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authorTom Lane <tgl@sss.pgh.pa.us>2014-04-12 11:58:53 -0400
committerTom Lane <tgl@sss.pgh.pa.us>2014-04-12 12:03:30 -0400
commita9d9acbf219b9e96585779cd5f99d674d4ccba74 (patch)
tree4bd26a78fa7f6f0bc558c611278e42a9f41d4875 /doc/src
parent3c41b812c5578fd7bd5c2de42941012d7d56dde2 (diff)
downloadpostgresql-a9d9acbf219b9e96585779cd5f99d674d4ccba74.tar.gz
postgresql-a9d9acbf219b9e96585779cd5f99d674d4ccba74.zip
Create infrastructure for moving-aggregate optimization.
Until now, when executing an aggregate function as a window function within a window with moving frame start (that is, any frame start mode except UNBOUNDED PRECEDING), we had to recalculate the aggregate from scratch each time the frame head moved. This patch allows an aggregate definition to include an alternate "moving aggregate" implementation that includes an inverse transition function for removing rows from the aggregate's running state. As long as this can be done successfully, runtime is proportional to the total number of input rows, rather than to the number of input rows times the average frame length. This commit includes the core infrastructure, documentation, and regression tests using user-defined aggregates. Follow-on commits will update some of the built-in aggregates to use this feature. David Rowley and Florian Pflug, reviewed by Dean Rasheed; additional hacking by me
Diffstat (limited to 'doc/src')
-rw-r--r--doc/src/sgml/catalogs.sgml43
-rw-r--r--doc/src/sgml/ref/create_aggregate.sgml153
-rw-r--r--doc/src/sgml/xaggr.sgml197
3 files changed, 375 insertions, 18 deletions
diff --git a/doc/src/sgml/catalogs.sgml b/doc/src/sgml/catalogs.sgml
index 0069573c459..c174e672adb 100644
--- a/doc/src/sgml/catalogs.sgml
+++ b/doc/src/sgml/catalogs.sgml
@@ -387,6 +387,24 @@
<entry>Final function (zero if none)</entry>
</row>
<row>
+ <entry><structfield>aggmtransfn</structfield></entry>
+ <entry><type>regproc</type></entry>
+ <entry><literal><link linkend="catalog-pg-proc"><structname>pg_proc</structname></link>.oid</literal></entry>
+ <entry>Forward transition function for moving-aggregate mode (zero if none)</entry>
+ </row>
+ <row>
+ <entry><structfield>aggminvtransfn</structfield></entry>
+ <entry><type>regproc</type></entry>
+ <entry><literal><link linkend="catalog-pg-proc"><structname>pg_proc</structname></link>.oid</literal></entry>
+ <entry>Inverse transition function for moving-aggregate mode (zero if none)</entry>
+ </row>
+ <row>
+ <entry><structfield>aggmfinalfn</structfield></entry>
+ <entry><type>regproc</type></entry>
+ <entry><literal><link linkend="catalog-pg-proc"><structname>pg_proc</structname></link>.oid</literal></entry>
+ <entry>Final function for moving-aggregate mode (zero if none)</entry>
+ </row>
+ <row>
<entry><structfield>aggsortop</structfield></entry>
<entry><type>oid</type></entry>
<entry><literal><link linkend="catalog-pg-operator"><structname>pg_operator</structname></link>.oid</literal></entry>
@@ -406,6 +424,20 @@
data, or zero to use a default estimate</entry>
</row>
<row>
+ <entry><structfield>aggmtranstype</structfield></entry>
+ <entry><type>oid</type></entry>
+ <entry><literal><link linkend="catalog-pg-type"><structname>pg_type</structname></link>.oid</literal></entry>
+ <entry>Data type of the aggregate function's internal transition (state)
+ data for moving-aggregate mode (zero if none)</entry>
+ </row>
+ <row>
+ <entry><structfield>aggmtransspace</structfield></entry>
+ <entry><type>int4</type></entry>
+ <entry></entry>
+ <entry>Approximate average size (in bytes) of the transition state data
+ for moving-aggregate mode, or zero to use a default estimate</entry>
+ </row>
+ <row>
<entry><structfield>agginitval</structfield></entry>
<entry><type>text</type></entry>
<entry></entry>
@@ -416,6 +448,17 @@
value starts out null.
