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[PATCH 7/8] BRIN minmax-multi indexes
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* [PATCH 7/8] BRIN minmax-multi indexes
@ 2020-12-16 20:32 Tomas Vondra <[email protected]>
  0 siblings, 0 replies; 4+ messages in thread

From: Tomas Vondra @ 2020-12-16 20:32 UTC (permalink / raw)

Adds a BRIN minmax-multi opclass, summarizing each range into a list of
intervals, allowing more efficient handling of cases where the minmax
opclasses quickly degrade.

Instead of representing each range with a single interval, minmax-multi
opclasses store a list of intervals and points. This allows effective
handling of outliers and poorly correlated values.

The number of intervals/points per range may be configured using an
opclass parameter values_per_range. When building the summary, the
interval are merged based on distance, determined by the new support
BRIN procedure.

Author: Tomas Vondra <[email protected]>
Reviewed-by: Alvaro Herrera <[email protected]>
Reviewed-by: Alexander Korotkov <[email protected]>
Reviewed-by: Sokolov Yura <[email protected]>
Discussion: https://postgr.es/m/[email protected]
Discussion: https://postgr.es/m/5d78b774-7e9c-c94e-12cf-fef51cc89b1a%402ndquadrant.com
---
 doc/src/sgml/brin.sgml                      |  252 +-
 doc/src/sgml/ref/create_index.sgml          |   11 +
 src/backend/access/brin/Makefile            |    1 +
 src/backend/access/brin/brin_minmax_multi.c | 2389 +++++++++++++++++++
 src/backend/access/brin/brin_tuple.c        |   17 +
 src/include/access/brin.h                   |    1 +
 src/include/access/brin_internal.h          |    3 +
 src/include/access/brin_tuple.h             |    4 +
 src/include/access/transam.h                |    2 +-
 src/include/catalog/pg_amop.dat             |  544 +++++
 src/include/catalog/pg_amproc.dat           |  600 ++++-
 src/include/catalog/pg_opclass.dat          |   57 +
 src/include/catalog/pg_opfamily.dat         |   28 +
 src/include/catalog/pg_proc.dat             |   80 +
 src/include/catalog/pg_type.dat             |    7 +
 src/test/regress/expected/brin_multi.out    |  421 ++++
 src/test/regress/expected/psql.out          |   13 +-
 src/test/regress/expected/type_sanity.out   |    7 +-
 src/test/regress/parallel_schedule          |    2 +-
 src/test/regress/serial_schedule            |    1 +
 src/test/regress/sql/brin_multi.sql         |  371 +++
 21 files changed, 4792 insertions(+), 19 deletions(-)
 create mode 100644 src/backend/access/brin/brin_minmax_multi.c
 create mode 100644 src/test/regress/expected/brin_multi.out
 create mode 100644 src/test/regress/sql/brin_multi.sql

diff --git a/doc/src/sgml/brin.sgml b/doc/src/sgml/brin.sgml
index 577dd18c49..3caa30f104 100644
--- a/doc/src/sgml/brin.sgml
+++ b/doc/src/sgml/brin.sgml
@@ -214,6 +214,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (date,date)</literal></entry></row>
     <row><entry><literal>&gt;= (date,date)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>date_minmax_multi_ops</literal></entry>
+     <entry><literal>= (date,date)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (date,date)</literal></entry></row>
+    <row><entry><literal>&lt;= (date,date)</literal></entry></row>
+    <row><entry><literal>&gt; (date,date)</literal></entry></row>
+    <row><entry><literal>&gt;= (date,date)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>float4_bloom_ops</literal></entry>
      <entry><literal>= (float4,float4)</literal></entry>
@@ -228,6 +237,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (float4,float4)</literal></entry></row>
     <row><entry><literal>&gt;= (float4,float4)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>float4_minmax_multi_ops</literal></entry>
+     <entry><literal>= (float4,float4)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (float4,float4)</literal></entry></row>
+    <row><entry><literal>&gt; (float4,float4)</literal></entry></row>
+    <row><entry><literal>&lt;= (float4,float4)</literal></entry></row>
+    <row><entry><literal>&gt;= (float4,float4)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>float8_bloom_ops</literal></entry>
      <entry><literal>= (float8,float8)</literal></entry>
@@ -242,6 +260,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (float8,float8)</literal></entry></row>
     <row><entry><literal>&gt;= (float8,float8)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>float8_minmax_multi_ops</literal></entry>
+     <entry><literal>= (float8,float8)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (float8,float8)</literal></entry></row>
+    <row><entry><literal>&lt;= (float8,float8)</literal></entry></row>
+    <row><entry><literal>&gt; (float8,float8)</literal></entry></row>
+    <row><entry><literal>&gt;= (float8,float8)</literal></entry></row>
+
     <row>
      <entry valign="middle" morerows="5"><literal>inet_inclusion_ops</literal></entry>
      <entry><literal>&lt;&lt; (inet,inet)</literal></entry>
@@ -266,6 +293,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (inet,inet)</literal></entry></row>
     <row><entry><literal>&gt;= (inet,inet)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>inet_minmax_multi_ops</literal></entry>
+     <entry><literal>= (inet,inet)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (inet,inet)</literal></entry></row>
+    <row><entry><literal>&lt;= (inet,inet)</literal></entry></row>
+    <row><entry><literal>&gt; (inet,inet)</literal></entry></row>
+    <row><entry><literal>&gt;= (inet,inet)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>int2_bloom_ops</literal></entry>
      <entry><literal>= (int2,int2)</literal></entry>
@@ -280,6 +316,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (int2,int2)</literal></entry></row>
     <row><entry><literal>&gt;= (int2,int2)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>int2_minmax_multi_ops</literal></entry>
+     <entry><literal>= (int2,int2)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (int2,int2)</literal></entry></row>
+    <row><entry><literal>&gt; (int2,int2)</literal></entry></row>
+    <row><entry><literal>&lt;= (int2,int2)</literal></entry></row>
+    <row><entry><literal>&gt;= (int2,int2)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>int4_bloom_ops</literal></entry>
      <entry><literal>= (int4,int4)</literal></entry>
@@ -294,6 +339,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (int4,int4)</literal></entry></row>
     <row><entry><literal>&gt;= (int4,int4)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>int4_minmax_multi_ops</literal></entry>
+     <entry><literal>= (int4,int4)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (int4,int4)</literal></entry></row>
+    <row><entry><literal>&gt; (int4,int4)</literal></entry></row>
+    <row><entry><literal>&lt;= (int4,int4)</literal></entry></row>
+    <row><entry><literal>&gt;= (int4,int4)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>int8_bloom_ops</literal></entry>
      <entry><literal>= (bigint,bigint)</literal></entry>
@@ -308,6 +362,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (bigint,bigint)</literal></entry></row>
     <row><entry><literal>&gt;= (bigint,bigint)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>int8_minmax_multi_ops</literal></entry>
+     <entry><literal>= (bigint,bigint)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (bigint,bigint)</literal></entry></row>
+    <row><entry><literal>&gt; (bigint,bigint)</literal></entry></row>
+    <row><entry><literal>&lt;= (bigint,bigint)</literal></entry></row>
+    <row><entry><literal>&gt;= (bigint,bigint)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>interval_bloom_ops</literal></entry>
      <entry><literal>= (interval,interval)</literal></entry>
@@ -322,6 +385,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (interval,interval)</literal></entry></row>
     <row><entry><literal>&gt;= (interval,interval)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>interval_minmax_multi_ops</literal></entry>
+     <entry><literal>= (interval,interval)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (interval,interval)</literal></entry></row>
+    <row><entry><literal>&lt;= (interval,interval)</literal></entry></row>
+    <row><entry><literal>&gt; (interval,interval)</literal></entry></row>
+    <row><entry><literal>&gt;= (interval,interval)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>macaddr_bloom_ops</literal></entry>
      <entry><literal>= (macaddr,macaddr)</literal></entry>
@@ -336,6 +408,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (macaddr,macaddr)</literal></entry></row>
     <row><entry><literal>&gt;= (macaddr,macaddr)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>macaddr_minmax_multi_ops</literal></entry>
+     <entry><literal>= (macaddr,macaddr)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (macaddr,macaddr)</literal></entry></row>
+    <row><entry><literal>&lt;= (macaddr,macaddr)</literal></entry></row>
+    <row><entry><literal>&gt; (macaddr,macaddr)</literal></entry></row>
+    <row><entry><literal>&gt;= (macaddr,macaddr)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>macaddr8_bloom_ops</literal></entry>
      <entry><literal>= (macaddr8,macaddr8)</literal></entry>
@@ -350,6 +431,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (macaddr8,macaddr8)</literal></entry></row>
     <row><entry><literal>&gt;= (macaddr8,macaddr8)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>macaddr8_minmax_multi_ops</literal></entry>
+     <entry><literal>= (macaddr8,macaddr8)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (macaddr8,macaddr8)</literal></entry></row>
+    <row><entry><literal>&lt;= (macaddr8,macaddr8)</literal></entry></row>
+    <row><entry><literal>&gt; (macaddr8,macaddr8)</literal></entry></row>
+    <row><entry><literal>&gt;= (macaddr8,macaddr8)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>name_bloom_ops</literal></entry>
      <entry><literal>= (name,name)</literal></entry>
@@ -378,6 +468,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (numeric,numeric)</literal></entry></row>
     <row><entry><literal>&gt;= (numeric,numeric)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>numeric_minmax_multi_ops</literal></entry>
+     <entry><literal>= (numeric,numeric)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (numeric,numeric)</literal></entry></row>
+    <row><entry><literal>&lt;= (numeric,numeric)</literal></entry></row>
+    <row><entry><literal>&gt; (numeric,numeric)</literal></entry></row>
+    <row><entry><literal>&gt;= (numeric,numeric)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>oid_bloom_ops</literal></entry>
      <entry><literal>= (oid,oid)</literal></entry>
@@ -392,6 +491,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (oid,oid)</literal></entry></row>
     <row><entry><literal>&gt;= (oid,oid)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>oid_minmax_multi_ops</literal></entry>
+     <entry><literal>= (oid,oid)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (oid,oid)</literal></entry></row>
+    <row><entry><literal>&gt; (oid,oid)</literal></entry></row>
+    <row><entry><literal>&lt;= (oid,oid)</literal></entry></row>
+    <row><entry><literal>&gt;= (oid,oid)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>pg_lsn_bloom_ops</literal></entry>
      <entry><literal>= (pg_lsn,pg_lsn)</literal></entry>
@@ -406,6 +514,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (pg_lsn,pg_lsn)</literal></entry></row>
     <row><entry><literal>&gt;= (pg_lsn,pg_lsn)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>pg_lsn_minmax_multi_ops</literal></entry>
+     <entry><literal>= (pg_lsn,pg_lsn)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (pg_lsn,pg_lsn)</literal></entry></row>
+    <row><entry><literal>&gt; (pg_lsn,pg_lsn)</literal></entry></row>
+    <row><entry><literal>&lt;= (pg_lsn,pg_lsn)</literal></entry></row>
+    <row><entry><literal>&gt;= (pg_lsn,pg_lsn)</literal></entry></row>
+
     <row>
      <entry valign="middle" morerows="13"><literal>range_inclusion_ops</literal></entry>
      <entry><literal>= (anyrange,anyrange)</literal></entry>
@@ -452,6 +569,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (tid,tid)</literal></entry></row>
     <row><entry><literal>&gt;= (tid,tid)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>tid_minmax_multi_ops</literal></entry>
+     <entry><literal>= (tid,tid)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (tid,tid)</literal></entry></row>
+    <row><entry><literal>&gt; (tid,tid)</literal></entry></row>
+    <row><entry><literal>&lt;= (tid,tid)</literal></entry></row>
+    <row><entry><literal>&gt;= (tid,tid)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>timestamp_bloom_ops</literal></entry>
      <entry><literal>= (timestamp,timestamp)</literal></entry>
@@ -466,6 +592,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (timestamp,timestamp)</literal></entry></row>
     <row><entry><literal>&gt;= (timestamp,timestamp)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>timestamp_minmax_multi_ops</literal></entry>
+     <entry><literal>= (timestamp,timestamp)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (timestamp,timestamp)</literal></entry></row>
+    <row><entry><literal>&lt;= (timestamp,timestamp)</literal></entry></row>
+    <row><entry><literal>&gt; (timestamp,timestamp)</literal></entry></row>
+    <row><entry><literal>&gt;= (timestamp,timestamp)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>timestamptz_bloom_ops</literal></entry>
      <entry><literal>= (timestamptz,timestamptz)</literal></entry>
@@ -480,6 +615,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (timestamptz,timestamptz)</literal></entry></row>
     <row><entry><literal>&gt;= (timestamptz,timestamptz)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>timestamptz_minmax_multi_ops</literal></entry>
+     <entry><literal>= (timestamptz,timestamptz)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (timestamptz,timestamptz)</literal></entry></row>
+    <row><entry><literal>&lt;= (timestamptz,timestamptz)</literal></entry></row>
+    <row><entry><literal>&gt; (timestamptz,timestamptz)</literal></entry></row>
+    <row><entry><literal>&gt;= (timestamptz,timestamptz)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>time_bloom_ops</literal></entry>
      <entry><literal>= (time,time)</literal></entry>
@@ -494,6 +638,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (time,time)</literal></entry></row>
     <row><entry><literal>&gt;= (time,time)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>time_minmax_multi_ops</literal></entry>
+     <entry><literal>= (time,time)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (time,time)</literal></entry></row>
+    <row><entry><literal>&lt;= (time,time)</literal></entry></row>
+    <row><entry><literal>&gt; (time,time)</literal></entry></row>
+    <row><entry><literal>&gt;= (time,time)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>timetz_bloom_ops</literal></entry>
      <entry><literal>= (timetz,timetz)</literal></entry>
@@ -508,6 +661,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&gt; (timetz,timetz)</literal></entry></row>
     <row><entry><literal>&gt;= (timetz,timetz)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>timetz_minmax_multi_ops</literal></entry>
+     <entry><literal>= (timetz,timetz)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (timetz,timetz)</literal></entry></row>
+    <row><entry><literal>&lt;= (timetz,timetz)</literal></entry></row>
+    <row><entry><literal>&gt; (timetz,timetz)</literal></entry></row>
+    <row><entry><literal>&gt;= (timetz,timetz)</literal></entry></row>
+
     <row>
      <entry valign="middle"><literal>uuid_bloom_ops</literal></entry>
      <entry><literal>= (uuid,uuid)</literal></entry>
@@ -522,6 +684,15 @@ LOG:  request for BRIN range summarization for index "brin_wi_idx" page 128 was
     <row><entry><literal>&lt;= (uuid,uuid)</literal></entry></row>
     <row><entry><literal>&gt;= (uuid,uuid)</literal></entry></row>
 
+    <row>
+     <entry valign="middle" morerows="4"><literal>uuid_minmax_multi_ops</literal></entry>
+     <entry><literal>= (uuid,uuid)</literal></entry>
+    </row>
+    <row><entry><literal>&lt; (uuid,uuid)</literal></entry></row>
+    <row><entry><literal>&gt; (uuid,uuid)</literal></entry></row>
+    <row><entry><literal>&lt;= (uuid,uuid)</literal></entry></row>
+    <row><entry><literal>&gt;= (uuid,uuid)</literal></entry></row>
+
     <row>
      <entry valign="middle" morerows="4"><literal>varbit_minmax_ops</literal></entry>
      <entry><literal>= (varbit,varbit)</literal></entry>
@@ -654,13 +825,14 @@ typedef struct BrinOpcInfo
     </varlistentry>
   </variablelist>
 
-  The core distribution includes support for two types of operator classes:
-  minmax and inclusion.  Operator class definitions using them are shipped for
-  in-core data types as appropriate.  Additional operator classes can be
-  defined by the user for other data types using equivalent definitions,
-  without having to write any source code; appropriate catalog entries being
-  declared is enough.  Note that assumptions about the semantics of operator
-  strategies are embedded in the support functions' source code.
+  The core distribution includes support for four types of operator classes:
+  minmax, multi-minmax, inclusion and bloom.  Operator class definitions
+  using them are shipped for in-core data types as appropriate.  Additional
+  operator classes can be defined by the user for other data types using
+  equivalent definitions, without having to write any source code;
+  appropriate catalog entries being declared is enough.  Note that
+  assumptions about the semantics of operator strategies are embedded in the
+  support functions' source code.
  </para>
 
  <para>
@@ -957,6 +1129,72 @@ typedef struct BrinOpcInfo
     and return a hash of the value.
  </para>
 
+ <para>
+  The multi-minmax operator class is also intended for data types implementing
+  a totally ordered sets, and may be seen as a simple extension of the minmax
+  operator class. While minmax operator class summarizes values from each block
+  range into a single contiguous interval, multi-minmax allows summarization
+  into multiple smaller intervals to improve handling of outlier values.
+  It is possible to use the multi-minmax support procedures alongside the
+  corresponding operators, as shown in
+  <xref linkend="brin-extensibility-multi-minmax-table"/>.
+  All operator class members (procedures and operators) are mandatory.
+ </para>
+
+ <table id="brin-extensibility-multi-minmax-table">
+  <title>Procedure and Support Numbers for Multi-Minmax Operator Classes</title>
+  <tgroup cols="2">
+   <thead>
+    <row>
+     <entry>Operator class member</entry>
+     <entry>Object</entry>
+    </row>
+   </thead>
+   <tbody>
+    <row>
+     <entry>Support Procedure 1</entry>
+     <entry>internal function <function>brin_minmax_multi_opcinfo()</function></entry>
+    </row>
+    <row>
+     <entry>Support Procedure 2</entry>
+     <entry>internal function <function>brin_minmax_multi_add_value()</function></entry>
+    </row>
+    <row>
+     <entry>Support Procedure 3</entry>
+     <entry>internal function <function>brin_minmax_multi_consistent()</function></entry>
+    </row>
+    <row>
+     <entry>Support Procedure 4</entry>
+     <entry>internal function <function>brin_minmax_multi_union()</function></entry>
+    </row>
+    <row>
+     <entry>Support Procedure 11</entry>
+     <entry>function to compute distance between two values (length of a range)</entry>
+    </row>
+    <row>
+     <entry>Operator Strategy 1</entry>
+     <entry>operator less-than</entry>
+    </row>
+    <row>
+     <entry>Operator Strategy 2</entry>
+     <entry>operator less-than-or-equal-to</entry>
+    </row>
+    <row>
+     <entry>Operator Strategy 3</entry>
+     <entry>operator equal-to</entry>
+    </row>
+    <row>
+     <entry>Operator Strategy 4</entry>
+     <entry>operator greater-than-or-equal-to</entry>
+    </row>
+    <row>
+     <entry>Operator Strategy 5</entry>
+     <entry>operator greater-than</entry>
+    </row>
+   </tbody>
+  </tgroup>
+ </table>
+
  <para>
     Both minmax and inclusion operator classes support cross-data-type
     operators, though with these the dependencies become more complicated.
diff --git a/doc/src/sgml/ref/create_index.sgml b/doc/src/sgml/ref/create_index.sgml
index 244e5834d8..ce61a28a72 100644
--- a/doc/src/sgml/ref/create_index.sgml
+++ b/doc/src/sgml/ref/create_index.sgml
@@ -590,6 +590,17 @@ CREATE [ UNIQUE ] INDEX [ CONCURRENTLY ] [ [ IF NOT EXISTS ] <replaceable class=
     </listitem>
    </varlistentry>
 
