<!-- doc/src/sgml/spgist.sgml -->

<chapter id="SPGiST">
<title>SP-GiST Indexes</title>

   <indexterm>
    <primary>index</primary>
    <secondary>SP-GiST</secondary>
   </indexterm>

<sect1 id="spgist-intro">
 <title>Introduction</title>

 <para>
  <acronym>SP-GiST</acronym> is an abbreviation for space-partitioned
  <acronym>GiST</acronym>.  <acronym>SP-GiST</acronym> supports partitioned
  search trees, which facilitate development of a wide range of different
  non-balanced data structures, such as quad-trees, k-d trees, and radix
  trees (tries).  The common feature of these structures is that they
  repeatedly divide the search space into partitions that need not be
  of equal size.  Searches that are well matched to the partitioning rule
  can be very fast.
 </para>

 <para>
  These popular data structures were originally developed for in-memory
  usage.  In main memory, they are usually designed as a set of dynamically
  allocated nodes linked by pointers.  This is not suitable for direct
  storing on disk, since these chains of pointers can be rather long which
  would require too many disk accesses.  In contrast, disk-based data
  structures should have a high fanout to minimize I/O.  The challenge
  addressed by <acronym>SP-GiST</acronym> is to map search tree nodes to
  disk pages in such a way that a search need access only a few disk pages,
  even if it traverses many nodes.
 </para>

 <para>
  Like <acronym>GiST</acronym>, <acronym>SP-GiST</acronym> is meant to allow
  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.
 </para>

 <para>
  Some of the information here is derived from Purdue University's
  SP-GiST Indexing Project
  <ulink url="http://www.cs.purdue.edu/spgist/">web site</ulink>.
  The <acronym>SP-GiST</acronym> implementation in
  <productname>PostgreSQL</productname> is primarily maintained by Teodor
  Sigaev and Oleg Bartunov, and there is more information on their
  <!-- URL will be changed -->
  <ulink url="http://www.sai.msu.su/~megera/wiki/spgist_dev">web site</ulink>.
 </para>

</sect1>

<sect1 id="spgist-builtin-opclasses">
 <title>Built-in Operator Classes</title>

 <para>
  The core <productname>PostgreSQL</> distribution
  includes the <acronym>SP-GiST</acronym> operator classes shown in
  <xref linkend="spgist-builtin-opclasses-table">.
 </para>

  <table id="spgist-builtin-opclasses-table">
   <title>Built-in <acronym>SP-GiST</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>kd_point_ops</></entry>
      <entry><type>point</></entry>
      <entry>
       <literal>&lt;&lt;</>
       <literal>&lt;@</>
       <literal>&lt;^</>
       <literal>&gt;&gt;</>
       <literal>&gt;^</>
       <literal>~=</>
      </entry>
     </row>
     <row>
      <entry><literal>quad_point_ops</></entry>
      <entry><type>point</></entry>
      <entry>
       <literal>&lt;&lt;</>
       <literal>&lt;@</>
       <literal>&lt;^</>
       <literal>&gt;&gt;</>
       <literal>&gt;^</>
       <literal>~=</>
      </entry>
     </row>
     <row>
      <entry><literal>range_ops</></entry>
      <entry>any range type</entry>
      <entry>
       <literal>&amp;&amp;</>
       <literal>&amp;&lt;</>
       <literal>&amp;&gt;</>
       <literal>-|-</>
       <literal>&lt;&lt;</>
       <literal>&lt;@</>
       <literal>=</>
       <literal>&gt;&gt;</>
       <literal>@&gt;</>
      </entry>
     </row>
     <row>
      <entry><literal>box_ops</></entry>
      <entry>box</entry>
      <entry>
       <literal>&lt;&lt;</>
       <literal>&amp;&lt;</>
       <literal>&amp;&amp;</>
       <literal>&amp;&gt;</>
       <literal>&gt;&gt;</>
       <literal>~=</>
       <literal>@&gt;</>
       <literal>&lt;@</>
       <literal>&amp;&lt;|</>
       <literal>&lt;&lt;|</>
       <literal>|&gt;&gt;</literal>
       <literal>|&amp;&gt;</>
      </entry>
     </row>
     <row>
      <entry><literal>text_ops</></entry>
      <entry><type>text</></entry>
      <entry>
       <literal>&lt;</>
       <literal>&lt;=</>
       <literal>=</>
       <literal>&gt;</>
       <literal>&gt;=</>
       <literal>~&lt;=~</>
       <literal>~&lt;~</>
       <literal>~&gt;=~</>
       <literal>~&gt;~</>
      </entry>
     </row>
    </tbody>
   </tgroup>
  </table>