</entry>
</row>
+ <row>
+ <entry><structfield>aggminitval</structfield></entry>
+ <entry><type>text</type></entry>
+ <entry></entry>
+ <entry>
+ The initial value of the transition state for moving-aggregate mode.
+ This is a text field containing the initial value in its external
+ string representation. If this field is null, the transition state
+ value starts out null.
+ </entry>
+ </row>
</tbody>
</tgroup>
</table>
diff --git a/doc/src/sgml/ref/create_aggregate.sgml b/doc/src/sgml/ref/create_aggregate.sgml
index e5fc7186544..268acf3e84d 100644
--- a/doc/src/sgml/ref/create_aggregate.sgml
+++ b/doc/src/sgml/ref/create_aggregate.sgml
@@ -27,6 +27,12 @@ CREATE AGGREGATE <replaceable class="parameter">name</replaceable> ( [ <replacea
[ , SSPACE = <replaceable class="PARAMETER">state_data_size</replaceable> ]
[ , FINALFUNC = <replaceable class="PARAMETER">ffunc</replaceable> ]
[ , INITCOND = <replaceable class="PARAMETER">initial_condition</replaceable> ]
+ [ , MSFUNC = <replaceable class="PARAMETER">msfunc</replaceable> ]
+ [ , MINVFUNC = <replaceable class="PARAMETER">minvfunc</replaceable> ]
+ [ , MSTYPE = <replaceable class="PARAMETER">mstate_data_type</replaceable> ]
+ [ , MSSPACE = <replaceable class="PARAMETER">mstate_data_size</replaceable> ]
+ [ , MFINALFUNC = <replaceable class="PARAMETER">mffunc</replaceable> ]
+ [ , MINITCOND = <replaceable class="PARAMETER">minitial_condition</replaceable> ]
[ , SORTOP = <replaceable class="PARAMETER">sort_operator</replaceable> ]
)
@@ -49,6 +55,12 @@ CREATE AGGREGATE <replaceable class="PARAMETER">name</replaceable> (
[ , SSPACE = <replaceable class="PARAMETER">state_data_size</replaceable> ]
[ , FINALFUNC = <replaceable class="PARAMETER">ffunc</replaceable> ]
[ , INITCOND = <replaceable class="PARAMETER">initial_condition</replaceable> ]
+ [ , MSFUNC = <replaceable class="PARAMETER">sfunc</replaceable> ]
+ [ , MINVFUNC = <replaceable class="PARAMETER">invfunc</replaceable> ]
+ [ , MSTYPE = <replaceable class="PARAMETER">state_data_type</replaceable> ]
+ [ , MSSPACE = <replaceable class="PARAMETER">state_data_size</replaceable> ]
+ [ , MFINALFUNC = <replaceable class="PARAMETER">ffunc</replaceable> ]
+ [ , MINITCOND = <replaceable class="PARAMETER">initial_condition</replaceable> ]
[ , SORTOP = <replaceable class="PARAMETER">sort_operator</replaceable> ]
)
</synopsis>
@@ -84,7 +96,7 @@ CREATE AGGREGATE <replaceable class="PARAMETER">name</replaceable> (
</para>
<para>
- An aggregate function is made from one or two ordinary
+ A simple aggregate function is made from one or two ordinary
functions:
a state transition function
<replaceable class="PARAMETER">sfunc</replaceable>,
@@ -126,7 +138,7 @@ CREATE AGGREGATE <replaceable class="PARAMETER">name</replaceable> (
values are ignored (the function is not called and the previous state value
is retained). If the initial state value is null, then at the first row
with all-nonnull input values, the first argument value replaces the state
- value, and the transition function is invoked at subsequent rows with
+ value, and the transition function is invoked at each subsequent row with
all-nonnull input values.