+   <varlistentry>
+    <term><literal>values_per_range</literal></term>
+    <listitem>
+    <para>
+     Defines the maximum number of values stored by <acronym>BRIN</acronym>
+     minmax indexes to summarize a block range. Each value may represent
+     eiter a point, or boundary of an interval. Values must be be between
+     16 and 256, and the default value is 32.
+    </para>
+    </listitem>
+   </varlistentry>
    </variablelist>
   </refsect2>
 
diff --git a/src/backend/access/brin/Makefile b/src/backend/access/brin/Makefile
index 6b56131215..a386cb71f1 100644
--- a/src/backend/access/brin/Makefile
+++ b/src/backend/access/brin/Makefile
@@ -17,6 +17,7 @@ OBJS = \
 	brin_bloom.o \
 	brin_inclusion.o \
 	brin_minmax.o \
+	brin_minmax_multi.o \
 	brin_pageops.o \
 	brin_revmap.o \
 	brin_tuple.o \
diff --git a/src/backend/access/brin/brin_minmax_multi.c b/src/backend/access/brin/brin_minmax_multi.c
new file mode 100644
index 0000000000..f9a7ae6608
--- /dev/null
+++ b/src/backend/access/brin/brin_minmax_multi.c
@@ -0,0 +1,2389 @@
+/*
+ * brin_minmax_multi.c
+ *		Implementation of Multi Min/Max opclass for BRIN
+ *
+ * Portions Copyright (c) 1996-2017, PostgreSQL Global Development Group
+ * Portions Copyright (c) 1994, Regents of the University of California
+ *
+ *
+ * Implements a variant of minmax opclass, where the summary is composed of
+ * multiple smaller intervals. This allows us to handle outliers, which
+ * usually makes the simple minmax opclass inefficient.
+ *
+ * Consider for example page range with simple minmax interval [1000,2000],
+ * and assume a new row gets inserted into the range with value 1000000.
+ * Due to that the interval gets [1000,1000000]. I.e. the minmax interval
+ * got 1000x wider and won't be useful to eliminate scan keys between 2001
+ * and 1000000.
+ *
+ * With multi-minmax opclass, we may have [1000,2000] interval initially,
+ * but after adding the new row we start tracking it as two interval:
+ *
+ *   [1000,2000] and [1000000,1000000]
+ *
+ * This allow us to still eliminate the page range when the scan keys hit
+ * the gap between 2000 and 1000000, making it useful in cases when the
+ * simple minmax opclass gets inefficient.
+ *
+ * The number of intervals tracked per page range is somewhat flexible.
+ * What is restricted is the number of values per page range, and the limit
+ * is currently 64 (see values_per_range reloption). Collapsed intervals
+ * (with equal minimum and maximum value) are stored as a single value,
+ * while regular intervals require two values.
+ *
+ * When the number of values gets too high (by adding new values to the
+ * summary), we merge some of the intervals to free space for more values.
+ * This is done in a greedy way - we simply pick the two closest intervals,
+ * merge them, and repeat this until the number of values to store gets
+ * sufficiently low (below 75% of maximum values), but that is mostly
+ * arbitrary threshold and may be changed easily).
+ *
+ * To pick the closest intervals we use the "distance" support procedure,
+ * which measures space between two ranges (i.e. length of an interval).
+ * The computed value may be an approximation - in the worst case we will
+ * merge two ranges that are slightly less optimal at that step, but the
+ * index should still produce correct results.
+ *
+ *
+ * IDENTIFICATION
+ *	  src/backend/access/brin/brin_minmax_multi.c
+ */
+#include "postgres.h"
+
+#include "access/genam.h"
+#include "access/brin.h"
+#include "access/brin_internal.h"
+#include "access/brin_tuple.h"
+#include "access/reloptions.h"
+#include "access/stratnum.h"
+#include "access/htup_details.h"
+#include "catalog/pg_type.h"
+#include "catalog/pg_amop.h"
+#include "utils/array.h"
+#include "utils/builtins.h"
+#include "utils/date.h"
+#include "utils/datum.h"
+#include "utils/inet.h"
+#include "utils/lsyscache.h"
+#include "utils/memutils.h"
+#include "utils/numeric.h"
+#include "utils/pg_lsn.h"
+#include "utils/rel.h"
+#include "utils/syscache.h"
+#include "utils/uuid.h"
+
+/*
+ * Additional SQL level support functions
+ *
+ * Procedure numbers must not use values reserved for BRIN itself; see
+ * brin_internal.h.
+ */
+#define		MINMAX_MAX_PROCNUMS		1	/* maximum support procs we need */
+#define		PROCNUM_DISTANCE		11	/* required, distance between values*/
+
+/*
+ * Subtract this from procnum to obtain index in MinmaxMultiOpaque arrays
+ * (Must be equal to minimum of private procnums).
+ */
+#define		PROCNUM_BASE			11
+
+
+typedef struct MinmaxMultiOpaque
+{
+	FmgrInfo	extra_procinfos[MINMAX_MAX_PROCNUMS];
+	bool		extra_proc_missing[MINMAX_MAX_PROCNUMS];
+	Oid			cached_subtype;
+	FmgrInfo	strategy_procinfos[BTMaxStrategyNumber];
+} MinmaxMultiOpaque;
+
+/*
+ * Storage type for BRIN's minmax reloptions
+ */
+typedef struct MinMaxOptions
+{
+	int32		vl_len_;		/* varlena header (do not touch directly!) */
+	int			valuesPerRange;		/* number of values per range */
+} MinMaxOptions;
+
+#define MINMAX_DEFAULT_VALUES_PER_PAGE           32
+
+#define MinMaxGetValuesPerRange(opts) \
+		((opts) && (((MinMaxOptions *) (opts))->valuesPerRange != 0) ? \
+		 ((MinMaxOptions *) (opts))->valuesPerRange : \
+		 MINMAX_DEFAULT_VALUES_PER_PAGE)
+
+
+
+/*
+ * The summary of multi-minmax indexes has two representations - Ranges for
+ * convenient processing, and SerializedRanges for storage in bytea value.
+ *
+ * The Ranges struct stores the boundary values in a single array, but we
+ * treat regular and single-point ranges differently to save space. For
+ * regular ranges (with different boundary values) we have to store both
+ * values, while for "single-point ranges" we only need to save one value.
+ *
+ * The 'values' array stores boundary values for regular ranges first (there
+ * are 2*nranges values to store), and then the nvalues boundary values for
+ * single-point ranges. That is, we have (2*nranges + nvalues) boundary
+ * values in the array.
+ *
+ * +---------------------------------+-------------------------------+
+ * | ranges (sorted pairs of values) | sorted values (single points) |
+ * +---------------------------------+-------------------------------+
+ *
+ * This allows us to quickly add new values, and store outliers without
+ * making the other ranges very wide.
+ *
+ * We never store more than maxvalues values (as set by values_per_range
+ * reloption). If needed we merge some of the ranges.
+ *
+ * To minimize palloc overhead, we always allocate the full array with
+ * space for maxvalues elements. This should be fine as long as the
+ * maxvalues is reasonably small (64 seems fine), which is the case
+ * thanks to values_per_range reloption being limited to 256.
+ */
+typedef struct Ranges
+{
+	Oid		typid;
+
+	/* (2*nranges + nvalues) <= maxvalues */
+	int		nranges;	/* number of ranges in the array (stored) */
+	int		nvalues;	/* number of values in the data array (all) */
+	int		maxvalues;	/* maximum number of values (reloption) */
+
+	/* values stored for this range - either raw values, or ranges */
+	Datum	values[FLEXIBLE_ARRAY_MEMBER];
+} Ranges;
+
+/*
+ * On-disk the summary is stored as a bytea value, represented by the
+ * SerializedRanges structure. It has a 4B varlena header, so can treated
+ * as varlena directly.
+ *
+ * See range_serialize/range_deserialize methods for serialization details.
+ */
+typedef struct SerializedRanges
+{
+	/* varlena header (do not touch directly!) */
+	int32	vl_len_;
+
+	/* type of values stored in the data array */
+	Oid		typid;
+
+	/* (2*nranges + nvalues) <= maxvalues */
+	int		nranges;	/* number of ranges in the array (stored) */
+	int		nvalues;	/* number of values in the data array (all) */
+	int		maxvalues;	/* maximum number of values (reloption) */
+
+	/* contains the actual data */
+	char	data[FLEXIBLE_ARRAY_MEMBER];
+} SerializedRanges;
+
+static SerializedRanges *range_serialize(Ranges *range);
+
+static Ranges *range_deserialize(SerializedRanges *range);
+
+/* Cache for support and strategy procesures. */
+
+static FmgrInfo *minmax_multi_get_procinfo(BrinDesc *bdesc, uint16 attno,
+					   uint16 procnum);
+
+static FmgrInfo *minmax_multi_get_strategy_procinfo(BrinDesc *bdesc,
+					   uint16 attno, Oid subtype, uint16 strategynum);
+
+
+/*
+ * minmax_multi_init
+ * 		Initialize the deserialized range list, allocate all the memory.
+ *
+ * This is only in-memory representation of the ranges, so we allocate
+ * everything enough space for the maximum number of values (so as not
+ * to have to do repallocs as the ranges grow).
+ */
+static Ranges *
+minmax_multi_init(int maxvalues)
+{
+	Size				len;
+	Ranges *			ranges;
+
+	Assert(maxvalues > 0);
+
+	len = offsetof(Ranges, values);	/* fixed header */
+	len += maxvalues * sizeof(Datum); /* Datum values */
+
+	ranges = (Ranges *) palloc0(len);
+
+	ranges->maxvalues = maxvalues;
+
+	return ranges;
+}
+
+/*
+ * range_serialize
+ *	  Serialize the in-memory representation into a compact varlena value.
+ *
+ * Simply copy the header and then also the individual values, as stored
+ * in the in-memory value array.
+ */
+static SerializedRanges *
+range_serialize(Ranges *range)
+{
+	Size	len;
+	int		nvalues;
+	SerializedRanges *serialized;
+	Oid		typid;
+	int		typlen;
+	bool	typbyval;
+
+	int		i;
+	char   *ptr;
+
+	/* simple sanity checks */
+	Assert(range->nranges >= 0);
+	Assert(range->nvalues >= 0);
+	Assert(range->maxvalues > 0);
+
+	/* see how many Datum values we actually have */
+	nvalues = 2*range->nranges + range->nvalues;
+
+	Assert(2*range->nranges + range->nvalues <= range->maxvalues);
+
+	typid = range->typid;
+	typbyval = get_typbyval(typid);
+	typlen = get_typlen(typid);
+
+	/* header is always needed */
+	len = offsetof(SerializedRanges,data);
+
+	/*
+	 * The space needed depends on data type - for fixed-length data types
+	 * (by-value and some by-reference) it's pretty simple, just multiply
+	 * (attlen * nvalues) and we're done. For variable-length by-reference
+	 * types we need to actually walk all the values and sum the lengths.
+	 */
+	if (typlen == -1)	/* varlena */
+	{
+		int i;
+		for (i = 0; i < nvalues; i++)
+		{
+			len += VARSIZE_ANY(range->values[i]);
+		}
+	}
+	else if (typlen == -2)	/* cstring */
+	{
+		int i;
+		for (i = 0; i < nvalues; i++)
+		{
+			/* don't forget to include the null terminator ;-) */
+			len += strlen(DatumGetPointer(range->values[i])) + 1;
+		}
+	}
+	else /* fixed-length types (even by-reference) */
+	{
+		Assert(typlen > 0);
+		len += nvalues * typlen;
+	}
+
+	/*
+	 * Allocate the serialized object, copy the basic information. The
+	 * serialized object is a varlena, so update the header.
+	 */
+	serialized = (SerializedRanges *) palloc0(len);
+	SET_VARSIZE(serialized, len);
+
+	serialized->typid = typid;
+	serialized->nranges = range->nranges;
+	serialized->nvalues = range->nvalues;
+	serialized->maxvalues = range->maxvalues;
+
+	/*
+	 * And now copy also the boundary values (like the length calculation
+	 * this depends on the particular data type).
+	 */
+	ptr = serialized->data;	/* start of the serialized data */
+
+	for (i = 0; i < nvalues; i++)
+	{
+		if (typbyval)	/* simple by-value data types */
+		{
+			memcpy(ptr, &range->values[i], typlen);
+			ptr += typlen;
+		}
+		else if (typlen > 0)	/* fixed-length by-ref types */
+		{
+			memcpy(ptr, DatumGetPointer(range->values[i]), typlen);
+			ptr += typlen;
+		}
+		else if (typlen == -1)	/* varlena */
+		{
+			int tmp = VARSIZE_ANY(DatumGetPointer(range->values[i]));
+			memcpy(ptr, DatumGetPointer(range->values[i]), tmp);
+			ptr += tmp;
+		}
+		else if (typlen == -2)	/* cstring */
+		{
+			int tmp = strlen(DatumGetPointer(range->values[i])) + 1;
+			memcpy(ptr, DatumGetPointer(range->values[i]), tmp);
+			ptr += tmp;
+		}
+
+		/* make sure we haven't overflown the buffer end */
+		Assert(ptr <= ((char *)serialized + len));
+	}
+
+		/* exact size */
+	Assert(ptr == ((char *)serialized + len));
+
+	return serialized;
+}
+
+/*
+ * range_deserialize
+ *	  Serialize the in-memory representation into a compact varlena value.
+ *
+ * Simply copy the header and then also the individual values, as stored
+ * in the in-memory value array.
+ */
+static Ranges *
+range_deserialize(SerializedRanges *serialized)
+{
+	int		i,
+			nvalues;
+	char   *ptr;
+	bool	typbyval;
+	int		typlen;
+
+	Ranges *range;
+
+	Assert(serialized->nranges >= 0);
+	Assert(serialized->nvalues >= 0);
+	Assert(serialized->maxvalues > 0);
+
+	nvalues = 2*serialized->nranges + serialized->nvalues;
+
+	Assert(nvalues <= serialized->maxvalues);
+
+	range = minmax_multi_init(serialized->maxvalues);
+
+	/* copy the header info */
+	range->nranges = serialized->nranges;
+	range->nvalues = serialized->nvalues;
+	range->maxvalues = serialized->maxvalues;
+	range->typid = serialized->typid;
+
+	typbyval = get_typbyval(serialized->typid);
+	typlen = get_typlen(serialized->typid);
+
+	/*
+	 * And now deconstruct the values into Datum array. We don't need
+	 * to copy the values and will instead just point the values to the
+	 * serialized varlena value (assuming it will be kept around).
+	 */
+	ptr = serialized->data;
+
+	for (i = 0; i < nvalues; i++)
+	{
+		if (typbyval)	/* simple by-value data types */
+		{
+			memcpy(&range->values[i], ptr, typlen);
+			ptr += typlen;
+		}
+		else if (typlen > 0)	/* fixed-length by-ref types */
+		{
+			/* no copy, just set the value to the pointer */
+			range->values[i] = PointerGetDatum(ptr);
+			ptr += typlen;
+		}
+		else if (typlen == -1)	/* varlena */
+		{
+			range->values[i] = PointerGetDatum(ptr);
+			ptr += VARSIZE_ANY(DatumGetPointer(range->values[i]));
+		}
+		else if (typlen == -2)	/* cstring */
+		{
+			range->values[i] = PointerGetDatum(ptr);
+			ptr += strlen(DatumGetPointer(range->values[i])) + 1;
+		}
+
+		/* make sure we haven't overflown the buffer end */
+		Assert(ptr <= ((char *)serialized + VARSIZE_ANY(serialized)));
+	}
+
+	/* should have consumed the whole input value exactly */
+	Assert(ptr == ((char *)serialized + VARSIZE_ANY(serialized)));
+
+	/* return the deserialized value */
+	return range;
+}
+
+typedef struct compare_context
+{
+	FmgrInfo   *cmpFn;
+	Oid			colloid;
+} compare_context;
+
+/*
+ * Used to represent ranges expanded during merging and combining (to
+ * reduce number of boundary values to store).
+ *
+ * XXX CombineRange name seems a bit weird. Consider renaming, perhaps to
+ * something ExpandedRange or so.
+ */
+typedef struct CombineRange
+{
+	Datum	minval;		/* lower boundary */
+	Datum	maxval;		/* upper boundary */
+	bool	collapsed;	/* true if minval==maxval */
+} CombineRange;
+
+/*
+ * compare_combine_ranges
+ *	  Compare the combine ranges - first by minimum, then by maximum.
+ *
+ * We do guarantee that ranges in a single Range object do not overlap,
+ * so it may seem strange that we don't order just by minimum. But when
+ * merging two Ranges (which happens in the union function), the ranges
+ * may in fact overlap. So we do compare both.
+ */
+static int
+compare_combine_ranges(const void *a, const void *b, void *arg)
+{
+	CombineRange *ra = (CombineRange *)a;
+	CombineRange *rb = (CombineRange *)b;
+	Datum r;
+
+	compare_context *cxt = (compare_context *)arg;
+
+	/* first compare minvals */
+	r = FunctionCall2Coll(cxt->cmpFn, cxt->colloid, ra->minval, rb->minval);
+
+	if (DatumGetBool(r))
+		return -1;
+
+	r = FunctionCall2Coll(cxt->cmpFn, cxt->colloid, rb->minval, ra->minval);
+
+	if (DatumGetBool(r))
+		return 1;
+
+	/* then compare maxvals */
+	r = FunctionCall2Coll(cxt->cmpFn, cxt->colloid, ra->maxval, rb->maxval);
+
+	if (DatumGetBool(r))
+		return -1;
+
+	r = FunctionCall2Coll(cxt->cmpFn, cxt->colloid, rb->maxval, ra->maxval);
+
+	if (DatumGetBool(r))
+		return 1;
+
+	return 0;
+}
+
+/*
+ * range_contains_value
+ * 		See if the new value is already contained in the range list.
+ *
+ * We first inspect the list of intervals. We use a small trick - we check
+ * the value against min/max of the whole range (min of the first interval,
+ * max of the last one) first, and only inspect the individual intervals if
+ * this passes.
+ *
+ * If the value matches none of the intervals, we check the exact values.
+ * We simply loop through them and invoke equality operator on them.
+ *
+ * XXX This might benefit from the fact that both the intervals and exact
+ * values are sorted - we might do bsearch or something. Currently that
+ * does not make much difference (there are only ~32 intervals), but if
+ * this gets increased and/or the comparator function is more expensive,
+ * it might be a huge win.
+ */
+static bool
+range_contains_value(BrinDesc *bdesc, Oid colloid,
+							AttrNumber attno, Form_pg_attribute attr,
+							Ranges *ranges, Datum newval)
+{
+	int			i;
+	FmgrInfo   *cmpLessFn;
+	FmgrInfo   *cmpGreaterFn;
+	FmgrInfo   *cmpEqualFn;
+	Oid			typid = attr->atttypid;
+
+	/*
+	 * First inspect the ranges, if there are any. We first check the whole
+	 * range, and only when there's still a chance of getting a match we
+	 * inspect the individual ranges.
+	 */
+	if (ranges->nranges > 0)
+	{
+		Datum	compar;
+		bool	match = true;
+
+		Datum	minvalue = ranges->values[0];
+		Datum	maxvalue = ranges->values[2*ranges->nranges - 1];
+
+		/*
+		 * Otherwise, need to compare the new value with boundaries of all
+		 * the ranges. First check if it's less than the absolute minimum,
+		 * which is the first value in the array.
+		 */
+		cmpLessFn = minmax_multi_get_strategy_procinfo(bdesc, attno, typid,
+											 BTLessStrategyNumber);
+		compar = FunctionCall2Coll(cmpLessFn, colloid, newval, minvalue);
+
+		/* smaller than the smallest value in the range list */
+		if (DatumGetBool(compar))
+			match = false;
+
+		/*
+		 * And now compare it to the existing maximum (last value in the
+		 * data array). But only if we haven't already ruled out a possible
+		 * match in the minvalue check.
+		 */
+		if (match)
+		{
+			cmpGreaterFn = minmax_multi_get_strategy_procinfo(bdesc, attno, typid,
+												BTGreaterStrategyNumber);
+			compar = FunctionCall2Coll(cmpGreaterFn, colloid, newval, maxvalue);
+
+			if (DatumGetBool(compar))
+				match = false;
+		}
+
+		/*
+		 * So it's in the general range, but is it actually covered by any
+		 * of the ranges? Repeat the check for each range.
+		 *
+		 * XXX We simply walk the ranges sequentially, but maybe we could
+		 * further leverage the ordering and non-overlap and use bsearch to
+		 * speed this up a bit.
+		 */
+		for (i = 0; i < ranges->nranges && match; i++)
+		{
+			/* copy the min/max values from the ranges */
+			minvalue = ranges->values[2*i];
+			maxvalue = ranges->values[2*i+1];
+
+			/*
+			 * Otherwise, need to compare the new value with boundaries of all
+			 * the ranges. First check if it's less than the absolute minimum,
+			 * which is the first value in the array.
+			 */
+			compar = FunctionCall2Coll(cmpLessFn, colloid, newval, minvalue);
+
+			/* smaller than the smallest value in this range */
+			if (DatumGetBool(compar))
+				continue;
+
+			compar = FunctionCall2Coll(cmpGreaterFn, colloid, newval, maxvalue);
+
+			/* larger than the largest value in this range */
+			if (DatumGetBool(compar))
+				continue;
+
+			/* hey, we found a matching row */
+			return true;
+		}
+	}
+
+	cmpEqualFn = minmax_multi_get_strategy_procinfo(bdesc, attno, typid,
+											 BTEqualStrategyNumber);
+
+	/*
+	 * We're done with the ranges, now let's inspect the exact values.
+	 *
+	 * XXX Again, we do sequentially search the values - consider leveraging
+	 * the ordering of values to improve performance.
+	 */
+	for (i = 2*ranges->nranges; i < 2*ranges->nranges + ranges->nvalues; i++)
+	{
+		Datum compar;
+
+		compar = FunctionCall2Coll(cmpEqualFn, colloid, newval, ranges->values[i]);
+
+		/* found an exact match */
+		if (DatumGetBool(compar))
+			return true;
+	}
+
+	/* the value is not covered by this BRIN tuple */
+	return false;
+}
+
+/*
+ * insert_value
+ *	  Adds a new value into the single-point part, while maintaining ordering.
+ *
+ * The function inserts the new value to the right place in the single-point
+ * part of the range. It assumes there's enough free space, and then does
+ * essentially an insert-sort.
+ *
+ * XXX Assumes the 'values' array has space for (nvalues+1) entries, and that
+ * only the first nvalues are used.
+ */
+static void
+insert_value(FmgrInfo *cmp, Oid colloid, Datum *values, int nvalues,
+			 Datum newvalue)
+{
+	int	i;
+	Datum	lt;
+
+	/* If there are no values yet, store the new one and we're done. */
+	if (!nvalues)
+	{
+		values[0] = newvalue;
+		return;
+	}
+
+	/*
+	 * A common case is that the new value is entirely out of the existing
+	 * range, i.e. it's either smaller or larger than all previous values.
+	 * So we check and handle this case first - first we check the larger
+	 * case, because in that case we can just append the value to the end
+	 * of the array and we're done.
+	 */
+
+	/* Is it greater than all existing values in the array? */
+	lt = FunctionCall2Coll(cmp, colloid, values[nvalues-1], newvalue);
+	if (DatumGetBool(lt))
+	{
+		/* just copy it in-place and we're done */
+		values[nvalues] = newvalue;
+		return;
+	}
+
+	/*
+	 * OK, I lied a bit - we won't check the smaller case explicitly, but
+	 * we'll just compare the value to all existing values in the array.
+	 * But we happen to start with the smallest value, so we're actually
+	 * doing the check anyway.
+	 *
+	 * XXX We do walk the values sequentially. Perhaps we could/should be
+	 * smarter and do some sort of bisection, to improve performance?
+	 */
+	for (i = 0; i < nvalues; i++)
+	{
+		lt = FunctionCall2Coll(cmp, colloid, newvalue, values[i]);
+		if (DatumGetBool(lt))
+		{
+			/*
+			 * Move values to make space for the new entry, which should go
+			 * to index 'i'. Entries 0 ... (i-1) should stay where they are.
+			 */
+			memmove(&values[i+1], &values[i], (nvalues-i) * sizeof(Datum));
+			values[i] = newvalue;
+			return;
+		}
+	}
+
+	/* We should never really get here. */
+	Assert(false);
+}
+
+/*
+ * Check that the order of the array values is correct, using the cmp
+ * function (which should be BTLessStrategyNumber).
+ */
+static void
+AssertArrayOrder(FmgrInfo *cmp, Oid colloid, Datum *values, int nvalues)
+{
+#ifdef USE_ASSERT_CHECKING
+	int	i;
+	Datum lt;
+
+	for (i = 0; i < (nvalues-1); i++)
+	{
+		lt = FunctionCall2Coll(cmp, colloid, values[i], values[i+1]);
+		Assert(DatumGetBool(lt));
+	}
+#endif
+}
+
+/*
+ * Check ordering of boundary values in both parts of the ranges, using
+ * the cmp function (which should be BTLessStrategyNumber).
+ *
+ * XXX We might also check that the ranges and points do not overlap. But
+ * that will break this check sooner or later anyway.
+ */
+static void
+AssertRangeOrdering(FmgrInfo *cmpFn, Oid colloid, Ranges *ranges)
+{
+#ifdef USE_ASSERT_CHECKING
+	/* first the ranges (there are 2*nranges boundary values) */
+	AssertArrayOrder(cmpFn, colloid, ranges->values, 2*ranges->nranges);