 <para>
  Of the two operator classes for type <type>point</>,
  <literal>quad_point_ops</> is the default.  <literal>kd_point_ops</>
  supports the same operators but uses a different index data structure which
  may offer better performance in some applications.
 </para>

</sect1>

<sect1 id="spgist-extensibility">
 <title>Extensibility</title>

 <para>
  <acronym>SP-GiST</acronym> offers an interface with a high level of
  abstraction, requiring the access method developer to implement only
  methods specific to a given data type. The <acronym>SP-GiST</acronym> core
  is responsible for efficient disk mapping and searching the tree structure.
  It also takes care of concurrency and logging considerations.
 </para>

 <para>
  Leaf tuples of an <acronym>SP-GiST</acronym> tree contain values of the
  same data type as the indexed column.  Leaf tuples at the root level will
  always contain the original indexed data value, but leaf tuples at lower
  levels might contain only a compressed representation, such as a suffix.
  In that case the operator class support functions must be able to
  reconstruct the original value using information accumulated from the
  inner tuples that are passed through to reach the leaf level.
 </para>

 <para>
  Inner tuples are more complex, since they are branching points in the
  search tree.  Each inner tuple contains a set of one or more
  <firstterm>nodes</>, which represent groups of similar leaf values.
  A node contains a downlink that leads to either another, lower-level inner
  tuple, or a short list of leaf tuples that all lie on the same index page.
  Each node has a <firstterm>label</> that describes it; for example,
  in a radix tree the node label could be the next character of the string
  value.  Optionally, an inner tuple can have a <firstterm>prefix</> value
  that describes all its members.  In a radix tree this could be the common
  prefix of the represented strings.  The prefix value is not necessarily
  really a prefix, but can be any data needed by the operator class;
  for example, in a quad-tree it can store the central point that the four
  quadrants are measured with respect to.  A quad-tree inner tuple would
  then also contain four nodes corresponding to the quadrants around this
  central point.
 </para>

 <para>
  Some tree algorithms require knowledge of level (or depth) of the current
  tuple, so the <acronym>SP-GiST</acronym> core provides the possibility for
  operator classes to manage level counting while descending the tree.
  There is also support for incrementally reconstructing the represented
  value when that is needed.
 </para>

 <note>
  <para>
   The <acronym>SP-GiST</acronym> core code takes care of null entries.
   Although <acronym>SP-GiST</acronym> indexes do store entries for nulls
   in indexed columns, this is hidden from the index operator class code:
   no null index entries or search conditions will ever be passed to the
   operator class methods.  (It is assumed that <acronym>SP-GiST</acronym>
   operators are strict and so cannot succeed for null values.)  Null values
   are therefore not discussed further here.
  </para>
 </note>

 <para>
  There are five user-defined methods that an index operator class for
  <acronym>SP-GiST</acronym> must provide.  All five follow the convention
  of accepting two <type>internal</> arguments, the first of which is a
  pointer to a C struct containing input values for the support method,
  while the second argument is a pointer to a C struct where output values
  must be placed.  Four of the methods just return <type>void</>, since
  all their results appear in the output struct; but
  <function>leaf_consistent</> additionally returns a <type>boolean</> result.
  The methods must not modify any fields of their input structs.  In all
  cases, the output struct is initialized to zeroes before calling the
  user-defined method.
 </para>