This is handy for implementing aggregates like <function>max</function>.
Note that this behavior is only available when
@@ -155,6 +167,18 @@ CREATE AGGREGATE <replaceable class="PARAMETER">name</replaceable> (
</para>
<para>
+ An aggregate can optionally support <firstterm>moving-aggregate mode</>,
+ as described in <xref linkend="xaggr-moving-aggregates">. This requires
+ specifying the <literal>MSFUNC</>, <literal>MINVFUNC</>,
+ and <literal>MSTYPE</> parameters, and optionally
+ the <literal>MSPACE</>, <literal>MFINALFUNC</>,
+ and <literal>MINITCOND</> parameters. Except for <literal>MINVFUNC</>,
+ these parameters work like the corresponding simple-aggregate parameters
+ without <literal>M</>; they define a separate implementation of the
+ aggregate that includes an inverse transition function.
+ </para>
+
+ <para>
The syntax with <literal>ORDER BY</literal> in the parameter list creates
a special type of aggregate called an <firstterm>ordered-set
aggregate</firstterm>; or if <literal>HYPOTHETICAL</> is specified, then
@@ -197,8 +221,8 @@ SELECT col FROM tab ORDER BY col USING sortop LIMIT 1;
<para>
To be able to create an aggregate function, you must
have <literal>USAGE</literal> privilege on the argument types, the state
- type, and the return type, as well as <literal>EXECUTE</literal> privilege
- on the transition and final functions.
+ type(s), and the return type, as well as <literal>EXECUTE</literal>
+ privilege on the transition and final functions.
</para>
</refsect1>
@@ -360,6 +384,79 @@ SELECT col FROM tab ORDER BY col USING sortop LIMIT 1;
</varlistentry>
<varlistentry>
+ <term><replaceable class="PARAMETER">msfunc</replaceable></term>
+ <listitem>
+ <para>
+ The name of the forward state transition function to be called for each
+ input row in moving-aggregate mode. This is exactly like the regular
+ transition function, except that its first argument and result are of
+ type <replaceable>mstate_data_type</>, which might be different
+ from <replaceable>state_data_type</>.
+ </para>
+ </listitem>
+ </varlistentry>
+
+ <varlistentry>
+ <term><replaceable class="PARAMETER">minvfunc</replaceable></term>
+ <listitem>
+ <para>
+ The name of the inverse state transition function to be used in
+ moving-aggregate mode. This function has the same argument and
+ result types as <replaceable>msfunc</>, but it is used to remove
+ a value from the current aggregate state, rather than add a value to
+ it. The inverse transition function must have the same strictness
+ attribute as the forward state transition function.
+ </para>
+ </listitem>
+ </varlistentry>
+
+ <varlistentry>
+ <term><replaceable class="PARAMETER">mstate_data_type</replaceable></term>
+ <listitem>
+ <para>
+ The data type for the aggregate's state value, when using
+ moving-aggregate mode.
+ </para>
+ </listitem>
+ </varlistentry>
+
+ <varlistentry>
+ <term><replaceable class="PARAMETER">mstate_data_size</replaceable></term>
+ <listitem>
+ <para>
+ The approximate average size (in bytes) of the aggregate's state
+ value, when using moving-aggregate mode. This works the same as
+ <replaceable>state_data_size</>.
+ </para>
+ </listitem>
+ </varlistentry>
+
+ <varlistentry>
+ <term><replaceable class="PARAMETER">mffunc</replaceable></term>
+ <listitem>
+ <para>
+ The name of the final function called to compute the aggregate's
+ result after all input rows have been traversed, when using
+ moving-aggregate mode. This works the same as <replaceable>ffunc</>,
+ except that its input type is <replaceable>mstate_data_type</>.
+ The aggregate result type determined by <replaceable>mffunc</>
+ and <replaceable>mstate_data_type</> must match that determined by the
+ aggregate's regular implementation.