+
+	/* then the single-point ranges (with nvalues boundar values ) */
+	AssertArrayOrder(cmpFn, colloid, &ranges->values[2*ranges->nranges],
+					 ranges->nvalues);
+#endif
+}
+
+/*
+ * Check that the expanded ranges (built when reducing the number of ranges
+ * by combining some of them) are correctly sorted and do not overlap.
+ */
+static void
+AssertValidCombineRanges(BrinDesc *bdesc, Oid colloid, AttrNumber attno,
+						 Form_pg_attribute attr, CombineRange *ranges,
+						 int nranges)
+{
+#ifdef USE_ASSERT_CHECKING
+	int i;
+	FmgrInfo *eq;
+	FmgrInfo *lt;
+
+	eq = minmax_multi_get_strategy_procinfo(bdesc, attno, attr->atttypid,
+											BTEqualStrategyNumber);
+
+	lt = minmax_multi_get_strategy_procinfo(bdesc, attno, attr->atttypid,
+											BTLessStrategyNumber);
+
+	/*
+	 * Each range independently should be valid, i.e. that for the boundary
+	 * values (lower <= upper).
+	 */
+	for (i = 0; i < nranges; i++)
+	{
+		Datum r;
+		Datum minval = ranges[i].minval;
+		Datum maxval = ranges[i].maxval;
+
+		if (ranges[i].collapsed)	/* collapsed: minval == maxval */
+			r = FunctionCall2Coll(eq, colloid, minval, maxval);
+		else						/* non-collapsed: minval < maxval */
+			r = FunctionCall2Coll(lt, colloid, minval, maxval);
+
+		Assert(DatumGetBool(r));
+	}
+
+	/*
+	 * And the ranges should be ordered and must nor overlap, i.e.
+	 * upper < lower for boundaries of consecutive ranges.
+	 */
+	for (i = 0; i < nranges-1; i++)
+	{
+		Datum r;
+		Datum maxval = ranges[i].maxval;
+		Datum minval = ranges[i+1].minval;
+
+		r = FunctionCall2Coll(lt, colloid, maxval, minval);
+
+		Assert(DatumGetBool(r));
+	}
+#endif
+}
+
+/*
+ * Expand ranges from Ranges into CombineRange array. This expects the
+ * cranges to be pre-allocated and sufficiently large (there needs to be
+ * at least (nranges + nvalues) slots).
+ */
+static void
+fill_combine_ranges(CombineRange *cranges, int ncranges, Ranges *ranges)
+{
+	int idx;
+	int i;
+
+	idx = 0;
+	for (i = 0; i < ranges->nranges; i++)
+	{
+		cranges[idx].minval = ranges->values[2*i];
+		cranges[idx].maxval = ranges->values[2*i+1];
+		cranges[idx].collapsed = false;
+		idx++;
+
+		Assert(idx <= ncranges);
+	}
+
+	for (i = 0; i < ranges->nvalues; i++)
+	{
+		cranges[idx].minval = ranges->values[2*ranges->nranges + i];
+		cranges[idx].maxval = ranges->values[2*ranges->nranges + i];
+		cranges[idx].collapsed = true;
+		idx++;
+
+		Assert(idx <= ncranges);
+	}
+
+	Assert(idx == ncranges);
+
+	return;
+}
+
+/*
+ * Sort combine ranges using qsort (with BTLessStrategyNumber function).
+ */
+static void
+sort_combine_ranges(FmgrInfo *cmp, Oid colloid,
+					CombineRange *cranges, int ncranges)
+{
+	compare_context cxt;
+
+	/* sort the values */
+	cxt.colloid = colloid;
+	cxt.cmpFn = cmp;
+
+	qsort_arg(cranges, ncranges, sizeof(CombineRange),
+			  compare_combine_ranges, (void *) &cxt);
+}
+
+/*
+ * When combining multiple Range values (in union function), some of the
+ * ranges may overlap. We simply merge the overlapping ranges to fix that.
+ *
+ * XXX This assumes the combine ranges were previously sorted (by minval
+ * and then maxval). We leverage this when detecting overlap.
+ */
+static int
+merge_combine_ranges(FmgrInfo *cmp, Oid colloid,
+					 CombineRange *cranges, int ncranges)
+{
+	int		idx;
+
+	/* TODO: add assert checking the ordering of input ranges */
+
+	/* try merging ranges (idx) and (idx+1) if they overlap */
+	idx = 0;
+	while (idx < (ncranges-1))
+	{
+		Datum	r;
+
+		/*
+		 * comparing [?,maxval] vs. [minval,?] - the ranges overlap
+		 * if (minval < maxval)
+		 */
+		r = FunctionCall2Coll(cmp, colloid,
+							  cranges[idx].maxval,
+							  cranges[idx+1].minval);
+
+		/*
+		 * Nope, maxval < minval, so no overlap. And we know the ranges
+		 * are ordered, so there are no more overlaps, because all the
+		 * remaining ranges have greater or equal minval.
+		 */
+		if (DatumGetBool(r))
+		{
+			/* proceed to the next range */
+			idx += 1;
+			continue;
+		}
+
+		/*
+		 * So ranges 'idx' and 'idx+1' do overlap, but we don't know if
+		 * 'idx+1' is contained in 'idx', or if they only overlap only
+		 * partially. So compare the upper bounds and keep the larger one.
+		 */
+		r = FunctionCall2Coll(cmp, colloid,
+							  cranges[idx].maxval,
+							  cranges[idx+1].maxval);
+
+		if (DatumGetBool(r))
+			cranges[idx].maxval = cranges[idx+1].maxval;
+
+		/*
+		 * The range certainly is no longer collapsed (irrespectedly of
+		 * the previous state).
+		 */
+		cranges[idx].collapsed = false;
+
+		/*
+		 * Now get rid of the (idx+1) range entirely by shifting the
+		 * remaining ranges by 1. There are ncranges elements, and we
+		 * need to move elements from (idx+2). That means the number
+		 * of elements to move is [ncranges - (idx+2)].
+		 */
+		memmove(&cranges[idx+1], &cranges[idx+2],
+				(ncranges - (idx + 2)) * sizeof(CombineRange));
+
+		/*
+		 * Decrease the number of ranges, and repeat (with the same range,
+		 * as it might overlap with additional ranges thanks to the merge).
+		 */
+		ncranges--;
+	}
+
+	/* TODO: add assert checking the ordering etc. of produced ranges */
+
+	return ncranges;
+}
+
+/*
+ * Represents a distance between two ranges (identified by index into
+ * an array of combine ranges).
+ */
+typedef struct DistanceValue
+{
+	int		index;
+	double	value;
+} DistanceValue;
+
+/*
+ * Simple comparator for distance values, comparing the double value.
+ */
+static int
+compare_distances(const void *a, const void *b)
+{
+	DistanceValue *da = (DistanceValue *)a;
+	DistanceValue *db = (DistanceValue *)b;
+
+	if (da->value < db->value)
+		return -1;
+	else if (da->value > db->value)
+		return 1;
+
+	return 0;
+}
+
+/*
+ * Given an array of combine ranges, compute distance of the gaps betwen
+ * the ranges - for ncranges there are (ncranges-1) gaps.
+ *
+ * We simply call the "distance" function to compute the (min-max) for pairs
+ * of consecutive ganges. The function may be fairly expensive, so we do that
+ * just once (and then use it to pick as many ranges to merge as possible).
+ *
+ * See reduce_combine_ranges for details.
+ */
+static DistanceValue *
+build_distances(FmgrInfo *distanceFn, Oid colloid,
+				CombineRange *cranges, int ncranges)
+{
+	int i;
+	DistanceValue *distances;
+
+	Assert(ncranges >= 2);
+
+	distances = (DistanceValue *) palloc0(sizeof(DistanceValue) * (ncranges - 1));
+
+	/*
+	 * Walk though the ranges once and compute distance between the ranges
+	 * so that we can sort them once.
+	 */
+	for (i = 0; i < (ncranges-1); i++)
+	{
+		Datum a1, a2, r;
+
+		a1 = cranges[i].maxval;
+		a2 = cranges[i+1].minval;
+
+		/* compute length of the empty gap (distance between max/min) */
+		r = FunctionCall2Coll(distanceFn, colloid, a1, a2);
+
+		/* remember the index */
+		distances[i].index = i;
+		distances[i].value = DatumGetFloat8(r);
+	}
+
+	/* sort the distances in ascending order */
+	pg_qsort(distances, (ncranges-1), sizeof(DistanceValue), compare_distances);
+
+	return distances;
+}
+
+/*
+ * Builds combine ranges for the existing ranges (and single-point ranges),
+ * and also the new value (which did not fit into the array).
+ *
+ * XXX We do perform qsort on all the values, but we could also leverage
+ * the fact that the input data is already sorted and do merge sort.
+ */
+static CombineRange *
+build_combine_ranges(FmgrInfo *cmp, Oid colloid, Ranges *ranges,
+					 Datum newvalue, int *nranges)
+{
+	int				ncranges;
+	CombineRange   *cranges;
+
+	/* now do the actual merge sort */
+	ncranges = ranges->nranges + ranges->nvalues + 1;
+	cranges = (CombineRange *) palloc0(ncranges * sizeof(CombineRange));
+	*nranges = ncranges;
+
+	/* put the new value at the beginning */
+	cranges[0].minval = newvalue;
+	cranges[0].maxval = newvalue;
+	cranges[0].collapsed = true;
+
+	/* then the regular and collapsed ranges */
+	fill_combine_ranges(&cranges[1], ncranges-1, ranges);
+
+	/* and sort the ranges */
+	sort_combine_ranges(cmp, colloid, cranges, ncranges);
+
+	return cranges;
+}
+
+/*
+ * Counts bondary values needed to store the ranges. Each single-point
+ * range is stored using a single value, each regular range needs two.
+ */
+static int
+count_values(CombineRange *cranges, int ncranges)
+{
+	int	i;
+	int	count;
+
+	count = 0;
+	for (i = 0; i < ncranges; i++)
+	{
+		if (cranges[i].collapsed)
+			count += 1;
+		else
+			count += 2;
+	}
+
+	return count;
+}
+
+/*
+ * Combines ranges until the number of boundary values drops below 75%
+ * of the capacity (as set by values_per_range reloption).
+ *
+ * XXX The ranges to merge are selected solely using the distance. But
+ * that may not be the best strategy, for example when multiple gaps
+ * are of equal (or very similar) length.
+ *
+ * Consider for example points 1, 2, 3, .., 64, which have gaps of the
+ * same length 1 of course. In that case we tend to pick the first
+ * gap of that length, which leads to this:
+ *
+ *    step 1:  [1, 2], 3, 4, 5, .., 64
+ *    step 2:  [1, 3], 4, 5,    .., 64
+ *    step 3:  [1, 4], 5,       .., 64
+ *    ...
+ *
+ * So in the end we'll have one "large" range and multiple small points.
+ * That may be fine, but it seems a bit strange and non-optimal. Maybe
+ * we should consider other things when picking ranges to merge - e.g.
+ * length of the ranges? Or perhaps randomize the choice of ranges, with
+ * probability inversely proportional to the distance (the gap lengths
+ * may be very close, but not exactly the same).
+ */
+static int
+reduce_combine_ranges(CombineRange *cranges, int ncranges,
+					  DistanceValue *distances, int max_values)
+{
+	int i;
+	int	ndistances = (ncranges - 1);
+	int	count = count_values(cranges, ncranges);
+
+	/*
+	 * We have one fewer 'gaps' than the ranges. We'll be decrementing
+	 * the number of combine ranges (reduction is the primary goal of
+	 * this function), so we must use a separate value.
+	 */
+	for (i = 0; i < ndistances; i++)
+	{
+		int j;
+		int shortest;
+
+		if (count <= max_values * 0.75)
+			break;
+
+		shortest = distances[i].index;
+
+		/*
+		 * The index must be still valid with respect to the current size
+		 * of cranges array (and it always points to the first range, so
+		 * never to the last one - hence the -1 in the condition).
+		 */
+		Assert(shortest < (ncranges - 1));
+
+		if (!cranges[shortest].collapsed && !cranges[shortest+1].collapsed)
+			count -= 2;
+		else if (!cranges[shortest].collapsed || !cranges[shortest+1].collapsed)
+			count -= 1;
+
+		/*
+		 * Move the values to join the two selected ranges. The new range is
+		 * definiely not collapsed but a regular range.
+		 */
+		cranges[shortest].maxval = cranges[shortest+1].maxval;
+		cranges[shortest].collapsed = false;
+
+		/* shuffle the subsequent combine ranges */
+		memmove(&cranges[shortest+1], &cranges[shortest+2],
+				(ncranges - shortest - 2) * sizeof(CombineRange));
+
+		/* also, shuffle all higher indexes (we've just moved the ranges) */
+		for (j = i; j < ndistances; j++)
+		{
+			if (distances[j].index > shortest)
+				distances[j].index--;
+		}
+
+		ncranges--;
+
+		Assert(ncranges > 0);
+	}
+
+	return ncranges;
+}
+
+/*
+ * Store the boundary values from CombineRanges back into Range (using
+ * only the minimal number of values needed).
+ */
+static void
+store_combine_ranges(Ranges *ranges, CombineRange *cranges, int ncranges)
+{
+	int	i;
+	int	idx = 0;
+
+	/* first copy in the regular ranges */
+	ranges->nranges = 0;
+	for (i = 0; i < ncranges; i++)
+	{
+		if (!cranges[i].collapsed)
+		{
+			ranges->values[idx++] = cranges[i].minval;
+			ranges->values[idx++] = cranges[i].maxval;
+			ranges->nranges++;
+		}
+	}
+
+	/* now copy in the collapsed ones */
+	ranges->nvalues = 0;
+	for (i = 0; i < ncranges; i++)
+	{
+		if (cranges[i].collapsed)
+		{
+			ranges->values[idx++] = cranges[i].minval;
+			ranges->nvalues++;
+		}
+	}
+}
+
+/*
+ * range_add_value
+ * 		Add the new value to the multi-minmax range.
+ */
+static bool
+range_add_value(BrinDesc *bdesc, Oid colloid,
+				AttrNumber attno, Form_pg_attribute attr,
+				Ranges *ranges, Datum newval)
+{
+	FmgrInfo   *cmpFn,
+			   *distanceFn;
+
+	/* combine ranges */
+	CombineRange   *cranges;
+	int				ncranges;
+	DistanceValue  *distances;
+
+	MemoryContext	ctx;
+	MemoryContext	oldctx;
+
+	Assert(2*ranges->nranges + ranges->nvalues <= ranges->maxvalues);
+
+	/*
+	 * Bail out if the value already is covered by the range.
+	 *
+	 * We could also add values until we hit values_per_range, and then
+	 * do the deduplication in a batch, hoping for better efficiency. But
+	 * that would mean we actually modify the range every time, which means
+	 * having to serialize the value, which does palloc, walks the values,
+	 * copies them, etc. Not exactly cheap.
+	 *
+	 * So instead we do the check, which should be fairly cheap - assuming
+	 * the comparator function is not very expensive.
+	 *
+	 * This also implies means the values array can't contain duplicities.
+	 */
+	if (range_contains_value(bdesc, colloid, attno, attr, ranges, newval))
+		return false;
+
+	/* we'll certainly need the comparator, so just look it up now */
+	cmpFn = minmax_multi_get_strategy_procinfo(bdesc, attno, attr->atttypid,
+											   BTLessStrategyNumber);
+
+	/*
+	 * If there's space in the values array, copy it in and we're done.
+	 *
+	 * We do want to keep the values sorted (to speed up searches), so we
+	 * do a simple insertion sort. We could do something more elaborate,
+	 * e.g. by sorting the values only now and then, but for small counts
+	 * (e.g. when maxvalues is 64) this should be fine.
+	 */
+	if (2*ranges->nranges + ranges->nvalues < ranges->maxvalues)
+	{
+		Datum	   *values;
+
+		/* beginning of the 'single value' part (for convenience) */
+		values = &ranges->values[2*ranges->nranges];
+
+		insert_value(cmpFn, colloid, values, ranges->nvalues, newval);
+
+		ranges->nvalues++;
+
+		/*
+		 * Check we haven't broken the ordering of boundary values (checks
+		 * both parts, but that doesn't hurt).
+		 */
+		AssertRangeOrdering(cmpFn, colloid, ranges);
+
+		/* yep, we've modified the range */
+		return true;
+	}
+
+	/*
+	 * Damn - the new value is not in the range yet, but we don't have space
+	 * to just insert it. So we need to combine some of the existing ranges,
+	 * to reduce the number of values we need to store (joining two intervals
+	 * reduces the number of boundaries to store by 2).
+	 *
+	 * To do that we first construct an array of CombineRange items - each
+	 * combine range tracks if it's a regular range or collapsed range, where
+	 * "collapsed" means "single point."
+	 *
+	 * Existing ranges (we have ranges->nranges of them) map to combine ranges
+	 * directly, while single points (ranges->nvalues of them) have to be
+	 * expanded. We neet the combine ranges to be sorted, and we do that by
+	 * performing a merge sort of ranges, values and new value.
+	 */
+
+	/* Check the ordering invariants are not violated (for both parts). */
+	AssertArrayOrder(cmpFn, colloid, ranges->values, ranges->nranges*2);
+	AssertArrayOrder(cmpFn, colloid, &ranges->values[ranges->nranges*2],
+					 ranges->nvalues);
+
+	/* and we'll also need the 'distance' procedure */
+	distanceFn = minmax_multi_get_procinfo(bdesc, attno, PROCNUM_DISTANCE);
+
+	/*
+	 * The distanceFn calls (which may internally call e.g. numeric_le) may
+	 * allocate quite a bit of memory, and we must not leak it. Otherwise
+	 * we'd have problems e.g. when building indexes. So we create a local
+	 * memory context and make sure we free the memory before leaving this
+	 * function (not after every call).
+	 */
+	ctx = AllocSetContextCreate(CurrentMemoryContext,
+								"minmax-multi context",
+								ALLOCSET_DEFAULT_SIZES);
+
+	oldctx = MemoryContextSwitchTo(ctx);
+
+	/* OK build the combine ranges */
+	cranges = build_combine_ranges(cmpFn, colloid, ranges, newval, &ncranges);
+
+	/* build array of gap distances and sort them in ascending order */
+	distances = build_distances(distanceFn, colloid, cranges, ncranges);
+
+	/*
+	 * Combine ranges until we release at least 25% of the space. This
+	 * threshold is somewhat arbitrary, perhaps needs tuning. We must not
+	 * use too low or high value.
+	 */
+	ncranges = reduce_combine_ranges(cranges, ncranges, distances,
+									 ranges->maxvalues);
+
+	Assert(count_values(cranges, ncranges) <= ranges->maxvalues * 0.75);
+
+	/* decompose the combine ranges into regular ranges and single values */
+	store_combine_ranges(ranges, cranges, ncranges);
+
+	MemoryContextSwitchTo(oldctx);
+	MemoryContextDelete(ctx);
+
+	/* Check the ordering invariants are not violated (for both parts). */
+	AssertArrayOrder(cmpFn, colloid, ranges->values, ranges->nranges*2);
+	AssertArrayOrder(cmpFn, colloid, &ranges->values[ranges->nranges*2],
+					 ranges->nvalues);
+
+	return true;
+}
+
+Datum
+brin_minmax_multi_opcinfo(PG_FUNCTION_ARGS)
+{
+	BrinOpcInfo *result;
+
+	/*
+	 * opaque->strategy_procinfos is initialized lazily; here it is set to
+	 * all-uninitialized by palloc0 which sets fn_oid to InvalidOid.
+	 */
+
+	result = palloc0(MAXALIGN(SizeofBrinOpcInfo(1)) +
+					 sizeof(MinmaxMultiOpaque));
+	result->oi_nstored = 1;
+	result->oi_regular_nulls = true;
+	result->oi_opaque = (MinmaxMultiOpaque *)
+		MAXALIGN((char *) result + SizeofBrinOpcInfo(1));
+	result->oi_typcache[0] = lookup_type_cache(PG_BRIN_MINMAX_MULTI_SUMMARYOID, 0);
+
+	PG_RETURN_POINTER(result);
+}
+
+/*
+ * Compute distance between two float4 values (plain subtraction).
+ */
+Datum
+brin_minmax_multi_distance_float4(PG_FUNCTION_ARGS)
+{
+	float a1 = PG_GETARG_FLOAT4(0);
+	float a2 = PG_GETARG_FLOAT4(1);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(a1 <= a2);
+
+	PG_RETURN_FLOAT8((double) a2 - (double) a1);
+}
+
+/*
+ * Compute distance between two float8 values (plain subtraction).
+ */
+Datum
+brin_minmax_multi_distance_float8(PG_FUNCTION_ARGS)
+{
+	double a1 = PG_GETARG_FLOAT8(0);
+	double a2 = PG_GETARG_FLOAT8(1);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(a1 <= a2);
+
+	PG_RETURN_FLOAT8(a2 - a1);
+}
+
+/*
+ * Compute distance between two int2 values (plain subtraction).
+ */
+Datum
+brin_minmax_multi_distance_int2(PG_FUNCTION_ARGS)
+{
+	int16	a1 = PG_GETARG_INT16(0);
+	int16	a2 = PG_GETARG_INT16(1);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(a1 <= a2);
+
+	PG_RETURN_FLOAT8((double) a2 - (double) a1);
+}
+
+/*
+ * Compute distance between two int4 values (plain subtraction).
+ */
+Datum
+brin_minmax_multi_distance_int4(PG_FUNCTION_ARGS)
+{
+	int32	a1 = PG_GETARG_INT32(0);
+	int32	a2 = PG_GETARG_INT32(1);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(a1 <= a2);
+
+	PG_RETURN_FLOAT8((double) a2 - (double) a1);
+}
+
+/*
+ * Compute distance between two int8 values (plain subtraction).
+ */
+Datum
+brin_minmax_multi_distance_int8(PG_FUNCTION_ARGS)
+{
+	int64	a1 = PG_GETARG_INT64(0);
+	int64	a2 = PG_GETARG_INT64(1);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(a1 <= a2);
+
+	PG_RETURN_FLOAT8((double) a2 - (double) a1);
+}
+
+/*
+ * Compute distance between two tid values (by mapping them to float8
+ * and then subtracting them).
+ */
+Datum
+brin_minmax_multi_distance_tid(PG_FUNCTION_ARGS)
+{
+	double	da1,
+			da2;
+
+	ItemPointer	pa1 = (ItemPointer) PG_GETARG_DATUM(0);
+	ItemPointer	pa2 = (ItemPointer) PG_GETARG_DATUM(1);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(ItemPointerCompare(pa1, pa2) <= 0);
+
+	da1 = ItemPointerGetBlockNumber(pa1) * MaxHeapTuplesPerPage +
+		  ItemPointerGetOffsetNumber(pa1);
+
+	da2 = ItemPointerGetBlockNumber(pa2) * MaxHeapTuplesPerPage +
+		  ItemPointerGetOffsetNumber(pa2);
+
+	PG_RETURN_FLOAT8(da2 - da1);
+}
+
+/*
+ * Comutes distance between two numeric values (plain subtraction).
+ */
+Datum
+brin_minmax_multi_distance_numeric(PG_FUNCTION_ARGS)
+{
+	Datum	d;
+	Datum	a1 = PG_GETARG_DATUM(0);
+	Datum	a2 = PG_GETARG_DATUM(1);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(DatumGetBool(DirectFunctionCall2(numeric_le, a1, a2)));
+
+	d = DirectFunctionCall2(numeric_sub, a2, a1);	/* a2 - a1 */
+
+	PG_RETURN_FLOAT8(DirectFunctionCall1(numeric_float8, d));
+}
+
+/*
+ * Computes approximate distance between two UUID values.
+ *
+ * XXX We do not need a perfectly accurate value, so we approximate the
+ * deltas (which would have to be 128-bit integers) with a 64-bit float.
+ * The small inaccuracies do not matter in practice, in the worst case
+ * we'll decide to merge ranges that are not the closest ones.
+ */
+Datum
+brin_minmax_multi_distance_uuid(PG_FUNCTION_ARGS)
+{
+	int		i;
+	double	delta = 0;
+
+	Datum	a1 = PG_GETARG_DATUM(0);
+	Datum	a2 = PG_GETARG_DATUM(1);
+
+	pg_uuid_t  *u1 = DatumGetUUIDP(a1);
+	pg_uuid_t  *u2 = DatumGetUUIDP(a2);
+
+	/*
+	 * We know the values are range boundaries, but the range may be
+	 * collapsed (i.e. single points), with equal values.
+	 */
+	Assert(DatumGetBool(DirectFunctionCall2(uuid_le, a1, a2)));
+
+	/* compute approximate delta as a double precision value */
+	for (i = UUID_LEN-1; i >= 0; i--)
+	{
+		delta += (int) u2->data[i] - (int) u1->data[i];
+		delta /= 256;
+	}
+
+	Assert(delta >= 0);
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+/*
+ * Computes approximate distance between two time (without tz) values.
+ *
+ * TimeADT is just an int64, so we simply subtract the values directly.
+ */
+Datum
+brin_minmax_multi_distance_time(PG_FUNCTION_ARGS)
+{
+	double	delta = 0;
+
+	TimeADT	ta = PG_GETARG_TIMEADT(0);
+	TimeADT	tb = PG_GETARG_TIMEADT(1);
+
+	delta = (tb - ta);
+
+	Assert(delta >= 0);
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+/*
+ * Computes approximate distance between two timetz values.
+ *
+ * Simply subtracts the TimeADT (int64) values embedded in TimeTzADT.
+ *
+ * XXX Does this need to consider the time zones?
+ */
+Datum
+brin_minmax_multi_distance_timetz(PG_FUNCTION_ARGS)
+{
+	double	delta = 0;
+
+	TimeTzADT  *ta = PG_GETARG_TIMETZADT_P(0);
+	TimeTzADT  *tb = PG_GETARG_TIMETZADT_P(1);
+
+	delta = tb->time - ta->time;
+
+	Assert(delta >= 0);
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+/*
+ * Computes distance between two interval values.
+ *
+ * Intervals are internally just 'time' values, so use the same approach
+ * as for in brin_minmax_multi_distance_time.
+ *
+ * XXX Do we actually need two separate functions, then?
+ */
+Datum
+brin_minmax_multi_distance_interval(PG_FUNCTION_ARGS)
+{
+	double	delta = 0;
+
+	TimeADT		ia = PG_GETARG_TIMEADT(0);
+	TimeADT		ib = PG_GETARG_TIMEADT(1);
+
+	delta = (ib - ia);
+
+	Assert(delta >= 0);
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+/*
+ * Compute distance between two pg_lsn values.
+ *
+ * LSN is just an int64 encoding position in the stream, so just subtract
+ * those int64 values directly.
+ */
+Datum
+brin_minmax_multi_distance_pg_lsn(PG_FUNCTION_ARGS)
+{
+	double	delta = 0;
+
+	XLogRecPtr	lsna = PG_GETARG_LSN(0);
+	XLogRecPtr	lsnb = PG_GETARG_LSN(1);
+
+	delta = (lsnb - lsna);