 <para>
  The five user-defined methods are:
 </para>

 <variablelist>
    <varlistentry>
     <term><function>config</></term>
     <listitem>
      <para>
       Returns static information about the index implementation, including
       the data type OIDs of the prefix and node label data types.
      </para>
     <para>
      The <acronym>SQL</> declaration of the function must look like this:
<programlisting>
CREATE FUNCTION my_config(internal, internal) RETURNS void ...
</programlisting>
      The first argument is a pointer to a <structname>spgConfigIn</>
      C struct, containing input data for the function.
      The second argument is a pointer to a <structname>spgConfigOut</>
      C struct, which the function must fill with result data.
<programlisting>
typedef struct spgConfigIn
{
    Oid         attType;        /* Data type to be indexed */
} spgConfigIn;

typedef struct spgConfigOut
{
    Oid         prefixType;     /* Data type of inner-tuple prefixes */
    Oid         labelType;      /* Data type of inner-tuple node labels */
    bool        canReturnData;  /* Opclass can reconstruct original data */
    bool        longValuesOK;   /* Opclass can cope with values &gt; 1 page */
} spgConfigOut;
</programlisting>

      <structfield>attType</> is passed in order to support polymorphic
      index operator classes; for ordinary fixed-data-type operator classes, it
      will always have the same value and so can be ignored.
     </para>

     <para>
      For operator classes that do not use prefixes,
      <structfield>prefixType</> can be set to <literal>VOIDOID</>.
      Likewise, for operator classes that do not use node labels,
      <structfield>labelType</> can be set to <literal>VOIDOID</>.
      <structfield>canReturnData</> should be set true if the operator class
      is capable of reconstructing the originally-supplied index value.
      <structfield>longValuesOK</> should be set true only when the
      <structfield>attType</> is of variable length and the operator
      class is capable of segmenting long values by repeated suffixing
      (see <xref linkend="spgist-limits">).
     </para>
     </listitem>
    </varlistentry>

    <varlistentry>
     <term><function>choose</></term>
     <listitem>
      <para>
        Chooses a method for inserting a new value into an inner tuple.
      </para>

     <para>
      The <acronym>SQL</> declaration of the function must look like this:
<programlisting>
CREATE FUNCTION my_choose(internal, internal) RETURNS void ...
</programlisting>
      The first argument is a pointer to a <structname>spgChooseIn</>
      C struct, containing input data for the function.
      The second argument is a pointer to a <structname>spgChooseOut</>
      C struct, which the function must fill with result data.
<programlisting>
typedef struct spgChooseIn
{
    Datum       datum;          /* original datum to be indexed */
    Datum       leafDatum;      /* current datum to be stored at leaf */
    int         level;          /* current level (counting from zero) */

    /* Data from current inner tuple */
    bool        allTheSame;     /* tuple is marked all-the-same? */
    bool        hasPrefix;      /* tuple has a prefix? */
    Datum       prefixDatum;    /* if so, the prefix value */
    int         nNodes;         /* number of nodes in the inner tuple */
    Datum      *nodeLabels;     /* node label values (NULL if none) */
} spgChooseIn;

typedef enum spgChooseResultType
{
    spgMatchNode = 1,           /* descend into existing node */
    spgAddNode,                 /* add a node to the inner tuple */
    spgSplitTuple               /* split inner tuple (change its prefix) */
} spgChooseResultType;

typedef struct spgChooseOut
{
    spgChooseResultType resultType;     /* action code, see above */
    union
    {
        struct                  /* results for spgMatchNode */
        {
            int         nodeN;      /* descend to this node (index from 0) */
            int         levelAdd;   /* increment level by this much */
            Datum       restDatum;  /* new leaf datum */
        }           matchNode;
        struct                  /* results for spgAddNode */
        {
            Datum       nodeLabel;  /* new node's label */
            int         nodeN;      /* where to insert it (index from 0) */
        }           addNode;
        struct                  /* results for spgSplitTuple */
        {
            /* Info to form new inner tuple with one node */
            bool        prefixHasPrefix;    /* tuple should have a prefix? */
            Datum       prefixPrefixDatum;  /* if so, its value */
            Datum       nodeLabel;          /* node's label */

            /* Info to form new lower-level inner tuple with all old nodes */
            bool        postfixHasPrefix;   /* tuple should have a prefix? */
            Datum       postfixPrefixDatum; /* if so, its value */
        }           splitTuple;
    }           result;
} spgChooseOut;
</programlisting>