+ </para>
+ </listitem>
+ </varlistentry>
+
+ <varlistentry>
+ <term><replaceable class="PARAMETER">minitial_condition</replaceable></term>
+ <listitem>
+ <para>
+ The initial setting for the state value, when using moving-aggregate
+ mode. This works the same as <replaceable>initial_condition</>.
+ </para>
+ </listitem>
+ </varlistentry>
+
+ <varlistentry>
<term><replaceable class="PARAMETER">sort_operator</replaceable></term>
<listitem>
<para>
@@ -398,6 +495,49 @@ SELECT col FROM tab ORDER BY col USING sortop LIMIT 1;
<title>Notes</title>
<para>
+ If an aggregate supports moving-aggregate mode, it will improve
+ calculation efficiency when the aggregate is used as a window function
+ for a window with moving frame start (that is, a frame start mode other
+ than <literal>UNBOUNDED PRECEDING</>). Conceptually, the forward
+ transition function adds input values to the aggregate's state when
+ they enter the window frame from the bottom, and the inverse transition
+ function removes them again when they leave the frame at the top. So,
+ when values are removed, they are always removed in the same order they
+ were added. Whenever the inverse transition function is invoked, it will
+ thus receive the earliest added but not yet removed argument value(s).
+ The inverse transition function can assume that at least one row will
+ remain in the current state after it removes the oldest row. (When this
+ would not be the case, the window function mechanism simply starts a
+ fresh aggregation, rather than using the inverse transition function.)
+ </para>
+
+ <para>
+ The forward transition function for moving-aggregate mode is not
+ allowed to return NULL as the new state value. If the inverse
+ transition function returns NULL, this is taken as an indication that
+ the inverse function cannot reverse the state calculation for this
+ particular input, and so the aggregate calculation will be redone from
+ scratch for the current frame starting position. This convention
+ allows moving-aggregate mode to be used in situations where there are
+ some infrequent cases that are impractical to reverse out of the
+ running state value.
+ </para>
+
+ <para>
+ If no moving-aggregate implementation is supplied,
+ the aggregate can still be used with moving frames,
+ but <productname>PostgreSQL</productname> will recompute the whole
+ aggregation whenever the start of the frame moves.
+ Note that whether or not the aggregate supports moving-aggregate
+ mode, <productname>PostgreSQL</productname> can handle a moving frame
+ end without recalculation; this is done by continuing to add new values
+ to the aggregate's state. It is assumed that the final function does
+ not damage the aggregate's state value, so that the aggregation can be
+ continued even after an aggregate result value has been obtained for
+ one set of frame boundaries.
+ </para>
+
+ <para>
The syntax for ordered-set aggregates allows <literal>VARIADIC</>
to be specified for both the last direct parameter and the last
aggregated (<literal>WITHIN GROUP</>) parameter. However, the
@@ -415,6 +555,11 @@ SELECT col FROM tab ORDER BY col USING sortop LIMIT 1;
ones; any preceding parameters represent additional direct arguments
that are not constrained to match the aggregated arguments.
</para>
+
+ <para>
+ Currently, ordered-set aggregates do not need to support
+ moving-aggregate mode, since they cannot be used as window functions.
+ </para>
</refsect1>
<refsect1>
diff --git a/doc/src/sgml/xaggr.sgml b/doc/src/sgml/xaggr.sgml
index e77ef12e5c3..cbbb0519115 100644
--- a/doc/src/sgml/xaggr.sgml
+++ b/doc/src/sgml/xaggr.sgml
@@ -132,6 +132,161 @@ CREATE AGGREGATE avg (float8)
</note>
<para>
+ Aggregate function calls in SQL allow <literal>DISTINCT</>
+ and <literal>ORDER BY</> options that control which rows are fed
+ to the aggregate's transition function and in what order. These
+ options are implemented behind the scenes and are not the concern
+ of the aggregate's support functions.
+ </para>
+
+ <para>
+ For further details see the
+ <xref linkend="sql-createaggregate">
+ command.