+
+	Assert(delta >= 0);
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+/*
+ * Compute distance between two macaddr values.
+ *
+ * mac addresses are treated as 6 unsigned chars, so do the same thing we
+ * already do for UUID values.
+ */
+Datum
+brin_minmax_multi_distance_macaddr(PG_FUNCTION_ARGS)
+{
+	double	delta;
+
+	macaddr    *a = PG_GETARG_MACADDR_P(0);
+	macaddr    *b = PG_GETARG_MACADDR_P(1);
+
+	delta = ((double)b->f - (double)a->f);
+	delta /= 256;
+
+	delta += ((double)b->e - (double)a->e);
+	delta /= 256;
+
+	delta += ((double)b->d - (double)a->d);
+	delta /= 256;
+
+	delta += ((double)b->c - (double)a->c);
+	delta /= 256;
+
+	delta += ((double)b->b - (double)a->b);
+	delta /= 256;
+
+	delta += ((double)b->a - (double)a->a);
+	delta /= 256;
+
+	Assert(delta >= 0);
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+/*
+ * Compute distance between two macaddr8 values.
+ *
+ * macaddr8 addresses are 8 unsigned chars, so do the same thing we
+ * already do for UUID values.
+ */
+Datum
+brin_minmax_multi_distance_macaddr8(PG_FUNCTION_ARGS)
+{
+	double	delta;
+
+	macaddr8   *a = PG_GETARG_MACADDR8_P(0);
+	macaddr8   *b = PG_GETARG_MACADDR8_P(1);
+
+	delta = ((double)b->h - (double)a->h);
+	delta /= 256;
+
+	delta += ((double)b->g - (double)a->g);
+	delta /= 256;
+
+	delta += ((double)b->f - (double)a->f);
+	delta /= 256;
+
+	delta += ((double)b->e - (double)a->e);
+	delta /= 256;
+
+	delta += ((double)b->d - (double)a->d);
+	delta /= 256;
+
+	delta += ((double)b->c - (double)a->c);
+	delta /= 256;
+
+	delta += ((double)b->b - (double)a->b);
+	delta /= 256;
+
+	delta += ((double)b->a - (double)a->a);
+	delta /= 256;
+
+	Assert(delta >= 0);
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+/*
+ * Compute distance between two inet values.
+ *
+ * The distance is defined as difference between 32-bit/128-bit values,
+ * depending on the IP version. The distance is computed by subtracting
+ * the bytes and normalizing it to [0,1] range for each IP family.
+ * Addresses from difference families are consider to be in maximum
+ * distance, which is 1.0.
+ *
+ * XXX Does this need to consider the mask (bits)? For now it's ignored.
+ */
+Datum
+brin_minmax_multi_distance_inet(PG_FUNCTION_ARGS)
+{
+	double			delta;
+	int				i;
+	int				len;
+	unsigned char  *addra,
+				   *addrb;
+
+	inet	   *ipa = PG_GETARG_INET_PP(0);
+	inet	   *ipb = PG_GETARG_INET_PP(1);
+
+	/*
+	 * If the addresses are from different families, consider them to be
+	 * in maximal possible distance (which is 1.0).
+	 */
+	if (ip_family(ipa) != ip_family(ipb))
+		return 1.0;
+
+	/* ipv4 or ipv6 */
+	if (ip_family(ipa) == PGSQL_AF_INET)
+		len = 4;
+	else
+		len = 16; /* NS_IN6ADDRSZ */
+
+	addra = ip_addr(ipa);
+	addrb = ip_addr(ipb);
+
+	delta = 0;
+	for (i = len-1; i >= 0; i--)
+	{
+		delta += (double)addrb[i] - (double)addra[i];
+		delta /= 256;
+	}
+
+	Assert((delta >= 0) && (delta <= 1));
+
+	PG_RETURN_FLOAT8(delta);
+}
+
+static void
+brin_minmax_multi_serialize(Datum src, Datum *dst)
+{
+	Ranges *ranges = (Ranges *) DatumGetPointer(src);
+	SerializedRanges *s = range_serialize(ranges);
+	dst[0] = PointerGetDatum(s);
+}
+
+static int
+brin_minmax_multi_get_values(BrinDesc *bdesc, MinMaxOptions *opts)
+{
+	return MinMaxGetValuesPerRange(opts);
+}
+
+/*
+ * Examine the given index tuple (which contains partial status of a certain
+ * page range) by comparing it to the given value that comes from another heap
+ * tuple.  If the new value is outside the min/max range specified by the
+ * existing tuple values, update the index tuple and return true.  Otherwise,
+ * return false and do not modify in this case.
+ */
+Datum
+brin_minmax_multi_add_value(PG_FUNCTION_ARGS)
+{
+	BrinDesc   *bdesc = (BrinDesc *) PG_GETARG_POINTER(0);
+	BrinValues *column = (BrinValues *) PG_GETARG_POINTER(1);
+	Datum		newval = PG_GETARG_DATUM(2);
+	bool		isnull PG_USED_FOR_ASSERTS_ONLY = PG_GETARG_DATUM(3);
+	MinMaxOptions *opts = (MinMaxOptions *) PG_GET_OPCLASS_OPTIONS();
+	Oid			colloid = PG_GET_COLLATION();
+	bool		modified = false;
+	Form_pg_attribute attr;
+	AttrNumber	attno;
+	Ranges *ranges;
+	SerializedRanges *serialized = NULL;
+
+	Assert(!isnull);
+
+	attno = column->bv_attno;
+	attr = TupleDescAttr(bdesc->bd_tupdesc, attno - 1);
+
+	/* use the already deserialized value, is possible */
+	ranges = (Ranges *) DatumGetPointer(column->bv_mem_value);
+
+	/*
+	 * If this is the first non-null value, we need to initialize the range
+	 * list. Otherwise just extract the existing range list from BrinValues.
+	 */
+	if (column->bv_allnulls)
+	{
+		MemoryContext oldctx;
+
+		oldctx = MemoryContextSwitchTo(column->bv_context);
+
+		ranges = minmax_multi_init(brin_minmax_multi_get_values(bdesc, opts));
+		ranges->typid = attr->atttypid;
+
+		MemoryContextSwitchTo(oldctx);
+
+		column->bv_allnulls = false;
+		modified = true;
+
+		column->bv_mem_value = PointerGetDatum(ranges);
+		column->bv_serialize = brin_minmax_multi_serialize;
+	}
+	else if (!ranges)
+	{
+		MemoryContext oldctx;
+
+		oldctx = MemoryContextSwitchTo(column->bv_context);
+
+		serialized = (SerializedRanges *) PG_DETOAST_DATUM(column->bv_values[0]);
+		ranges = range_deserialize(serialized);
+
+		column->bv_mem_value = PointerGetDatum(ranges);
+		column->bv_serialize = brin_minmax_multi_serialize;
+
+		MemoryContextSwitchTo(oldctx);
+	}
+
+	/*
+	 * Try to add the new value to the range. We need to update the modified
+	 * flag, so that we serialize the correct value.
+	 */
+	modified |= range_add_value(bdesc, colloid, attno, attr, ranges, newval);
+
+
+	PG_RETURN_BOOL(modified);
+}
+
+/*
+ * Given an index tuple corresponding to a certain page range and a scan key,
+ * return whether the scan key is consistent with the index tuple's min/max
+ * values.  Return true if so, false otherwise.
+ */
+Datum
+brin_minmax_multi_consistent(PG_FUNCTION_ARGS)
+{
+	BrinDesc   *bdesc = (BrinDesc *) PG_GETARG_POINTER(0);
+	BrinValues *column = (BrinValues *) PG_GETARG_POINTER(1);
+	ScanKey	   *keys = (ScanKey *) PG_GETARG_POINTER(2);
+	int			nkeys = PG_GETARG_INT32(3);
+	// MinMaxOptions *opts = (MinMaxOptions *) PG_GET_OPCLASS_OPTIONS();
+	Oid			colloid = PG_GET_COLLATION(),
+				subtype;
+	AttrNumber	attno;
+	Datum		value;
+	FmgrInfo   *finfo;
+	SerializedRanges *serialized;
+	Ranges		*ranges;
+	int			keyno;
+	int			rangeno;
+	int			i;
+
+	attno = column->bv_attno;
+
+	serialized = (SerializedRanges *) PG_DETOAST_DATUM(column->bv_values[0]);
+	ranges = range_deserialize(serialized);
+
+	/* inspect the ranges, and for each one evaluate the scan keys */
+	for (rangeno = 0; rangeno < ranges->nranges; rangeno++)
+	{
+		Datum	minval = ranges->values[2*rangeno];
+		Datum	maxval = ranges->values[2*rangeno+1];
+
+		/* assume the range is matching, and we'll try to prove otherwise */
+		bool	matching = true;
+
+		for (keyno = 0; keyno < nkeys; keyno++)
+		{
+			Datum	matches;
+			ScanKey	key = keys[keyno];
+
+			/* NULL keys are handled and filtered-out in bringetbitmap */
+			Assert(!(key->sk_flags & SK_ISNULL));
+
+			attno = key->sk_attno;
+			subtype = key->sk_subtype;
+			value = key->sk_argument;
+			switch (key->sk_strategy)
+			{
+				case BTLessStrategyNumber:
+				case BTLessEqualStrategyNumber:
+					finfo = minmax_multi_get_strategy_procinfo(bdesc, attno, subtype,
+															   key->sk_strategy);
+					/* first value from the array */
+					matches = FunctionCall2Coll(finfo, colloid, minval, value);
+					break;
+
+				case BTEqualStrategyNumber:
+				{
+					Datum		compar;
+					FmgrInfo   *cmpFn;
+
+					/* by default this range does not match */
+					matches = false;
+
+					/*
+					 * Otherwise, need to compare the new value with boundaries of all
+					 * the ranges. First check if it's less than the absolute minimum,
+					 * which is the first value in the array.
+					 */
+					cmpFn = minmax_multi_get_strategy_procinfo(bdesc, attno, subtype,
+															   BTLessStrategyNumber);
+					compar = FunctionCall2Coll(cmpFn, colloid, value, minval);
+
+					/* smaller than the smallest value in this range */
+					if (DatumGetBool(compar))
+						break;
+
+					cmpFn = minmax_multi_get_strategy_procinfo(bdesc, attno, subtype,
+															   BTGreaterStrategyNumber);
+					compar = FunctionCall2Coll(cmpFn, colloid, value, maxval);
+
+					/* larger than the largest value in this range */
+					if (DatumGetBool(compar))
+						break;
+
+					/* haven't managed to eliminate this range, so consider it matching */
+					matches = true;
+
+					break;
+				}
+				case BTGreaterEqualStrategyNumber:
+				case BTGreaterStrategyNumber:
+					finfo = minmax_multi_get_strategy_procinfo(bdesc, attno, subtype,
+															   key->sk_strategy);
+					/* last value from the array */
+					matches = FunctionCall2Coll(finfo, colloid, maxval, value);
+					break;
+
+				default:
+					/* shouldn't happen */
+					elog(ERROR, "invalid strategy number %d", key->sk_strategy);
+					matches = 0;
+					break;
+			}
+
+			/* the range has to match all the scan keys */
+			matching &= DatumGetBool(matches);
+
+			/* once we find a non-matching key, we're done */
+			if (! matching)
+				break;
+		}
+
+		/* have we found a range matching all scan keys? if yes, we're
+		 * done */
+		if (matching)
+			PG_RETURN_DATUM(BoolGetDatum(true));
+	}
+
+	/* and now inspect the values */
+	for (i = 0; i < ranges->nvalues; i++)
+	{
+		Datum	val = ranges->values[2*ranges->nranges + i];
+
+		/* assume the range is matching, and we'll try to prove otherwise */
+		bool	matching = true;
+
+		for (keyno = 0; keyno < nkeys; keyno++)
+		{
+			Datum	matches;
+			ScanKey	key = keys[keyno];
+
+			/* we've already dealt with NULL keys at the beginning */
+			if (key->sk_flags & SK_ISNULL)
+				continue;
+
+			attno = key->sk_attno;
+			subtype = key->sk_subtype;
+			value = key->sk_argument;
+			switch (key->sk_strategy)
+			{
+				case BTLessStrategyNumber:
+				case BTLessEqualStrategyNumber:
+				case BTEqualStrategyNumber:
+				case BTGreaterEqualStrategyNumber:
+				case BTGreaterStrategyNumber:
+
+					finfo = minmax_multi_get_strategy_procinfo(bdesc, attno, subtype,
+															   key->sk_strategy);
+					matches = FunctionCall2Coll(finfo, colloid, val, value);
+					break;
+
+				default:
+					/* shouldn't happen */
+					elog(ERROR, "invalid strategy number %d", key->sk_strategy);
+					matches = 0;
+					break;
+			}
+
+			/* the range has to match all the scan keys */
+			matching &= DatumGetBool(matches);
+
+			/* once we find a non-matching key, we're done */
+			if (! matching)
+				break;
+		}
+
+		/* have we found a range matching all scan keys? if yes, we're
+		 * done */
+		if (matching)
+			PG_RETURN_DATUM(BoolGetDatum(true));
+	}
+
+	PG_RETURN_DATUM(BoolGetDatum(false));
+}
+
+/*
+ * Given two BrinValues, update the first of them as a union of the summary
+ * values contained in both.  The second one is untouched.
+ */
+Datum
+brin_minmax_multi_union(PG_FUNCTION_ARGS)
+{
+	BrinDesc   *bdesc = (BrinDesc *) PG_GETARG_POINTER(0);
+	BrinValues *col_a = (BrinValues *) PG_GETARG_POINTER(1);
+	BrinValues *col_b = (BrinValues *) PG_GETARG_POINTER(2);
+	// MinMaxOptions *opts = (MinMaxOptions *) PG_GET_OPCLASS_OPTIONS();
+	Oid			colloid = PG_GET_COLLATION();
+	SerializedRanges   *serialized_a;
+	SerializedRanges   *serialized_b;
+	Ranges	   *ranges_a;
+	Ranges	   *ranges_b;
+	AttrNumber	attno;
+	Form_pg_attribute attr;
+	CombineRange *cranges;
+	int			ncranges;
+	FmgrInfo   *cmpFn,
+			   *distanceFn;
+	DistanceValue  *distances;
+	MemoryContext	ctx;
+	MemoryContext	oldctx;
+
+	Assert(col_a->bv_attno == col_b->bv_attno);
+	Assert(!col_a->bv_allnulls && !col_b->bv_allnulls);
+
+	attno = col_a->bv_attno;
+	attr = TupleDescAttr(bdesc->bd_tupdesc, attno - 1);
+
+	serialized_a = (SerializedRanges *) PG_DETOAST_DATUM(col_a->bv_values[0]);
+	serialized_b = (SerializedRanges *) PG_DETOAST_DATUM(col_b->bv_values[0]);
+
+	ranges_a = range_deserialize(serialized_a);
+	ranges_b = range_deserialize(serialized_b);
+
+	/* make sure neither of the ranges is NULL */
+	Assert(ranges_a && ranges_b);
+
+	ncranges = (ranges_a->nranges + ranges_a->nvalues) +
+			   (ranges_b->nranges + ranges_b->nvalues);
+
+	/*
+	 * The distanceFn calls (which may internally call e.g. numeric_le) may
+	 * allocate quite a bit of memory, and we must not leak it. Otherwise
+	 * we'd have problems e.g. when building indexes. So we create a local
+	 * memory context and make sure we free the memory before leaving this
+	 * function (not after every call).
+	 */
+	ctx = AllocSetContextCreate(CurrentMemoryContext,
+								"minmax-multi context",
+								ALLOCSET_DEFAULT_SIZES);
+
+	oldctx = MemoryContextSwitchTo(ctx);
+
+	/* allocate and fill */
+	cranges = (CombineRange *)palloc0(ncranges * sizeof(CombineRange));
+
+	/* fill the combine ranges with entries for the first range */
+	fill_combine_ranges(cranges, ranges_a->nranges + ranges_a->nvalues,
+						ranges_a);
+
+	/* and now add combine ranges for the second range */
+	fill_combine_ranges(&cranges[ranges_a->nranges + ranges_a->nvalues],
+						ranges_b->nranges + ranges_b->nvalues,
+						ranges_b);
+
+	cmpFn = minmax_multi_get_strategy_procinfo(bdesc, attno, attr->atttypid,
+											 BTLessStrategyNumber);
+
+	/* sort the combine ranges */
+	sort_combine_ranges(cmpFn, colloid, cranges, ncranges);
+
+	/*
+	 * We've merged two different lists of ranges, so some of them may be
+	 * overlapping. So walk through them and merge them.
+	 */
+	ncranges = merge_combine_ranges(cmpFn, colloid, cranges, ncranges);
+
+	/* check that the combine ranges are correct (no overlaps, ordering) */
+	AssertValidCombineRanges(bdesc, colloid, attno, attr, cranges, ncranges);
+
+	/* build array of gap distances and sort them in ascending order */
+	distanceFn = minmax_multi_get_procinfo(bdesc, attno, PROCNUM_DISTANCE);
+	distances = build_distances(distanceFn, colloid, cranges, ncranges);
+
+	/*
+	 * See how many values would be needed to store the current ranges, and if
+	 * needed combine as many off them to get below the maxvalues threshold.
+	 * The collapsed ranges will be stored as a single value.
+	 *
+	 * XXX The maxvalues may be different, so perhaps use Max?
+	 */
+	ncranges = reduce_combine_ranges(cranges, ncranges, distances,
+									 ranges_a->maxvalues);
+
+	/* update the first range summary */
+	store_combine_ranges(ranges_a, cranges, ncranges);
+
+	MemoryContextSwitchTo(oldctx);
+	MemoryContextDelete(ctx);
+
+	/* cleanup and update the serialized value */
+	pfree(serialized_a);
+	col_a->bv_values[0] = PointerGetDatum(range_serialize(ranges_a));
+
+	PG_RETURN_VOID();
+}
+
+/*
+ * Cache and return minmax multi opclass support procedure
+ *
+ * Return the procedure corresponding to the given function support number
+ * or null if it is not exists.
+ */
+static FmgrInfo *
+minmax_multi_get_procinfo(BrinDesc *bdesc, uint16 attno, uint16 procnum)
+{
+	MinmaxMultiOpaque *opaque;
+	uint16		basenum = procnum - PROCNUM_BASE;
+
+	/*
+	 * We cache these in the opaque struct, to avoid repetitive syscache
+	 * lookups.
+	 */
+	opaque = (MinmaxMultiOpaque *) bdesc->bd_info[attno - 1]->oi_opaque;
+
+	/*
+	 * If we already searched for this proc and didn't find it, don't bother
+	 * searching again.
+	 */
+	if (opaque->extra_proc_missing[basenum])
+		return NULL;
+
+	if (opaque->extra_procinfos[basenum].fn_oid == InvalidOid)
+	{
+		if (RegProcedureIsValid(index_getprocid(bdesc->bd_index, attno,
+												procnum)))
+		{
+			fmgr_info_copy(&opaque->extra_procinfos[basenum],
+						   index_getprocinfo(bdesc->bd_index, attno, procnum),
+						   bdesc->bd_context);
+		}
+		else
+		{
+			opaque->extra_proc_missing[basenum] = true;
+			return NULL;
+		}
+	}
+
+	return &opaque->extra_procinfos[basenum];
+}
+
+/*
+ * Cache and return the procedure for the given strategy.
+ *
+ * Note: this function mirrors minmax_multi_get_strategy_procinfo; see notes
+ * there.  If changes are made here, see that function too.
+ */
+static FmgrInfo *
+minmax_multi_get_strategy_procinfo(BrinDesc *bdesc, uint16 attno, Oid subtype,
+							 uint16 strategynum)
+{
+	MinmaxMultiOpaque *opaque;
+
+	Assert(strategynum >= 1 &&
+		   strategynum <= BTMaxStrategyNumber);
+
+	opaque = (MinmaxMultiOpaque *) bdesc->bd_info[attno - 1]->oi_opaque;
+
+	/*
+	 * We cache the procedures for the previous subtype in the opaque struct,
+	 * to avoid repetitive syscache lookups.  If the subtype changed,
+	 * invalidate all the cached entries.
+	 */
+	if (opaque->cached_subtype != subtype)
+	{
+		uint16		i;
+
+		for (i = 1; i <= BTMaxStrategyNumber; i++)
+			opaque->strategy_procinfos[i - 1].fn_oid = InvalidOid;
+		opaque->cached_subtype = subtype;
+	}
+
+	if (opaque->strategy_procinfos[strategynum - 1].fn_oid == InvalidOid)
+	{
+		Form_pg_attribute attr;
+		HeapTuple	tuple;
+		Oid			opfamily,
+					oprid;
+		bool		isNull;
+
+		opfamily = bdesc->bd_index->rd_opfamily[attno - 1];
+		attr = TupleDescAttr(bdesc->bd_tupdesc, attno - 1);
+		tuple = SearchSysCache4(AMOPSTRATEGY, ObjectIdGetDatum(opfamily),
+								ObjectIdGetDatum(attr->atttypid),
+								ObjectIdGetDatum(subtype),
+								Int16GetDatum(strategynum));
+
+		if (!HeapTupleIsValid(tuple))
+			elog(ERROR, "missing operator %d(%u,%u) in opfamily %u",
+				 strategynum, attr->atttypid, subtype, opfamily);
+
+		oprid = DatumGetObjectId(SysCacheGetAttr(AMOPSTRATEGY, tuple,
+												 Anum_pg_amop_amopopr, &isNull));
+		ReleaseSysCache(tuple);
+		Assert(!isNull && RegProcedureIsValid(oprid));
+
+		fmgr_info_cxt(get_opcode(oprid),
+					  &opaque->strategy_procinfos[strategynum - 1],
+					  bdesc->bd_context);
+	}
+
+	return &opaque->strategy_procinfos[strategynum - 1];
+}
+
+Datum
+brin_minmax_multi_options(PG_FUNCTION_ARGS)
+{
+	local_relopts *relopts = (local_relopts *) PG_GETARG_POINTER(0);
+
+	init_local_reloptions(relopts, sizeof(MinMaxOptions));
+
+	add_local_int_reloption(relopts, "values_per_range", "desc",
+							32, 16, 256, offsetof(MinMaxOptions, valuesPerRange));
+
+	PG_RETURN_VOID();
+}
+
+/*
+ * brin_minmax_multi_summary_in
+ *		- input routine for type brin_minmax_multi_summary.
+ *
+ * brin_minmax_multi_summary is only used internally to represent summaries
+ * in BRIN minmax-multi indexes, so it has no operations of its own, and we
+ * disallow input too.
+ */
+Datum
+brin_minmax_multi_summary_in(PG_FUNCTION_ARGS)
+{
+	/*
+	 * brin_minmax_multi_summary stores the data in binary form and parsing
+	 * text input is not needed, so disallow this.
+	 */
+	ereport(ERROR,
+			(errcode(ERRCODE_FEATURE_NOT_SUPPORTED),
+			 errmsg("cannot accept a value of type %s", "brin_minmax_multi_summary")));
+
+	PG_RETURN_VOID();			/* keep compiler quiet */
+}
+
+
+/*
+ * brin_minmax_multi_summary_out
+ *		- output routine for type brin_minmax_multi_summary.
+ *
+ * BRIN minmax-multi summaries are serialized into a bytea value, but we
+ * want to output something nicer humans can understand.
+ */
+Datum
+brin_minmax_multi_summary_out(PG_FUNCTION_ARGS)
+{
+	int			i;
+	int			idx;
+	SerializedRanges *ranges;
+	Ranges *ranges_deserialized;
+	StringInfoData str;
+	bool		isvarlena;
+	Oid			outfunc;
+	FmgrInfo	fmgrinfo;
+	ArrayBuildState *astate_values = NULL;
+
+	initStringInfo(&str);
+	appendStringInfoChar(&str, '{');
+
+	/*
+	 * XXX not sure the detoasting is necessary (probably not, this
+	 * can only be in an index).
+	 */
+	ranges = (SerializedRanges *) PG_DETOAST_DATUM(PG_GETARG_BYTEA_PP(0));
+
+	/* lookup output func for the type */
+	getTypeOutputInfo(ranges->typid, &outfunc, &isvarlena);
+	fmgr_info(outfunc, &fmgrinfo);
+
+	/* deserialize the range info easy-to-process pieces */
+	ranges_deserialized = range_deserialize(ranges);
+
+	appendStringInfo(&str, "nranges: %u  nvalues: %u  maxvalues: %u",
+					 ranges_deserialized->nranges,
+					 ranges_deserialized->nvalues,
+					 ranges_deserialized->maxvalues);
+
+	/* serialize ranges */
+	idx = 0;
+	for (i = 0; i < ranges_deserialized->nranges; i++)
+	{
+		Datum	a, b;
+		text   *c;
+		StringInfoData str;
+
+		initStringInfo(&str);
+
+		a = FunctionCall1(&fmgrinfo, ranges_deserialized->values[idx++]);
+		b = FunctionCall1(&fmgrinfo, ranges_deserialized->values[idx++]);
+
+		appendStringInfo(&str, "%s ... %s",
+						 DatumGetPointer(a),
+						 DatumGetPointer(b));
+
+		c = cstring_to_text(str.data);
+
+		astate_values = accumArrayResult(astate_values,
+										 PointerGetDatum(c),
+										 false,
+										 TEXTOID,
+										 CurrentMemoryContext);
+	}
+
+	if (ranges_deserialized->nranges > 0)
+	{
+		Oid			typoutput;
+		bool		typIsVarlena;
+		Datum		val;
+		char	   *extval;
+
+		getTypeOutputInfo(ANYARRAYOID, &typoutput, &typIsVarlena);
+
+		val = PointerGetDatum(makeArrayResult(astate_values, CurrentMemoryContext));
+
+		extval = OidOutputFunctionCall(typoutput, val);
+
+		appendStringInfo(&str, " ranges: %s", extval);
+	}
+
+	/* serialize individual values */
+	astate_values = NULL;
+
+	for (i = 0; i < ranges_deserialized->nvalues; i++)
+	{
+		Datum	a;
+		text   *b;
+		StringInfoData str;
+
+		initStringInfo(&str);
+
+		a = FunctionCall1(&fmgrinfo, ranges_deserialized->values[idx++]);
+
+		appendStringInfo(&str, "%s", DatumGetPointer(a));
+
+		b = cstring_to_text(str.data);
+
+		astate_values = accumArrayResult(astate_values,
+										 PointerGetDatum(b),
+										 false,
+										 TEXTOID,
+										 CurrentMemoryContext);
+	}
+
+	if (ranges_deserialized->nvalues > 0)
+	{
+		Oid			typoutput;
+		bool		typIsVarlena;
+		Datum		val;
+		char	   *extval;
+
+		getTypeOutputInfo(ANYARRAYOID, &typoutput, &typIsVarlena);
+
+		val = PointerGetDatum(makeArrayResult(astate_values, CurrentMemoryContext));
+
+		extval = OidOutputFunctionCall(typoutput, val);
+
+		appendStringInfo(&str, " values: %s", extval);
+	}
+
+
+	appendStringInfoChar(&str, '}');
+
+	PG_RETURN_CSTRING(str.data);
+}
+
+/*
+ * brin_minmax_multi_summary_recv
+ *		- binary input routine for type brin_minmax_multi_summary.
+ */
+Datum
+brin_minmax_multi_summary_recv(PG_FUNCTION_ARGS)
+{
+	ereport(ERROR,
+			(errcode(ERRCODE_FEATURE_NOT_SUPPORTED),
+			 errmsg("cannot accept a value of type %s", "brin_minmax_multi_summary")));
+
+	PG_RETURN_VOID();			/* keep compiler quiet */
+}
+
+/*
+ * brin_minmax_multi_summary_send
+ *		- binary output routine for type brin_minmax_multi_summary.
+ *
+ * BRIN minmax-multi summaries are serialized in a bytea value (although
+ * the type is named differently), so let's just send that.
+ */
+Datum
+brin_minmax_multi_summary_send(PG_FUNCTION_ARGS)
+{
+	return byteasend(fcinfo);
+}
diff --git a/src/backend/access/brin/brin_tuple.c b/src/backend/access/brin/brin_tuple.c
index a7eb1c9473..df820db029 100644
--- a/src/backend/access/brin/brin_tuple.c
+++ b/src/backend/access/brin/brin_tuple.c
@@ -159,6 +159,14 @@ brin_form_tuple(BrinDesc *brdesc, BlockNumber blkno, BrinMemTuple *tuple,
 		if (tuple->bt_columns[keyno].bv_hasnulls)
 			anynulls = true;
 