       <structfield>datum</> is the original datum that was to be inserted
       into the index.
       <structfield>leafDatum</> is initially the same as
       <structfield>datum</>, but can change at lower levels of the tree
       if the <function>choose</function> or <function>picksplit</function>
       methods change it.  When the insertion search reaches a leaf page,
       the current value of <structfield>leafDatum</> is what will be stored
       in the newly created leaf tuple.
       <structfield>level</> is the current inner tuple's level, starting at
       zero for the root level.
       <structfield>allTheSame</> is true if the current inner tuple is
       marked as containing multiple equivalent nodes
       (see <xref linkend="spgist-all-the-same">).
       <structfield>hasPrefix</> is true if the current inner tuple contains
       a prefix; if so,
       <structfield>prefixDatum</> is its value.
       <structfield>nNodes</> is the number of child nodes contained in the
       inner tuple, and
       <structfield>nodeLabels</> is an array of their label values, or
       NULL if there are no labels.
      </para>

      <para>
       The <function>choose</function> function can determine either that
       the new value matches one of the existing child nodes, or that a new
       child node must be added, or that the new value is inconsistent with
       the tuple prefix and so the inner tuple must be split to create a
       less restrictive prefix.
      </para>

      <para>
       If the new value matches one of the existing child nodes,
       set <structfield>resultType</> to <literal>spgMatchNode</>.
       Set <structfield>nodeN</> to the index (from zero) of that node in
       the node array.
       Set <structfield>levelAdd</> to the increment in
       <structfield>level</> caused by descending through that node,
       or leave it as zero if the operator class does not use levels.
       Set <structfield>restDatum</> to equal <structfield>datum</>
       if the operator class does not modify datums from one level to the
       next, or otherwise set it to the modified value to be used as
       <structfield>leafDatum</> at the next level.
      </para>

      <para>
       If a new child node must be added,
       set <structfield>resultType</> to <literal>spgAddNode</>.
       Set <structfield>nodeLabel</> to the label to be used for the new
       node, and set <structfield>nodeN</> to the index (from zero) at which
       to insert the node in the node array.
       After the node has been added, the <function>choose</function>
       function will be called again with the modified inner tuple;
       that call should result in an <literal>spgMatchNode</> result.
      </para>

      <para>
       If the new value is inconsistent with the tuple prefix,
       set <structfield>resultType</> to <literal>spgSplitTuple</>.
       This action moves all the existing nodes into a new lower-level
       inner tuple, and replaces the existing inner tuple with a tuple
       having a single node that links to the new lower-level inner tuple.
       Set <structfield>prefixHasPrefix</> to indicate whether the new
       upper tuple should have a prefix, and if so set
       <structfield>prefixPrefixDatum</> to the prefix value.  This new
       prefix value must be sufficiently less restrictive than the original
       to accept the new value to be indexed, and it should be no longer
       than the original prefix.
       Set <structfield>nodeLabel</> to the label to be used for the
       node that will point to the new lower-level inner tuple.
       Set <structfield>postfixHasPrefix</> to indicate whether the new
       lower-level inner tuple should have a prefix, and if so set
       <structfield>postfixPrefixDatum</> to the prefix value.  The
       combination of these two prefixes and the additional label must
       have the same meaning as the original prefix, because there is
       no opportunity to alter the node labels that are moved to the new
       lower-level tuple, nor to change any child index entries.
       After the node has been split, the <function>choose</function>
       function will be called again with the replacement inner tuple.
       That call will usually result in an <literal>spgAddNode</> result,
       since presumably the node label added in the split step will not
       match the new value; so after that, there will be a third call
       that finally returns <literal>spgMatchNode</> and allows the
       insertion to descend to the leaf level.
      </para>
     </listitem>
    </varlistentry>

    <varlistentry>
     <term><function>picksplit</></term>
     <listitem>
      <para>
       Decides how to create a new inner tuple over a set of leaf tuples.
      </para>

