb_ops</literal></entry>
|
|
<entry><literal>@> (jsonb,jsonb)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>@? (jsonb,jsonpath)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>@@ (jsonb,jsonpath)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>? (jsonb,text)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>?| (jsonb,text[])</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>?& (jsonb,text[])</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry morerows="2" valign="middle"><literal>jsonb_path_ops</literal></entry>
|
|
<entry><literal>@> (jsonb,jsonb)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>@? (jsonb,jsonpath)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>@@ (jsonb,jsonpath)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry morerows="1" valign="middle"><literal>tsvector_ops</literal></entry>
|
|
<entry><literal>@@ (tsvector,tsquery)</literal></entry>
|
|
</row>
|
|
<row>
|
|
<entry><literal>@@@ (tsvector,tsquery)</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
|
|
<structname>local_relopts</structname> 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).
|
|
<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>
|
|
When <literal>fastupdate</literal> is enabled for <acronym>GIN</acronym>
|
|
(see <xref linkend="gin-fast-update"/> for details), the penalty is
|
|
less than when it is not. 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>
|