+		/* if needed, serialize the values before forming the on-disk tuple */
+		if (tuple->bt_columns[keyno].bv_serialize)
+		{
+			tuple->bt_columns[keyno].bv_serialize(
+				tuple->bt_columns[keyno].bv_mem_value,
+				tuple->bt_columns[keyno].bv_values);
+		}
+
 		/*
 		 * Now obtain the values of each stored datum.  Note that some values
 		 * might be toasted, and we cannot rely on the original heap values
@@ -495,6 +503,11 @@ brin_memtuple_initialize(BrinMemTuple *dtuple, BrinDesc *brdesc)
 		dtuple->bt_columns[i].bv_allnulls = true;
 		dtuple->bt_columns[i].bv_hasnulls = false;
 		dtuple->bt_columns[i].bv_values = (Datum *) currdatum;
+
+		dtuple->bt_columns[i].bv_mem_value = PointerGetDatum(NULL);
+		dtuple->bt_columns[i].bv_serialize = NULL;
+		dtuple->bt_columns[i].bv_context = dtuple->bt_context;
+
 		currdatum += sizeof(Datum) * brdesc->bd_info[i]->oi_nstored;
 	}
 
@@ -574,6 +587,10 @@ brin_deform_tuple(BrinDesc *brdesc, BrinTuple *tuple, BrinMemTuple *dMemtuple)
 