      <para>
        The <acronym>SQL</> declaration of the function must look like this:
<programlisting>
CREATE FUNCTION my_picksplit(internal, internal) RETURNS void ...
</programlisting>
      The first argument is a pointer to a <structname>spgPickSplitIn</>
      C struct, containing input data for the function.
      The second argument is a pointer to a <structname>spgPickSplitOut</>
      C struct, which the function must fill with result data.
<programlisting>
typedef struct spgPickSplitIn
{
    int         nTuples;        /* number of leaf tuples */
    Datum      *datums;         /* their datums (array of length nTuples) */
    int         level;          /* current level (counting from zero) */
} spgPickSplitIn;

typedef struct spgPickSplitOut
{
    bool        hasPrefix;      /* new inner tuple should have a prefix? */
    Datum       prefixDatum;    /* if so, its value */

    int         nNodes;         /* number of nodes for new inner tuple */
    Datum      *nodeLabels;     /* their labels (or NULL for no labels) */

    int        *mapTuplesToNodes;   /* node index for each leaf tuple */
    Datum      *leafTupleDatums;    /* datum to store in each new leaf tuple */
} spgPickSplitOut;
</programlisting>

       <structfield>nTuples</> is the number of leaf tuples provided.
       <structfield>datums</> is an array of their datum values.
       <structfield>level</> is the current level that all the leaf tuples
       share, which will become the level of the new inner tuple.
      </para>

      <para>
       Set <structfield>hasPrefix</> to indicate whether the new inner
       tuple should have a prefix, and if so set
       <structfield>prefixDatum</> to the prefix value.
       Set <structfield>nNodes</> to indicate the number of nodes that
       the new inner tuple will contain, and
       set <structfield>nodeLabels</> to an array of their label values.
       (If the nodes do not require labels, set <structfield>nodeLabels</>
       to NULL; see <xref linkend="spgist-null-labels"> for details.)
       Set <structfield>mapTuplesToNodes</> to an array that gives the index
       (from zero) of the node that each leaf tuple should be assigned to.
       Set <structfield>leafTupleDatums</> to an array of the values to
       be stored in the new leaf tuples (these will be the same as the
       input <structfield>datums</> if the operator class does not modify
       datums from one level to the next).
       Note that the <function>picksplit</> function is
       responsible for palloc'ing the
       <structfield>nodeLabels</>, <structfield>mapTuplesToNodes</> and
       <structfield>leafTupleDatums</> arrays.
      </para>

      <para>
       If more than one leaf tuple is supplied, it is expected that the
       <function>picksplit</> function will classify them into more than
       one node; otherwise it is not possible to split the leaf tuples
       across multiple pages, which is the ultimate purpose of this
       operation.  Therefore, if the <function>picksplit</> function
       ends up placing all the leaf tuples in the same node, the core
       SP-GiST code will override that decision and generate an inner
       tuple in which the leaf tuples are assigned at random to several
       identically-labeled nodes.  Such a tuple is marked
       <literal>allTheSame</> to signify that this has happened.  The
       <function>choose</> and <function>inner_consistent</> functions
       must take suitable care with such inner tuples.
       See <xref linkend="spgist-all-the-same"> for more information.
      </para>

      <para>
       <function>picksplit</> can be applied to a single leaf tuple only
       in the case that the <function>config</> function set
       <structfield>longValuesOK</> to true and a larger-than-a-page input
       value has been supplied.  In this case the point of the operation is
       to strip off a prefix and produce a new, shorter leaf datum value.
       The call will be repeated until a leaf datum short enough to fit on
       a page has been produced.  See <xref linkend="spgist-limits"> for
       more information.
      </para>
     </listitem>
    </varlistentry>

    <varlistentry>
     <term><function>inner_consistent</></term>
     <listitem>
      <para>
       Returns set of nodes (branches) to follow during tree search.
      </para>

      <para>
       The <acronym>SQL</> declaration of the function must look like this:
<programlisting>
CREATE FUNCTION my_inner_consistent(internal, internal) RETURNS void ...
</programlisting>
      The first argument is a pointer to a <structname>spgInnerConsistentIn</>
      C struct, containing input data for the function.
      The second argument is a pointer to a <structname>spgInnerConsistentOut</>
      C struct, which the function must fill with result data.