+ </para>
+
+ <sect2 id="xaggr-moving-aggregates">
+ <title>Moving-Aggregate Mode</title>
+
+ <indexterm>
+ <primary>moving-aggregate mode</primary>
+ </indexterm>
+
+ <indexterm>
+ <primary>aggregate function</primary>
+ <secondary>moving aggregate</secondary>
+ </indexterm>
+
+ <para>
+ Aggregate functions can optionally support <firstterm>moving-aggregate
+ mode</>, which allows substantially faster execution of aggregate
+ functions within windows with moving frame starting points.
+ (See <xref linkend="tutorial-window">
+ and <xref linkend="syntax-window-functions"> for information about use of
+ aggregate functions as window functions.)
+ The basic idea is that in addition to a normal <quote>forward</>
+ transition function, the aggregate provides an <firstterm>inverse
+ transition function</>, which allows rows to be removed from the
+ aggregate's running state value when they exit the window frame.
+ For example a <function>sum</> aggregate, which uses addition as the
+ forward transition function, would use subtraction as the inverse
+ transition function. Without an inverse transition function, the window
+ function mechanism must recalculate the aggregate from scratch each time
+ the frame starting point moves, resulting in run time proportional to the
+ number of input rows times the average frame length. With an inverse
+ transition function, the run time is only proportional to the number of
+ input rows.
+ </para>
+
+ <para>
+ The inverse transition function is passed the current state value and the
+ aggregate input value(s) for the earliest row included in the current
+ state. It must reconstruct what the state value would have been if the
+ given input value had never been aggregated, but only the rows following
+ it. This sometimes requires that the forward transition function keep
+ more state than is needed for plain aggregation mode. Therefore, the
+ moving-aggregate mode uses a completely separate implementation from the
+ plain mode: it has its own state data type, its own forward transition
+ function, and its own final function if needed. These can be the same as
+ the plain mode's data type and functions, if there is no need for extra
+ state.
+ </para>
+
+ <para>
+ As an example, we could extend the <function>sum</> aggregate given above
+ to support moving-aggregate mode like this:
+
+<programlisting>
+CREATE AGGREGATE sum (complex)
+(
+ sfunc = complex_add,
+ stype = complex,
+ initcond = '(0,0)',
+ msfunc = complex_add,
+ minvfunc = complex_sub,
+ mstype = complex,
+ minitcond = '(0,0)'
+);
+</programlisting>
+
+ The parameters whose names begin with <literal>m</> define the
+ moving-aggregate implementation. Except for the inverse transition
+ function <literal>minvfunc</>, they correspond to the plain-aggregate
+ parameters without <literal>m</>.
+ </para>
+
+ <para>
+ The forward transition function for moving-aggregate mode is not allowed
+ to return NULL as the new state value. If the inverse transition
+ function returns NULL, this is taken as an indication that the inverse
+ function cannot reverse the state calculation for this particular input,
+ and so the aggregate calculation will be redone from scratch for the
+ current frame starting position. This convention allows moving-aggregate
+ mode to be used in situations where there are some infrequent cases that
+ are impractical to reverse out of the running state value. The inverse
+ transition function can <quote>punt</> on these cases, and yet still come
+ out ahead so long as it can work for most cases. As an example, an
+ aggregate working with floating-point numbers might choose to punt when
+ a <literal>NaN</> (not a number) input has to be removed from the running
+ state value.
+ </para>
+
+ <para>
+ When writing moving-aggregate support functions, it is important to be
+ sure that the inverse transition function can reconstruct the correct
+ state value exactly. Otherwise there might be user-visible differences
+ in results depending on whether the moving-aggregate mode is used.