 		dtup->bt_columns[keyno].bv_hasnulls = hasnulls[keyno];
 		dtup->bt_columns[keyno].bv_allnulls = false;
+
+		dtup->bt_columns[keyno].bv_mem_value = PointerGetDatum(NULL);
+		dtup->bt_columns[keyno].bv_serialize = NULL;
+		dtup->bt_columns[keyno].bv_context = dtup->bt_context;
 	}
 
 	MemoryContextSwitchTo(oldcxt);
diff --git a/src/include/access/brin.h b/src/include/access/brin.h
index 0e52d75457..9cd5fa9f62 100644
--- a/src/include/access/brin.h
+++ b/src/include/access/brin.h
@@ -24,6 +24,7 @@ typedef struct BrinOptions
 	bool		autosummarize;
 	double		nDistinctPerRange;	/* number of distinct values per range */
 	double		falsePositiveRate;	/* false positive for bloom filter */
+	int			valuesPerRange;		/* number of values per range */
 } BrinOptions;
 
 
diff --git a/src/include/access/brin_internal.h b/src/include/access/brin_internal.h
index d114ac58cd..e7ce4d0209 100644
--- a/src/include/access/brin_internal.h
+++ b/src/include/access/brin_internal.h
@@ -62,6 +62,9 @@ typedef struct BrinDesc
 	double		bd_nDistinctPerRange;
 	double		bd_falsePositiveRange;
 
+	/* parameters for multi-minmax indexes */
+	int			bd_valuesPerRange;
+
 	/* per-column info; bd_tupdesc->natts entries long */
 	BrinOpcInfo *bd_info[FLEXIBLE_ARRAY_MEMBER];
 } BrinDesc;
diff --git a/src/include/access/brin_tuple.h b/src/include/access/brin_tuple.h
index 5715bd58df..66a6c3c792 100644
--- a/src/include/access/brin_tuple.h
+++ b/src/include/access/brin_tuple.h
@@ -14,6 +14,7 @@
 #include "access/brin_internal.h"
 #include "access/tupdesc.h"
 
+typedef void (*brin_serialize_callback_type) (Datum src, Datum * dst);
 
 /*
  * A BRIN index stores one index tuple per page range.  Each index tuple
@@ -27,6 +28,9 @@ typedef struct BrinValues
 	bool		bv_hasnulls;	/* are there any nulls in the page range? */
 	bool		bv_allnulls;	/* are all values nulls in the page range? */
 	Datum	   *bv_values;		/* current accumulated values */
+	Datum		bv_mem_value;	/* expanded accumulated values */
+	MemoryContext	bv_context;
+	brin_serialize_callback_type bv_serialize;
 } BrinValues;
 
 /*
diff --git a/src/include/access/transam.h b/src/include/access/transam.h
index e07dd83550..e2a04d9cb0 100644
--- a/src/include/access/transam.h
+++ b/src/include/access/transam.h
@@ -186,7 +186,7 @@ FullTransactionIdAdvance(FullTransactionId *dest)
  * ----------
  */
 #define FirstGenbkiObjectId		10000
-#define FirstBootstrapObjectId	12000
+#define FirstBootstrapObjectId	13000
 #define FirstNormalObjectId		16384
 
 /*
diff --git a/src/include/catalog/pg_amop.dat b/src/include/catalog/pg_amop.dat
index c48d07f8fc..791c755492 100644
--- a/src/include/catalog/pg_amop.dat
+++ b/src/include/catalog/pg_amop.dat
@@ -2009,6 +2009,152 @@
   amoprighttype => 'int8', amopstrategy => '5', amopopr => '>(int4,int8)',
   amopmethod => 'brin' },
 
+# minmax multi integer
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int8', amopstrategy => '1', amopopr => '<(int8,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int8', amopstrategy => '2', amopopr => '<=(int8,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int8', amopstrategy => '3', amopopr => '=(int8,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int8', amopstrategy => '4', amopopr => '>=(int8,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int8', amopstrategy => '5', amopopr => '>(int8,int8)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int2', amopstrategy => '1', amopopr => '<(int8,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int2', amopstrategy => '2', amopopr => '<=(int8,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int2', amopstrategy => '3', amopopr => '=(int8,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int2', amopstrategy => '4', amopopr => '>=(int8,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int2', amopstrategy => '5', amopopr => '>(int8,int2)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int4', amopstrategy => '1', amopopr => '<(int8,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int4', amopstrategy => '2', amopopr => '<=(int8,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int4', amopstrategy => '3', amopopr => '=(int8,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int4', amopstrategy => '4', amopopr => '>=(int8,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int8',
+  amoprighttype => 'int4', amopstrategy => '5', amopopr => '>(int8,int4)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int2', amopstrategy => '1', amopopr => '<(int2,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int2', amopstrategy => '2', amopopr => '<=(int2,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int2', amopstrategy => '3', amopopr => '=(int2,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int2', amopstrategy => '4', amopopr => '>=(int2,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int2', amopstrategy => '5', amopopr => '>(int2,int2)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int8', amopstrategy => '1', amopopr => '<(int2,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int8', amopstrategy => '2', amopopr => '<=(int2,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int8', amopstrategy => '3', amopopr => '=(int2,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int8', amopstrategy => '4', amopopr => '>=(int2,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int8', amopstrategy => '5', amopopr => '>(int2,int8)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int4', amopstrategy => '1', amopopr => '<(int2,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int4', amopstrategy => '2', amopopr => '<=(int2,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int4', amopstrategy => '3', amopopr => '=(int2,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int4', amopstrategy => '4', amopopr => '>=(int2,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int2',
+  amoprighttype => 'int4', amopstrategy => '5', amopopr => '>(int2,int4)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int4', amopstrategy => '1', amopopr => '<(int4,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int4', amopstrategy => '2', amopopr => '<=(int4,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int4', amopstrategy => '3', amopopr => '=(int4,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int4', amopstrategy => '4', amopopr => '>=(int4,int4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int4', amopstrategy => '5', amopopr => '>(int4,int4)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int2', amopstrategy => '1', amopopr => '<(int4,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int2', amopstrategy => '2', amopopr => '<=(int4,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int2', amopstrategy => '3', amopopr => '=(int4,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int2', amopstrategy => '4', amopopr => '>=(int4,int2)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int2', amopstrategy => '5', amopopr => '>(int4,int2)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int8', amopstrategy => '1', amopopr => '<(int4,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int8', amopstrategy => '2', amopopr => '<=(int4,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int8', amopstrategy => '3', amopopr => '=(int4,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int8', amopstrategy => '4', amopopr => '>=(int4,int8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/integer_minmax_multi_ops', amoplefttype => 'int4',
+  amoprighttype => 'int8', amopstrategy => '5', amopopr => '>(int4,int8)',
+  amopmethod => 'brin' },
+
 # bloom integer
 
 { amopfamily => 'brin/integer_bloom_ops', amoplefttype => 'int8',
@@ -2086,6 +2232,23 @@
   amoprighttype => 'oid', amopstrategy => '5', amopopr => '>(oid,oid)',
   amopmethod => 'brin' },
 
+# minmax multi oid
+{ amopfamily => 'brin/oid_minmax_multi_ops', amoplefttype => 'oid',
+  amoprighttype => 'oid', amopstrategy => '1', amopopr => '<(oid,oid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/oid_minmax_multi_ops', amoplefttype => 'oid',
+  amoprighttype => 'oid', amopstrategy => '2', amopopr => '<=(oid,oid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/oid_minmax_multi_ops', amoplefttype => 'oid',
+  amoprighttype => 'oid', amopstrategy => '3', amopopr => '=(oid,oid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/oid_minmax_multi_ops', amoplefttype => 'oid',
+  amoprighttype => 'oid', amopstrategy => '4', amopopr => '>=(oid,oid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/oid_minmax_multi_ops', amoplefttype => 'oid',
+  amoprighttype => 'oid', amopstrategy => '5', amopopr => '>(oid,oid)',
+  amopmethod => 'brin' },
+
 # bloom oid
 { amopfamily => 'brin/oid_bloom_ops', amoplefttype => 'oid',
   amoprighttype => 'oid', amopstrategy => '1', amopopr => '=(oid,oid)',
@@ -2112,6 +2275,22 @@
 { amopfamily => 'brin/tid_bloom_ops', amoplefttype => 'tid',
   amoprighttype => 'tid', amopstrategy => '1', amopopr => '=(tid,tid)',
   amopmethod => 'brin' },
+# minmax multi tid
+{ amopfamily => 'brin/tid_minmax_multi_ops', amoplefttype => 'tid',
+  amoprighttype => 'tid', amopstrategy => '1', amopopr => '<(tid,tid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/tid_minmax_multi_ops', amoplefttype => 'tid',
+  amoprighttype => 'tid', amopstrategy => '2', amopopr => '<=(tid,tid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/tid_minmax_multi_ops', amoplefttype => 'tid',
+  amoprighttype => 'tid', amopstrategy => '3', amopopr => '=(tid,tid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/tid_minmax_multi_ops', amoplefttype => 'tid',
+  amoprighttype => 'tid', amopstrategy => '4', amopopr => '>=(tid,tid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/tid_minmax_multi_ops', amoplefttype => 'tid',
+  amoprighttype => 'tid', amopstrategy => '5', amopopr => '>(tid,tid)',
+  amopmethod => 'brin' },
 
 # minmax float (float4, float8)
 
@@ -2179,6 +2358,72 @@
   amoprighttype => 'float8', amopstrategy => '5', amopopr => '>(float8,float8)',
   amopmethod => 'brin' },
 
+# minmax multi float (float4, float8)
+
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float4', amopstrategy => '1', amopopr => '<(float4,float4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float4', amopstrategy => '2',
+  amopopr => '<=(float4,float4)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float4', amopstrategy => '3', amopopr => '=(float4,float4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float4', amopstrategy => '4',
+  amopopr => '>=(float4,float4)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float4', amopstrategy => '5', amopopr => '>(float4,float4)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float8', amopstrategy => '1', amopopr => '<(float4,float8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float8', amopstrategy => '2',
+  amopopr => '<=(float4,float8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float8', amopstrategy => '3', amopopr => '=(float4,float8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float8', amopstrategy => '4',
+  amopopr => '>=(float4,float8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float4',
+  amoprighttype => 'float8', amopstrategy => '5', amopopr => '>(float4,float8)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float4', amopstrategy => '1', amopopr => '<(float8,float4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float4', amopstrategy => '2',
+  amopopr => '<=(float8,float4)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float4', amopstrategy => '3', amopopr => '=(float8,float4)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float4', amopstrategy => '4',
+  amopopr => '>=(float8,float4)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float4', amopstrategy => '5', amopopr => '>(float8,float4)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float8', amopstrategy => '1', amopopr => '<(float8,float8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float8', amopstrategy => '2',
+  amopopr => '<=(float8,float8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float8', amopstrategy => '3', amopopr => '=(float8,float8)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float8', amopstrategy => '4',
+  amopopr => '>=(float8,float8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/float_minmax_multi_ops', amoplefttype => 'float8',
+  amoprighttype => 'float8', amopstrategy => '5', amopopr => '>(float8,float8)',
+  amopmethod => 'brin' },
+
 # bloom float
 { amopfamily => 'brin/float_bloom_ops', amoplefttype => 'float4',
   amoprighttype => 'float4', amopstrategy => '1', amopopr => '=(float4,float4)',
@@ -2210,6 +2455,23 @@
   amoprighttype => 'macaddr', amopstrategy => '5',
   amopopr => '>(macaddr,macaddr)', amopmethod => 'brin' },
 
+# minmax multi macaddr
+{ amopfamily => 'brin/macaddr_minmax_multi_ops', amoplefttype => 'macaddr',
+  amoprighttype => 'macaddr', amopstrategy => '1',
+  amopopr => '<(macaddr,macaddr)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr_minmax_multi_ops', amoplefttype => 'macaddr',
+  amoprighttype => 'macaddr', amopstrategy => '2',
+  amopopr => '<=(macaddr,macaddr)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr_minmax_multi_ops', amoplefttype => 'macaddr',
+  amoprighttype => 'macaddr', amopstrategy => '3',
+  amopopr => '=(macaddr,macaddr)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr_minmax_multi_ops', amoplefttype => 'macaddr',
+  amoprighttype => 'macaddr', amopstrategy => '4',
+  amopopr => '>=(macaddr,macaddr)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr_minmax_multi_ops', amoplefttype => 'macaddr',
+  amoprighttype => 'macaddr', amopstrategy => '5',
+  amopopr => '>(macaddr,macaddr)', amopmethod => 'brin' },
+
 # bloom macaddr
 { amopfamily => 'brin/macaddr_bloom_ops', amoplefttype => 'macaddr',
   amoprighttype => 'macaddr', amopstrategy => '1',
@@ -2232,6 +2494,23 @@
   amoprighttype => 'macaddr8', amopstrategy => '5',
   amopopr => '>(macaddr8,macaddr8)', amopmethod => 'brin' },
 
+# minmax multi macaddr8
+{ amopfamily => 'brin/macaddr8_minmax_multi_ops', amoplefttype => 'macaddr8',
+  amoprighttype => 'macaddr8', amopstrategy => '1',
+  amopopr => '<(macaddr8,macaddr8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr8_minmax_multi_ops', amoplefttype => 'macaddr8',
+  amoprighttype => 'macaddr8', amopstrategy => '2',
+  amopopr => '<=(macaddr8,macaddr8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr8_minmax_multi_ops', amoplefttype => 'macaddr8',
+  amoprighttype => 'macaddr8', amopstrategy => '3',
+  amopopr => '=(macaddr8,macaddr8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr8_minmax_multi_ops', amoplefttype => 'macaddr8',
+  amoprighttype => 'macaddr8', amopstrategy => '4',
+  amopopr => '>=(macaddr8,macaddr8)', amopmethod => 'brin' },
+{ amopfamily => 'brin/macaddr8_minmax_multi_ops', amoplefttype => 'macaddr8',
+  amoprighttype => 'macaddr8', amopstrategy => '5',
+  amopopr => '>(macaddr8,macaddr8)', amopmethod => 'brin' },
+
 # bloom macaddr8
 { amopfamily => 'brin/macaddr8_bloom_ops', amoplefttype => 'macaddr8',
   amoprighttype => 'macaddr8', amopstrategy => '1',
@@ -2254,6 +2533,23 @@
   amoprighttype => 'inet', amopstrategy => '5', amopopr => '>(inet,inet)',
   amopmethod => 'brin' },
 
+# minmax multi inet
+{ amopfamily => 'brin/network_minmax_multi_ops', amoplefttype => 'inet',
+  amoprighttype => 'inet', amopstrategy => '1', amopopr => '<(inet,inet)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/network_minmax_multi_ops', amoplefttype => 'inet',
+  amoprighttype => 'inet', amopstrategy => '2', amopopr => '<=(inet,inet)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/network_minmax_multi_ops', amoplefttype => 'inet',
+  amoprighttype => 'inet', amopstrategy => '3', amopopr => '=(inet,inet)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/network_minmax_multi_ops', amoplefttype => 'inet',
+  amoprighttype => 'inet', amopstrategy => '4', amopopr => '>=(inet,inet)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/network_minmax_multi_ops', amoplefttype => 'inet',
+  amoprighttype => 'inet', amopstrategy => '5', amopopr => '>(inet,inet)',
+  amopmethod => 'brin' },
+
 # bloom inet
 { amopfamily => 'brin/network_bloom_ops', amoplefttype => 'inet',
   amoprighttype => 'inet', amopstrategy => '1', amopopr => '=(inet,inet)',
@@ -2318,6 +2614,23 @@
   amoprighttype => 'time', amopstrategy => '5', amopopr => '>(time,time)',
   amopmethod => 'brin' },
 