<programlisting>
typedef struct spgInnerConsistentIn
{
    ScanKey     scankeys;       /* array of operators and comparison values */
    int         nkeys;          /* length of array */

    Datum       reconstructedValue;     /* value reconstructed at parent */
    void       *traversalValue; /* opclass-specific traverse value */
    MemoryContext traversalMemoryContext;
    int         level;          /* current level (counting from zero) */
    bool        returnData;     /* original data must be returned? */

    /* Data from current inner tuple */
    bool        allTheSame;     /* tuple is marked all-the-same? */
    bool        hasPrefix;      /* tuple has a prefix? */
    Datum       prefixDatum;    /* if so, the prefix value */
    int         nNodes;         /* number of nodes in the inner tuple */
    Datum      *nodeLabels;     /* node label values (NULL if none) */
} spgInnerConsistentIn;

typedef struct spgInnerConsistentOut
{
    int         nNodes;         /* number of child nodes to be visited */
    int        *nodeNumbers;    /* their indexes in the node array */
    int        *levelAdds;      /* increment level by this much for each */
    Datum      *reconstructedValues;    /* associated reconstructed values */
    void      **traversalValues;        /* opclass-specific traverse values */

} spgInnerConsistentOut;
</programlisting>

       The array <structfield>scankeys</>, of length <structfield>nkeys</>,
       describes the index search condition(s).  These conditions are
       combined with AND &mdash; only index entries that satisfy all of
       them are interesting.  (Note that <structfield>nkeys</> = 0 implies
       that all index entries satisfy the query.)  Usually the consistent
       function only cares about the <structfield>sk_strategy</> and
       <structfield>sk_argument</> fields of each array entry, which
       respectively give the indexable operator and comparison value.
       In particular it is not necessary to check <structfield>sk_flags</> to
       see if the comparison value is NULL, because the SP-GiST core code
       will filter out such conditions.
       <structfield>reconstructedValue</> is the value reconstructed for the
       parent tuple; it is <literal>(Datum) 0</> at the root level or if the
       <function>inner_consistent</> function did not provide a value at the
       parent level.
       <structfield>level</> is the current inner tuple's level, starting at
       zero for the root level.
       <structfield>returnData</> is <literal>true</> if reconstructed data is
       required for this query; this will only be so if the
       <function>config</> function asserted <structfield>canReturnData</>.
       <structfield>allTheSame</> is true if the current inner tuple is
       marked <quote>all-the-same</>; in this case all the nodes have the
       same label (if any) and so either all or none of them match the query
       (see <xref linkend="spgist-all-the-same">).
       <structfield>hasPrefix</> is true if the current inner tuple contains
       a prefix; if so,
       <structfield>prefixDatum</> is its value.
       <structfield>nNodes</> is the number of child nodes contained in the
       inner tuple, and
       <structfield>nodeLabels</> is an array of their label values, or
       NULL if the nodes do not have labels.
       <structfield>traversalValue</> is a pointer to data that
       <function>inner_consistent</> gets when called on child nodes from an
       outer call of <function>inner_consistent</> on parent nodes.
      </para>

      <para>
       <structfield>nNodes</> must be set to the number of child nodes that
       need to be visited by the search, and
       <structfield>nodeNumbers</> must be set to an array of their indexes.
       If the operator class keeps track of levels, set
       <structfield>levelAdds</> to an array of the level increments
       required when descending to each node to be visited.  (Often these
       increments will be the same for all the nodes, but that's not
       necessarily so, so an array is used.)
       If value reconstruction is needed, set
       <structfield>reconstructedValues</> to an array of the values
       reconstructed for each child node to be visited; otherwise, leave
       <structfield>reconstructedValues</> as NULL.
       Note that the <function>inner_consistent</> function is
       responsible for palloc'ing the
       <structfield>nodeNumbers</>, <structfield>levelAdds</> and
       <structfield>reconstructedValues</> arrays.
       Sometimes accumulating some information is needed, while
       descending from parent to child node was happened. In this case
       <structfield>traversalValues</> array keeps pointers to
       specific data you need to accumulate for every child node.
       Memory for <structfield>traversalValues</> should be allocated in
       the default context, but each element of it should be allocated in
       <structfield>traversalMemoryContext</>.
      </para>
     </listitem>
    </varlistentry>

    <varlistentry>
     <term><function>leaf_consistent</></term>
     <listitem>
      <para>
       Returns true if a leaf tuple satisfies a query.
      </para>