+ An example of an aggregate for which adding an inverse transition
+ function seems easy at first, yet where this requirement cannot be met
+ is <function>sum</> over <type>float4</> or <type>float8</> inputs. A
+ naive declaration of <function>sum(<type>float8</>)</function> could be
+
+<programlisting>
+CREATE AGGREGATE unsafe_sum (float8)
+(
+ stype = float8,
+ sfunc = float8pl,
+ mstype = float8,
+ msfunc = float8pl,
+ minvfunc = float8mi
+);
+</programlisting>
+
+ This aggregate, however, can give wildly different results than it would
+ have without the inverse transition function. For example, consider
+
+<programlisting>
+SELECT
+ unsafe_sum(x) OVER (ORDER BY n ROWS BETWEEN CURRENT ROW AND 1 FOLLOWING)
+FROM (VALUES (1, 1.0e20::float8),
+ (2, 1.0::float8)) AS v (n,x);
+</programlisting>
+
+ This query returns <literal>0</> as its second result, rather than the
+ expected answer of <literal>1</>. The cause is the limited precision of
+ floating-point values: adding <literal>1</> to <literal>1e20</> results
+ in <literal>1e20</> again, and so subtracting <literal>1e20</> from that
+ yields <literal>0</>, not <literal>1</>. Note that this is a limitation
+ of floating-point arithmetic in general, not a limitation
+ of <productname>PostgreSQL</>.
+ </para>
+
+ </sect2>
+
+ <sect2 id="xaggr-polymorphic-aggregates">
+ <title>Polymorphic and Variadic Aggregates</title>
+
+ <indexterm>
+ <primary>aggregate function</primary>
+ <secondary>polymorphic</secondary>
+ </indexterm>
+
+ <indexterm>
+ <primary>aggregate function</primary>
+ <secondary>variadic</secondary>
+ </indexterm>
+
+ <para>
Aggregate functions can use polymorphic
state transition functions or final functions, so that the same functions
can be used to implement multiple aggregates.
@@ -189,8 +344,8 @@ SELECT attrelid::regclass, array_accum(atttypid::regtype)
by declaring its last argument as a <literal>VARIADIC</> array, in much
the same fashion as for regular functions; see
<xref linkend="xfunc-sql-variadic-functions">. The aggregate's transition
- function must have the same array type as its last argument. The
- transition function typically would also be marked <literal>VARIADIC</>,
+ function(s) must have the same array type as their last argument. The
+ transition function(s) typically would also be marked <literal>VARIADIC</>,
but this is not strictly required.
</para>
@@ -220,13 +375,15 @@ SELECT myaggregate(a, b, c ORDER BY a) FROM ...
</para>
</note>
- <para>
- Aggregate function calls in SQL allow <literal>DISTINCT</>
- and <literal>ORDER BY</> options that control which rows are fed
- to the aggregate's transition function and in what order. These
- options are implemented behind the scenes and are not the concern
- of the aggregate's support functions.
- </para>
+ </sect2>
+
+ <sect2 id="xaggr-ordered-set-aggregates">
+ <title>Ordered-Set Aggregates</title>
+
+ <indexterm>
+ <primary>aggregate function</primary>
+ <secondary>ordered set</secondary>
+ </indexterm>
<para>
The aggregates we have been describing so far are <quote>normal</>
@@ -312,6 +469,21 @@ SELECT percentile_disc(0.5) WITHIN GROUP (ORDER BY income) FROM households;
</para>
<para>
+ Currently, ordered-set aggregates cannot be used as window functions,
+ and therefore there is no need for them to support moving-aggregate mode.
+ </para>
+
+ </sect2>
+
+ <sect2 id="xaggr-support-functions">
+ <title>Support Functions for Aggregates</title>
+
+ <indexterm>
+ <primary>aggregate function</primary>
+ <secondary>support functions for</secondary>
+ </indexterm>
+
+ <para>
A function written in C can detect that it is being called as an
aggregate transition or final function by calling
<function>AggCheckCallContext</>, for example:
@@ -341,9 +513,6 @@ if (AggCheckCallContext(fcinfo, NULL))
source code.
</para>
- <para>
- For further details see the
- <xref linkend="sql-createaggregate">
- command.
- </para>
+ </sect2>
+
</sect1>