+# minmax multi time without time zone
+{ amopfamily => 'brin/time_minmax_multi_ops', amoplefttype => 'time',
+  amoprighttype => 'time', amopstrategy => '1', amopopr => '<(time,time)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/time_minmax_multi_ops', amoplefttype => 'time',
+  amoprighttype => 'time', amopstrategy => '2', amopopr => '<=(time,time)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/time_minmax_multi_ops', amoplefttype => 'time',
+  amoprighttype => 'time', amopstrategy => '3', amopopr => '=(time,time)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/time_minmax_multi_ops', amoplefttype => 'time',
+  amoprighttype => 'time', amopstrategy => '4', amopopr => '>=(time,time)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/time_minmax_multi_ops', amoplefttype => 'time',
+  amoprighttype => 'time', amopstrategy => '5', amopopr => '>(time,time)',
+  amopmethod => 'brin' },
+
 # bloom time without time zone
 { amopfamily => 'brin/time_bloom_ops', amoplefttype => 'time',
   amoprighttype => 'time', amopstrategy => '1', amopopr => '=(time,time)',
@@ -2469,6 +2782,152 @@
   amoprighttype => 'timestamptz', amopstrategy => '5',
   amopopr => '>(timestamptz,timestamptz)', amopmethod => 'brin' },
 
+# minmax multi datetime (date, timestamp, timestamptz)
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamp', amopstrategy => '1',
+  amopopr => '<(timestamp,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamp', amopstrategy => '2',
+  amopopr => '<=(timestamp,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamp', amopstrategy => '3',
+  amopopr => '=(timestamp,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamp', amopstrategy => '4',
+  amopopr => '>=(timestamp,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamp', amopstrategy => '5',
+  amopopr => '>(timestamp,timestamp)', amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'date', amopstrategy => '1', amopopr => '<(timestamp,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'date', amopstrategy => '2', amopopr => '<=(timestamp,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'date', amopstrategy => '3', amopopr => '=(timestamp,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'date', amopstrategy => '4', amopopr => '>=(timestamp,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'date', amopstrategy => '5', amopopr => '>(timestamp,date)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamptz', amopstrategy => '1',
+  amopopr => '<(timestamp,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamptz', amopstrategy => '2',
+  amopopr => '<=(timestamp,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamptz', amopstrategy => '3',
+  amopopr => '=(timestamp,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamptz', amopstrategy => '4',
+  amopopr => '>=(timestamp,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamp',
+  amoprighttype => 'timestamptz', amopstrategy => '5',
+  amopopr => '>(timestamp,timestamptz)', amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'date', amopstrategy => '1', amopopr => '<(date,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'date', amopstrategy => '2', amopopr => '<=(date,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'date', amopstrategy => '3', amopopr => '=(date,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'date', amopstrategy => '4', amopopr => '>=(date,date)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'date', amopstrategy => '5', amopopr => '>(date,date)',
+  amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamp', amopstrategy => '1',
+  amopopr => '<(date,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamp', amopstrategy => '2',
+  amopopr => '<=(date,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamp', amopstrategy => '3',
+  amopopr => '=(date,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamp', amopstrategy => '4',
+  amopopr => '>=(date,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamp', amopstrategy => '5',
+  amopopr => '>(date,timestamp)', amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamptz', amopstrategy => '1',
+  amopopr => '<(date,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamptz', amopstrategy => '2',
+  amopopr => '<=(date,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamptz', amopstrategy => '3',
+  amopopr => '=(date,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamptz', amopstrategy => '4',
+  amopopr => '>=(date,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'date',
+  amoprighttype => 'timestamptz', amopstrategy => '5',
+  amopopr => '>(date,timestamptz)', amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'date', amopstrategy => '1',
+  amopopr => '<(timestamptz,date)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'date', amopstrategy => '2',
+  amopopr => '<=(timestamptz,date)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'date', amopstrategy => '3',
+  amopopr => '=(timestamptz,date)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'date', amopstrategy => '4',
+  amopopr => '>=(timestamptz,date)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'date', amopstrategy => '5',
+  amopopr => '>(timestamptz,date)', amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamp', amopstrategy => '1',
+  amopopr => '<(timestamptz,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamp', amopstrategy => '2',
+  amopopr => '<=(timestamptz,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamp', amopstrategy => '3',
+  amopopr => '=(timestamptz,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamp', amopstrategy => '4',
+  amopopr => '>=(timestamptz,timestamp)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamp', amopstrategy => '5',
+  amopopr => '>(timestamptz,timestamp)', amopmethod => 'brin' },
+
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamptz', amopstrategy => '1',
+  amopopr => '<(timestamptz,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamptz', amopstrategy => '2',
+  amopopr => '<=(timestamptz,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamptz', amopstrategy => '3',
+  amopopr => '=(timestamptz,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamptz', amopstrategy => '4',
+  amopopr => '>=(timestamptz,timestamptz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/datetime_minmax_multi_ops', amoplefttype => 'timestamptz',
+  amoprighttype => 'timestamptz', amopstrategy => '5',
+  amopopr => '>(timestamptz,timestamptz)', amopmethod => 'brin' },
+
 # bloom datetime (date, timestamp, timestamptz)
 
 { amopfamily => 'brin/datetime_bloom_ops', amoplefttype => 'timestamp',
@@ -2524,6 +2983,23 @@
   amoprighttype => 'interval', amopstrategy => '5',
   amopopr => '>(interval,interval)', amopmethod => 'brin' },
 
+# minmax multi interval
+{ amopfamily => 'brin/interval_minmax_multi_ops', amoplefttype => 'interval',
+  amoprighttype => 'interval', amopstrategy => '1',
+  amopopr => '<(interval,interval)', amopmethod => 'brin' },
+{ amopfamily => 'brin/interval_minmax_multi_ops', amoplefttype => 'interval',
+  amoprighttype => 'interval', amopstrategy => '2',
+  amopopr => '<=(interval,interval)', amopmethod => 'brin' },
+{ amopfamily => 'brin/interval_minmax_multi_ops', amoplefttype => 'interval',
+  amoprighttype => 'interval', amopstrategy => '3',
+  amopopr => '=(interval,interval)', amopmethod => 'brin' },
+{ amopfamily => 'brin/interval_minmax_multi_ops', amoplefttype => 'interval',
+  amoprighttype => 'interval', amopstrategy => '4',
+  amopopr => '>=(interval,interval)', amopmethod => 'brin' },
+{ amopfamily => 'brin/interval_minmax_multi_ops', amoplefttype => 'interval',
+  amoprighttype => 'interval', amopstrategy => '5',
+  amopopr => '>(interval,interval)', amopmethod => 'brin' },
+
 # bloom interval
 { amopfamily => 'brin/interval_bloom_ops', amoplefttype => 'interval',
   amoprighttype => 'interval', amopstrategy => '1',
@@ -2546,6 +3022,23 @@
   amoprighttype => 'timetz', amopstrategy => '5', amopopr => '>(timetz,timetz)',
   amopmethod => 'brin' },
 
+# minmax multi time with time zone
+{ amopfamily => 'brin/timetz_minmax_multi_ops', amoplefttype => 'timetz',
+  amoprighttype => 'timetz', amopstrategy => '1', amopopr => '<(timetz,timetz)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/timetz_minmax_multi_ops', amoplefttype => 'timetz',
+  amoprighttype => 'timetz', amopstrategy => '2',
+  amopopr => '<=(timetz,timetz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/timetz_minmax_multi_ops', amoplefttype => 'timetz',
+  amoprighttype => 'timetz', amopstrategy => '3', amopopr => '=(timetz,timetz)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/timetz_minmax_multi_ops', amoplefttype => 'timetz',
+  amoprighttype => 'timetz', amopstrategy => '4',
+  amopopr => '>=(timetz,timetz)', amopmethod => 'brin' },
+{ amopfamily => 'brin/timetz_minmax_multi_ops', amoplefttype => 'timetz',
+  amoprighttype => 'timetz', amopstrategy => '5', amopopr => '>(timetz,timetz)',
+  amopmethod => 'brin' },
+
 # bloom time with time zone
 { amopfamily => 'brin/timetz_bloom_ops', amoplefttype => 'timetz',
   amoprighttype => 'timetz', amopstrategy => '1', amopopr => '=(timetz,timetz)',
@@ -2602,6 +3095,23 @@
   amoprighttype => 'numeric', amopstrategy => '5',
   amopopr => '>(numeric,numeric)', amopmethod => 'brin' },
 
+# minmax multi numeric
+{ amopfamily => 'brin/numeric_minmax_multi_ops', amoplefttype => 'numeric',
+  amoprighttype => 'numeric', amopstrategy => '1',
+  amopopr => '<(numeric,numeric)', amopmethod => 'brin' },
+{ amopfamily => 'brin/numeric_minmax_multi_ops', amoplefttype => 'numeric',
+  amoprighttype => 'numeric', amopstrategy => '2',
+  amopopr => '<=(numeric,numeric)', amopmethod => 'brin' },
+{ amopfamily => 'brin/numeric_minmax_multi_ops', amoplefttype => 'numeric',
+  amoprighttype => 'numeric', amopstrategy => '3',
+  amopopr => '=(numeric,numeric)', amopmethod => 'brin' },
+{ amopfamily => 'brin/numeric_minmax_multi_ops', amoplefttype => 'numeric',
+  amoprighttype => 'numeric', amopstrategy => '4',
+  amopopr => '>=(numeric,numeric)', amopmethod => 'brin' },
+{ amopfamily => 'brin/numeric_minmax_multi_ops', amoplefttype => 'numeric',
+  amoprighttype => 'numeric', amopstrategy => '5',
+  amopopr => '>(numeric,numeric)', amopmethod => 'brin' },
+
 # bloom numeric
 { amopfamily => 'brin/numeric_bloom_ops', amoplefttype => 'numeric',
   amoprighttype => 'numeric', amopstrategy => '1',
@@ -2624,6 +3134,23 @@
   amoprighttype => 'uuid', amopstrategy => '5', amopopr => '>(uuid,uuid)',
   amopmethod => 'brin' },
 
+# minmax multi uuid
+{ amopfamily => 'brin/uuid_minmax_multi_ops', amoplefttype => 'uuid',
+  amoprighttype => 'uuid', amopstrategy => '1', amopopr => '<(uuid,uuid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/uuid_minmax_multi_ops', amoplefttype => 'uuid',
+  amoprighttype => 'uuid', amopstrategy => '2', amopopr => '<=(uuid,uuid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/uuid_minmax_multi_ops', amoplefttype => 'uuid',
+  amoprighttype => 'uuid', amopstrategy => '3', amopopr => '=(uuid,uuid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/uuid_minmax_multi_ops', amoplefttype => 'uuid',
+  amoprighttype => 'uuid', amopstrategy => '4', amopopr => '>=(uuid,uuid)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/uuid_minmax_multi_ops', amoplefttype => 'uuid',
+  amoprighttype => 'uuid', amopstrategy => '5', amopopr => '>(uuid,uuid)',
+  amopmethod => 'brin' },
+
 # bloom uuid
 { amopfamily => 'brin/uuid_bloom_ops', amoplefttype => 'uuid',
   amoprighttype => 'uuid', amopstrategy => '1', amopopr => '=(uuid,uuid)',
@@ -2690,6 +3217,23 @@
   amoprighttype => 'pg_lsn', amopstrategy => '5', amopopr => '>(pg_lsn,pg_lsn)',
   amopmethod => 'brin' },
 
+# minmax multi pg_lsn
+{ amopfamily => 'brin/pg_lsn_minmax_multi_ops', amoplefttype => 'pg_lsn',
+  amoprighttype => 'pg_lsn', amopstrategy => '1', amopopr => '<(pg_lsn,pg_lsn)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/pg_lsn_minmax_multi_ops', amoplefttype => 'pg_lsn',
+  amoprighttype => 'pg_lsn', amopstrategy => '2',
+  amopopr => '<=(pg_lsn,pg_lsn)', amopmethod => 'brin' },
+{ amopfamily => 'brin/pg_lsn_minmax_multi_ops', amoplefttype => 'pg_lsn',
+  amoprighttype => 'pg_lsn', amopstrategy => '3', amopopr => '=(pg_lsn,pg_lsn)',
+  amopmethod => 'brin' },
+{ amopfamily => 'brin/pg_lsn_minmax_multi_ops', amoplefttype => 'pg_lsn',
+  amoprighttype => 'pg_lsn', amopstrategy => '4',
+  amopopr => '>=(pg_lsn,pg_lsn)', amopmethod => 'brin' },
+{ amopfamily => 'brin/pg_lsn_minmax_multi_ops', amoplefttype => 'pg_lsn',
+  amoprighttype => 'pg_lsn', amopstrategy => '5', amopopr => '>(pg_lsn,pg_lsn)',
+  amopmethod => 'brin' },
+
 # bloom pg_lsn
 { amopfamily => 'brin/pg_lsn_bloom_ops', amoplefttype => 'pg_lsn',
   amoprighttype => 'pg_lsn', amopstrategy => '1', amopopr => '=(pg_lsn,pg_lsn)',
diff --git a/src/include/catalog/pg_amproc.dat b/src/include/catalog/pg_amproc.dat
index d9308c1337..41bd834770 100644
--- a/src/include/catalog/pg_amproc.dat
+++ b/src/include/catalog/pg_amproc.dat
@@ -982,6 +982,152 @@
 { amprocfamily => 'brin/integer_minmax_ops', amproclefttype => 'int4',
   amprocrighttype => 'int2', amprocnum => '4', amproc => 'brin_minmax_union' },
 
+# minmax multi integer: int2, int4, int8
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int8', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int8', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int8', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int8', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int8', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int8', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int8' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int2', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int2', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int2', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int2', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int2', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int2', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int8' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int4', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int4', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int4', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int4', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int4', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int8',
+  amprocrighttype => 'int4', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int8' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int2', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int2', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int2', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int2', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int2', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int2', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int2' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int8', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int8', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int8', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int8', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int8', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int8', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int8' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int4', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int4', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int4', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int4', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int4', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int2',
+  amprocrighttype => 'int4', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int4' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int4', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int4', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int4', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int4', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int4', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int4', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int4' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int8', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int8', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int8', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int8', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int8', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int8', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int8' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int2', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int2', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int2', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int2', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int2', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/integer_minmax_multi_ops', amproclefttype => 'int4',
+  amprocrighttype => 'int2', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int4' },
+
 # bloom integer: int2, int4, int8
 { amprocfamily => 'brin/integer_bloom_ops', amproclefttype => 'int8',
   amprocrighttype => 'int8', amprocnum => '1',
@@ -1077,6 +1223,23 @@
 { amprocfamily => 'brin/oid_minmax_ops', amproclefttype => 'oid',
   amprocrighttype => 'oid', amprocnum => '4', amproc => 'brin_minmax_union' },
 
+# minmax multi oid
+{ amprocfamily => 'brin/oid_minmax_multi_ops', amproclefttype => 'oid',
+  amprocrighttype => 'oid', amprocnum => '1', amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/oid_minmax_multi_ops', amproclefttype => 'oid',
+  amprocrighttype => 'oid', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/oid_minmax_multi_ops', amproclefttype => 'oid',
+  amprocrighttype => 'oid', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/oid_minmax_multi_ops', amproclefttype => 'oid',
+  amprocrighttype => 'oid', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/oid_minmax_multi_ops', amproclefttype => 'oid',
+  amprocrighttype => 'oid', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/oid_minmax_multi_ops', amproclefttype => 'oid',
+  amprocrighttype => 'oid', amprocnum => '11', amproc => 'brin_minmax_multi_distance_int4' },
+
 # bloom oid
 { amprocfamily => 'brin/oid_bloom_ops', amproclefttype => 'oid',
   amprocrighttype => 'oid', amprocnum => '1', amproc => 'brin_bloom_opcinfo' },
@@ -1123,6 +1286,23 @@
 { amprocfamily => 'brin/tid_bloom_ops', amproclefttype => 'tid',
   amprocrighttype => 'tid', amprocnum => '11', amproc => 'hashtid' },
 
+# minmax multi tid
+{ amprocfamily => 'brin/tid_minmax_multi_ops', amproclefttype => 'tid',
+  amprocrighttype => 'tid', amprocnum => '1', amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/tid_minmax_multi_ops', amproclefttype => 'tid',
+  amprocrighttype => 'tid', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/tid_minmax_multi_ops', amproclefttype => 'tid',
+  amprocrighttype => 'tid', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/tid_minmax_multi_ops', amproclefttype => 'tid',
+  amprocrighttype => 'tid', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/tid_minmax_multi_ops', amproclefttype => 'tid',
+  amprocrighttype => 'tid', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/tid_minmax_multi_ops', amproclefttype => 'tid',
+  amprocrighttype => 'tid', amprocnum => '11', amproc => 'brin_minmax_multi_distance_tid' },
+
 # minmax float
 { amprocfamily => 'brin/float_minmax_ops', amproclefttype => 'float4',
   amprocrighttype => 'float4', amprocnum => '1',
@@ -1173,6 +1353,80 @@
   amprocrighttype => 'float4', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi float
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float4', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float4', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float4', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float4', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float4', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float4', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float4' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float8', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float8', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float8', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float8', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float8', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float4',
+  amprocrighttype => 'float8', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float8', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float8', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float8', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float8', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float8', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float8', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float4', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float4', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float4', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float4', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float4', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/float_minmax_multi_ops', amproclefttype => 'float8',
+  amprocrighttype => 'float4', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+
 # bloom float
 { amprocfamily => 'brin/float_bloom_ops', amproclefttype => 'float4',
   amprocrighttype => 'float4', amprocnum => '1',
@@ -1226,6 +1480,26 @@
   amprocrighttype => 'macaddr', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi macaddr
+{ amprocfamily => 'brin/macaddr_minmax_multi_ops', amproclefttype => 'macaddr',
+  amprocrighttype => 'macaddr', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/macaddr_minmax_multi_ops', amproclefttype => 'macaddr',
+  amprocrighttype => 'macaddr', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/macaddr_minmax_multi_ops', amproclefttype => 'macaddr',
+  amprocrighttype => 'macaddr', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/macaddr_minmax_multi_ops', amproclefttype => 'macaddr',
+  amprocrighttype => 'macaddr', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/macaddr_minmax_multi_ops', amproclefttype => 'macaddr',
+  amprocrighttype => 'macaddr', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/macaddr_minmax_multi_ops', amproclefttype => 'macaddr',
+  amprocrighttype => 'macaddr', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_macaddr' },
+
 # bloom macaddr
 { amprocfamily => 'brin/macaddr_bloom_ops', amproclefttype => 'macaddr',
   amprocrighttype => 'macaddr', amprocnum => '1',
@@ -1260,6 +1534,26 @@
   amprocrighttype => 'macaddr8', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi macaddr8
+{ amprocfamily => 'brin/macaddr8_minmax_multi_ops', amproclefttype => 'macaddr8',
+  amprocrighttype => 'macaddr8', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/macaddr8_minmax_multi_ops', amproclefttype => 'macaddr8',
+  amprocrighttype => 'macaddr8', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/macaddr8_minmax_multi_ops', amproclefttype => 'macaddr8',
+  amprocrighttype => 'macaddr8', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/macaddr8_minmax_multi_ops', amproclefttype => 'macaddr8',
+  amprocrighttype => 'macaddr8', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/macaddr8_minmax_multi_ops', amproclefttype => 'macaddr8',
+  amprocrighttype => 'macaddr8', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/macaddr8_minmax_multi_ops', amproclefttype => 'macaddr8',
+  amprocrighttype => 'macaddr8', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_macaddr8' },
+
 # bloom macaddr8
 { amprocfamily => 'brin/macaddr8_bloom_ops', amproclefttype => 'macaddr8',
   amprocrighttype => 'macaddr8', amprocnum => '1',
@@ -1293,6 +1587,26 @@
 { amprocfamily => 'brin/network_minmax_ops', amproclefttype => 'inet',
   amprocrighttype => 'inet', amprocnum => '4', amproc => 'brin_minmax_union' },
 