      <para>
       The <acronym>SQL</> declaration of the function must look like this:
<programlisting>
CREATE FUNCTION my_leaf_consistent(internal, internal) RETURNS bool ...
</programlisting>
      The first argument is a pointer to a <structname>spgLeafConsistentIn</>
      C struct, containing input data for the function.
      The second argument is a pointer to a <structname>spgLeafConsistentOut</>
      C struct, which the function must fill with result data.
<programlisting>
typedef struct spgLeafConsistentIn
{
    ScanKey     scankeys;       /* array of operators and comparison values */
    int         nkeys;          /* length of array */

    void       *traversalValue; /* opclass-specific traverse value */
    Datum       reconstructedValue;     /* value reconstructed at parent */
    int         level;          /* current level (counting from zero) */
    bool        returnData;     /* original data must be returned? */

    Datum       leafDatum;      /* datum in leaf tuple */
} spgLeafConsistentIn;

typedef struct spgLeafConsistentOut
{
    Datum       leafValue;      /* reconstructed original data, if any */
    bool        recheck;        /* set true if operator must be rechecked */
} spgLeafConsistentOut;
</programlisting>

       The array <structfield>scankeys</>, of length <structfield>nkeys</>,
       describes the index search condition(s).  These conditions are
       combined with AND &mdash; only index entries that satisfy all of
       them satisfy the query.  (Note that <structfield>nkeys</> = 0 implies
       that all index entries satisfy the query.)  Usually the consistent
       function only cares about the <structfield>sk_strategy</> and
       <structfield>sk_argument</> fields of each array entry, which
       respectively give the indexable operator and comparison value.
       In particular it is not necessary to check <structfield>sk_flags</> to
       see if the comparison value is NULL, because the SP-GiST core code
       will filter out such conditions.
       <structfield>reconstructedValue</> is the value reconstructed for the
       parent tuple; it is <literal>(Datum) 0</> at the root level or if the
       <function>inner_consistent</> function did not provide a value at the
       parent level.
       <structfield>level</> is the current leaf tuple's level, starting at
       zero for the root level.
       <structfield>returnData</> is <literal>true</> if reconstructed data is
       required for this query; this will only be so if the
       <function>config</> function asserted <structfield>canReturnData</>.
       <structfield>leafDatum</> is the key value stored in the current
       leaf tuple.
      </para>

      <para>
       The function must return <literal>true</> if the leaf tuple matches the
       query, or <literal>false</> if not.  In the <literal>true</> case,
       if <structfield>returnData</> is <literal>true</> then
       <structfield>leafValue</> must be set to the value originally supplied
       to be indexed for this leaf tuple.  Also,
       <structfield>recheck</> may be set to <literal>true</> if the match
       is uncertain and so the operator(s) must be re-applied to the actual
       heap tuple to verify the match.
      </para>
     </listitem>
    </varlistentry>
   </variablelist>

  <para>
   All the SP-GiST support methods are normally called in a short-lived
   memory context; that is, <varname>CurrentMemoryContext</> will be reset
   after processing of each tuple.  It is therefore not very important to
   worry about pfree'ing everything you palloc.  (The <function>config</>
   method is an exception: it should try to avoid leaking memory.  But
   usually the <function>config</> method need do nothing but assign
   constants into the passed parameter struct.)
  </para>

  <para>
   If the indexed column is of a collatable data type, the index collation
   will be passed to all the support methods, using the standard
   <function>PG_GET_COLLATION()</> mechanism.
  </para>

</sect1>

<sect1 id="spgist-implementation">
 <title>Implementation</title>

  <para>
   This section covers implementation details and other tricks that are
   useful for implementers of <acronym>SP-GiST</acronym> operator classes to
   know.
  </para>

 <sect2 id="spgist-limits">
  <title>SP-GiST Limits</title>

  <para>
   Individual leaf tuples and inner tuples must fit on a single index page
   (8KB by default).  Therefore, when indexing values of variable-length
   data types, long values can only be supported by methods such as radix
   trees, in which each level of the tree includes a prefix that is short
   enough to fit on a page, and the final leaf level includes a suffix also
   short enough to fit on a page.  The operator class should set
   <structfield>longValuesOK</> to TRUE only if it is prepared to arrange for
   this to happen.  Otherwise, the <acronym>SP-GiST</acronym> core will
   reject any request to index a value that is too large to fit
   on an index page.
  </para>

  <para>
   Likewise, it is the operator class's responsibility that inner tuples
   do not grow too large to fit on an index page; this limits the number
   of child nodes that can be used in one inner tuple, as well as the
   maximum size of a prefix value.
  </para>

  <para>
   Another limitation is that when an inner tuple's node points to a set
   of leaf tuples, those tuples must all be in the same index page.
   (This is a design decision to reduce seeking and save space in the
   links that chain such tuples together.)  If the set of leaf tuples
   grows too large for a page, a split is performed and an intermediate
   inner tuple is inserted.  For this to fix the problem, the new inner
   tuple <emphasis>must</> divide the set of leaf values into more than one
   node group.  If the operator class's <function>picksplit</> function
   fails to do that, the <acronym>SP-GiST</acronym> core resorts to
   extraordinary measures described in <xref linkend="spgist-all-the-same">.
  </para>
 </sect2>

 <sect2 id="spgist-null-labels">
  <title>SP-GiST Without Node Labels</title>

  <para>
   Some tree algorithms use a fixed set of nodes for each inner tuple;
   for example, in a quad-tree there are always exactly four nodes
   corresponding to the four quadrants around the inner tuple's centroid
   point.  In such a case the code typically works with the nodes by
   number, and there is no need for explicit node labels.  To suppress
   node labels (and thereby save some space), the <function>picksplit</>
   function can return NULL for the <structfield>nodeLabels</> array.
   This will in turn result in <structfield>nodeLabels</> being NULL during
   subsequent calls to <function>choose</> and <function>inner_consistent</>.
   In principle, node labels could be used for some inner tuples and omitted
   for others in the same index.
  </para>

  <para>
   When working with an inner tuple having unlabeled nodes, it is an error
   for <function>choose</> to return <literal>spgAddNode</>, since the set
   of nodes is supposed to be fixed in such cases.  Also, there is no
   provision for generating an unlabeled node in <literal>spgSplitTuple</>
   actions, since it is expected that an <literal>spgAddNode</> action will
   be needed as well.
  </para>
 </sect2>

 <sect2 id="spgist-all-the-same">
  <title><quote>All-the-same</> Inner Tuples</title>

  <para>
   The <acronym>SP-GiST</acronym> core can override the results of the
   operator class's <function>picksplit</> function when
   <function>picksplit</> fails to divide the supplied leaf values into
   at least two node categories.  When this happens, the new inner tuple
   is created with multiple nodes that each have the same label (if any)
   that <function>picksplit</> gave to the one node it did use, and the
   leaf values are divided at random among these equivalent nodes.
   The <literal>allTheSame</> flag is set on the inner tuple to warn the
   <function>choose</> and <function>inner_consistent</> functions that the
   tuple does not have the node set that they might otherwise expect.
  </para>

  <para>
   When dealing with an <literal>allTheSame</> tuple, a <function>choose</>
   result of <literal>spgMatchNode</> is interpreted to mean that the new
   value can be assigned to any of the equivalent nodes; the core code will
   ignore the supplied  <structfield>nodeN</> value and descend into one
   of the nodes at random (so as to keep the tree balanced).  It is an
   error for <function>choose</> to return <literal>spgAddNode</>, since
   that would make the nodes not all equivalent; the
   <literal>spgSplitTuple</> action must be used if the value to be inserted
   doesn't match the existing nodes.
  </para>

  <para>
   When dealing with an <literal>allTheSame</> tuple, the
   <function>inner_consistent</> function should return either all or none
   of the nodes as targets for continuing the index search, since they are
   all equivalent.  This may or may not require any special-case code,
   depending on how much the <function>inner_consistent</> function normally
   assumes about the meaning of the nodes.
  </para>
 </sect2>

</sect1>

<sect1 id="spgist-examples">
 <title>Examples</title>

 <para>
  The <productname>PostgreSQL</productname> source distribution includes
  several examples of index operator classes for
  <acronym>SP-GiST</acronym>.  The core system currently provides radix
  trees over text columns and two types of trees over points: quad-tree and
  k-d tree.  Look into <filename>src/backend/access/spgist/</> to see the
  code.
 </para>

</sect1>

</chapter>