+# minmax multi inet
+{ amprocfamily => 'brin/network_minmax_multi_ops', amproclefttype => 'inet',
+  amprocrighttype => 'inet', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/network_minmax_multi_ops', amproclefttype => 'inet',
+  amprocrighttype => 'inet', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/network_minmax_multi_ops', amproclefttype => 'inet',
+  amprocrighttype => 'inet', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/network_minmax_multi_ops', amproclefttype => 'inet',
+  amprocrighttype => 'inet', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/network_minmax_multi_ops', amproclefttype => 'inet',
+  amprocrighttype => 'inet', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/network_minmax_multi_ops', amproclefttype => 'inet',
+  amprocrighttype => 'inet', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_inet' },
+
 # bloom inet
 { amprocfamily => 'brin/network_bloom_ops', amproclefttype => 'inet',
   amprocrighttype => 'inet', amprocnum => '1',
@@ -1378,6 +1692,25 @@
 { amprocfamily => 'brin/time_minmax_ops', amproclefttype => 'time',
   amprocrighttype => 'time', amprocnum => '4', amproc => 'brin_minmax_union' },
 
+# minmax multi time without time zone
+{ amprocfamily => 'brin/time_minmax_multi_ops', amproclefttype => 'time',
+  amprocrighttype => 'time', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/time_minmax_multi_ops', amproclefttype => 'time',
+  amprocrighttype => 'time', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/time_minmax_multi_ops', amproclefttype => 'time',
+  amprocrighttype => 'time', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/time_minmax_multi_ops', amproclefttype => 'time',
+  amprocrighttype => 'time', amprocnum => '4', amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/time_minmax_multi_ops', amproclefttype => 'time',
+  amprocrighttype => 'time', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/time_minmax_multi_ops', amproclefttype => 'time',
+  amprocrighttype => 'time', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_time' },
+
 # bloom time without time zone
 { amprocfamily => 'brin/time_bloom_ops', amproclefttype => 'time',
   amprocrighttype => 'time', amprocnum => '1',
@@ -1503,6 +1836,170 @@
   amprocrighttype => 'timestamptz', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi datetime (date, timestamp, timestamptz)
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamp', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamp', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamp', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamp', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamp', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamp', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamptz', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamptz', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamptz', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamptz', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamptz', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'timestamptz', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'date', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'date', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'date', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'date', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'date', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamp',
+  amprocrighttype => 'date', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamptz', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamptz', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamptz', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamptz', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamptz', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamptz', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamp', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamp', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamp', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamp', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamp', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'timestamp', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'date', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'date', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'date', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'date', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'date', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'timestamptz',
+  amprocrighttype => 'date', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'date', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'date', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'date', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'date', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'date', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'date', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamp', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamp', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamp', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamp', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamp', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamp', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamptz', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamptz', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamptz', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamptz', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamptz', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/datetime_minmax_multi_ops', amproclefttype => 'date',
+  amprocrighttype => 'timestamptz', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_float8' },
+
 # bloom datetime (date, timestamp, timestamptz)
 { amprocfamily => 'brin/datetime_bloom_ops', amproclefttype => 'timestamp',
   amprocrighttype => 'timestamp', amprocnum => '1',
@@ -1573,6 +2070,26 @@
   amprocrighttype => 'interval', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi interval
+{ amprocfamily => 'brin/interval_minmax_multi_ops', amproclefttype => 'interval',
+  amprocrighttype => 'interval', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/interval_minmax_multi_ops', amproclefttype => 'interval',
+  amprocrighttype => 'interval', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/interval_minmax_multi_ops', amproclefttype => 'interval',
+  amprocrighttype => 'interval', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/interval_minmax_multi_ops', amproclefttype => 'interval',
+  amprocrighttype => 'interval', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/interval_minmax_multi_ops', amproclefttype => 'interval',
+  amprocrighttype => 'interval', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/interval_minmax_multi_ops', amproclefttype => 'interval',
+  amprocrighttype => 'interval', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_interval' },
+
 # bloom interval
 { amprocfamily => 'brin/interval_bloom_ops', amproclefttype => 'interval',
   amprocrighttype => 'interval', amprocnum => '1',
@@ -1607,6 +2124,26 @@
   amprocrighttype => 'timetz', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi time with time zone
+{ amprocfamily => 'brin/timetz_minmax_multi_ops', amproclefttype => 'timetz',
+  amprocrighttype => 'timetz', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/timetz_minmax_multi_ops', amproclefttype => 'timetz',
+  amprocrighttype => 'timetz', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/timetz_minmax_multi_ops', amproclefttype => 'timetz',
+  amprocrighttype => 'timetz', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/timetz_minmax_multi_ops', amproclefttype => 'timetz',
+  amprocrighttype => 'timetz', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/timetz_minmax_multi_ops', amproclefttype => 'timetz',
+  amprocrighttype => 'timetz', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/timetz_minmax_multi_ops', amproclefttype => 'timetz',
+  amprocrighttype => 'timetz', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_timetz' },
+
 # bloom time with time zone
 { amprocfamily => 'brin/timetz_bloom_ops', amproclefttype => 'timetz',
   amprocrighttype => 'timetz', amprocnum => '1',
@@ -1667,6 +2204,26 @@
   amprocrighttype => 'numeric', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi numeric
+{ amprocfamily => 'brin/numeric_minmax_multi_ops', amproclefttype => 'numeric',
+  amprocrighttype => 'numeric', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/numeric_minmax_multi_ops', amproclefttype => 'numeric',
+  amprocrighttype => 'numeric', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/numeric_minmax_multi_ops', amproclefttype => 'numeric',
+  amprocrighttype => 'numeric', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/numeric_minmax_multi_ops', amproclefttype => 'numeric',
+  amprocrighttype => 'numeric', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/numeric_minmax_multi_ops', amproclefttype => 'numeric',
+  amprocrighttype => 'numeric', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/numeric_minmax_multi_ops', amproclefttype => 'numeric',
+  amprocrighttype => 'numeric', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_numeric' },
+
 # bloom numeric
 { amprocfamily => 'brin/numeric_bloom_ops', amproclefttype => 'numeric',
   amprocrighttype => 'numeric', amprocnum => '1',
@@ -1698,7 +2255,28 @@
   amprocrighttype => 'uuid', amprocnum => '3',
   amproc => 'brin_minmax_consistent' },
 { amprocfamily => 'brin/uuid_minmax_ops', amproclefttype => 'uuid',
-  amprocrighttype => 'uuid', amprocnum => '4', amproc => 'brin_minmax_union' },
+  amprocrighttype => 'uuid', amprocnum => '4',
+  amproc => 'brin_minmax_union' },
+
+# minmax multi uuid
+{ amprocfamily => 'brin/uuid_minmax_multi_ops', amproclefttype => 'uuid',
+  amprocrighttype => 'uuid', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/uuid_minmax_multi_ops', amproclefttype => 'uuid',
+  amprocrighttype => 'uuid', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/uuid_minmax_multi_ops', amproclefttype => 'uuid',
+  amprocrighttype => 'uuid', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/uuid_minmax_multi_ops', amproclefttype => 'uuid',
+  amprocrighttype => 'uuid', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/uuid_minmax_multi_ops', amproclefttype => 'uuid',
+  amprocrighttype => 'uuid', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/uuid_minmax_multi_ops', amproclefttype => 'uuid',
+  amprocrighttype => 'uuid', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_uuid' },
 
 # bloom uuid
 { amprocfamily => 'brin/uuid_bloom_ops', amproclefttype => 'uuid',
@@ -1754,6 +2332,26 @@
   amprocrighttype => 'pg_lsn', amprocnum => '4',
   amproc => 'brin_minmax_union' },
 
+# minmax multi pg_lsn
+{ amprocfamily => 'brin/pg_lsn_minmax_multi_ops', amproclefttype => 'pg_lsn',
+  amprocrighttype => 'pg_lsn', amprocnum => '1',
+  amproc => 'brin_minmax_multi_opcinfo' },
+{ amprocfamily => 'brin/pg_lsn_minmax_multi_ops', amproclefttype => 'pg_lsn',
+  amprocrighttype => 'pg_lsn', amprocnum => '2',
+  amproc => 'brin_minmax_multi_add_value' },
+{ amprocfamily => 'brin/pg_lsn_minmax_multi_ops', amproclefttype => 'pg_lsn',
+  amprocrighttype => 'pg_lsn', amprocnum => '3',
+  amproc => 'brin_minmax_multi_consistent' },
+{ amprocfamily => 'brin/pg_lsn_minmax_multi_ops', amproclefttype => 'pg_lsn',
+  amprocrighttype => 'pg_lsn', amprocnum => '4',
+  amproc => 'brin_minmax_multi_union' },
+{ amprocfamily => 'brin/pg_lsn_minmax_multi_ops', amproclefttype => 'pg_lsn',
+  amprocrighttype => 'pg_lsn', amprocnum => '5',
+  amproc => 'brin_minmax_multi_options' },
+{ amprocfamily => 'brin/pg_lsn_minmax_multi_ops', amproclefttype => 'pg_lsn',
+  amprocrighttype => 'pg_lsn', amprocnum => '11',
+  amproc => 'brin_minmax_multi_distance_pg_lsn' },
+
 # bloom pg_lsn
 { amprocfamily => 'brin/pg_lsn_bloom_ops', amproclefttype => 'pg_lsn',
   amprocrighttype => 'pg_lsn', amprocnum => '1',
diff --git a/src/include/catalog/pg_opclass.dat b/src/include/catalog/pg_opclass.dat
index b9e96bf27e..e0e9651cb1 100644
--- a/src/include/catalog/pg_opclass.dat
+++ b/src/include/catalog/pg_opclass.dat
@@ -283,18 +283,27 @@
 { opcmethod => 'brin', opcname => 'int8_minmax_ops',
   opcfamily => 'brin/integer_minmax_ops', opcintype => 'int8',
   opckeytype => 'int8' },
+{ opcmethod => 'brin', opcname => 'int8_minmax_multi_ops',
+  opcfamily => 'brin/integer_minmax_multi_ops', opcintype => 'int8',
+  opckeytype => 'int8', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'int8_bloom_ops',
   opcfamily => 'brin/integer_bloom_ops', opcintype => 'int8',
   opckeytype => 'int8', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'int2_minmax_ops',
   opcfamily => 'brin/integer_minmax_ops', opcintype => 'int2',
   opckeytype => 'int2' },
+{ opcmethod => 'brin', opcname => 'int2_minmax_multi_ops',
+  opcfamily => 'brin/integer_minmax_multi_ops', opcintype => 'int2',
+  opckeytype => 'int2', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'int2_bloom_ops',
   opcfamily => 'brin/integer_bloom_ops', opcintype => 'int2',
   opckeytype => 'int2', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'int4_minmax_ops',
   opcfamily => 'brin/integer_minmax_ops', opcintype => 'int4',
   opckeytype => 'int4' },
+{ opcmethod => 'brin', opcname => 'int4_minmax_multi_ops',
+  opcfamily => 'brin/integer_minmax_multi_ops', opcintype => 'int4',
+  opckeytype => 'int4', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'int4_bloom_ops',
   opcfamily => 'brin/integer_bloom_ops', opcintype => 'int4',
   opckeytype => 'int4', opcdefault => 'f' },
@@ -306,6 +315,9 @@
   opckeytype => 'text', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'oid_minmax_ops',
   opcfamily => 'brin/oid_minmax_ops', opcintype => 'oid', opckeytype => 'oid' },
+{ opcmethod => 'brin', opcname => 'oid_minmax_multi_ops',
+  opcfamily => 'brin/oid_minmax_multi_ops', opcintype => 'oid',
+  opckeytype => 'oid', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'oid_bloom_ops',
   opcfamily => 'brin/oid_bloom_ops', opcintype => 'oid',
   opckeytype => 'oid', opcdefault => 'f' },
@@ -314,33 +326,51 @@
 { opcmethod => 'brin', opcname => 'tid_bloom_ops',
   opcfamily => 'brin/tid_bloom_ops', opcintype => 'tid', opckeytype => 'tid',
   opcdefault => 'f'},
+{ opcmethod => 'brin', opcname => 'tid_minmax_multi_ops',
+  opcfamily => 'brin/tid_minmax_multi_ops', opcintype => 'tid',
+  opckeytype => 'tid', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'float4_minmax_ops',
   opcfamily => 'brin/float_minmax_ops', opcintype => 'float4',
   opckeytype => 'float4' },
+{ opcmethod => 'brin', opcname => 'float4_minmax_multi_ops',
+  opcfamily => 'brin/float_minmax_multi_ops', opcintype => 'float4',
+  opckeytype => 'float4', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'float4_bloom_ops',
   opcfamily => 'brin/float_bloom_ops', opcintype => 'float4',
   opckeytype => 'float4', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'float8_minmax_ops',
   opcfamily => 'brin/float_minmax_ops', opcintype => 'float8',
   opckeytype => 'float8' },
+{ opcmethod => 'brin', opcname => 'float8_minmax_multi_ops',
+  opcfamily => 'brin/float_minmax_multi_ops', opcintype => 'float8',
+  opckeytype => 'float8', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'float8_bloom_ops',
   opcfamily => 'brin/float_bloom_ops', opcintype => 'float8',
   opckeytype => 'float8', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'macaddr_minmax_ops',
   opcfamily => 'brin/macaddr_minmax_ops', opcintype => 'macaddr',
   opckeytype => 'macaddr' },
+{ opcmethod => 'brin', opcname => 'macaddr_minmax_multi_ops',
+  opcfamily => 'brin/macaddr_minmax_multi_ops', opcintype => 'macaddr',
+  opckeytype => 'macaddr', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'macaddr_bloom_ops',
   opcfamily => 'brin/macaddr_bloom_ops', opcintype => 'macaddr',
   opckeytype => 'macaddr', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'macaddr8_minmax_ops',
   opcfamily => 'brin/macaddr8_minmax_ops', opcintype => 'macaddr8',
   opckeytype => 'macaddr8' },
+{ opcmethod => 'brin', opcname => 'macaddr8_minmax_multi_ops',
+  opcfamily => 'brin/macaddr8_minmax_multi_ops', opcintype => 'macaddr8',
+  opckeytype => 'macaddr8', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'macaddr8_bloom_ops',
   opcfamily => 'brin/macaddr8_bloom_ops', opcintype => 'macaddr8',
   opckeytype => 'macaddr8', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'inet_minmax_ops',
   opcfamily => 'brin/network_minmax_ops', opcintype => 'inet',
   opcdefault => 'f', opckeytype => 'inet' },
+{ opcmethod => 'brin', opcname => 'inet_minmax_multi_ops',
+  opcfamily => 'brin/network_minmax_multi_ops', opcintype => 'inet',
+  opcdefault => 'f', opckeytype => 'inet', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'inet_bloom_ops',
   opcfamily => 'brin/network_bloom_ops', opcintype => 'inet',
   opcdefault => 'f', opckeytype => 'inet', opcdefault => 'f' },
@@ -356,36 +386,54 @@
 { opcmethod => 'brin', opcname => 'time_minmax_ops',
   opcfamily => 'brin/time_minmax_ops', opcintype => 'time',
   opckeytype => 'time' },
+{ opcmethod => 'brin', opcname => 'time_minmax_multi_ops',
+  opcfamily => 'brin/time_minmax_multi_ops', opcintype => 'time',
+  opckeytype => 'time', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'time_bloom_ops',
   opcfamily => 'brin/time_bloom_ops', opcintype => 'time',
   opckeytype => 'time', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'date_minmax_ops',
   opcfamily => 'brin/datetime_minmax_ops', opcintype => 'date',
   opckeytype => 'date' },
+{ opcmethod => 'brin', opcname => 'date_minmax_multi_ops',
+  opcfamily => 'brin/datetime_minmax_multi_ops', opcintype => 'date',
+  opckeytype => 'date', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'date_bloom_ops',
   opcfamily => 'brin/datetime_bloom_ops', opcintype => 'date',
   opckeytype => 'date', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'timestamp_minmax_ops',
   opcfamily => 'brin/datetime_minmax_ops', opcintype => 'timestamp',
   opckeytype => 'timestamp' },
+{ opcmethod => 'brin', opcname => 'timestamp_minmax_multi_ops',
+  opcfamily => 'brin/datetime_minmax_multi_ops', opcintype => 'timestamp',
+  opckeytype => 'timestamp', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'timestamp_bloom_ops',
   opcfamily => 'brin/datetime_bloom_ops', opcintype => 'timestamp',
   opckeytype => 'timestamp', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'timestamptz_minmax_ops',
   opcfamily => 'brin/datetime_minmax_ops', opcintype => 'timestamptz',
   opckeytype => 'timestamptz' },
+{ opcmethod => 'brin', opcname => 'timestamptz_minmax_multi_ops',
+  opcfamily => 'brin/datetime_minmax_multi_ops', opcintype => 'timestamptz',
+  opckeytype => 'timestamptz', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'timestamptz_bloom_ops',
   opcfamily => 'brin/datetime_bloom_ops', opcintype => 'timestamptz',
   opckeytype => 'timestamptz', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'interval_minmax_ops',
   opcfamily => 'brin/interval_minmax_ops', opcintype => 'interval',
   opckeytype => 'interval' },
+{ opcmethod => 'brin', opcname => 'interval_minmax_multi_ops',
+  opcfamily => 'brin/interval_minmax_multi_ops', opcintype => 'interval',
+  opckeytype => 'interval', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'interval_bloom_ops',
   opcfamily => 'brin/interval_bloom_ops', opcintype => 'interval',
   opckeytype => 'interval', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'timetz_minmax_ops',
   opcfamily => 'brin/timetz_minmax_ops', opcintype => 'timetz',
   opckeytype => 'timetz' },
+{ opcmethod => 'brin', opcname => 'timetz_minmax_multi_ops',
+  opcfamily => 'brin/timetz_minmax_multi_ops', opcintype => 'timetz',
+  opckeytype => 'timetz', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'timetz_bloom_ops',
   opcfamily => 'brin/timetz_bloom_ops', opcintype => 'timetz',
   opckeytype => 'timetz', opcdefault => 'f' },
@@ -397,6 +445,9 @@
 { opcmethod => 'brin', opcname => 'numeric_minmax_ops',
   opcfamily => 'brin/numeric_minmax_ops', opcintype => 'numeric',
   opckeytype => 'numeric' },
+{ opcmethod => 'brin', opcname => 'numeric_minmax_multi_ops',
+  opcfamily => 'brin/numeric_minmax_multi_ops', opcintype => 'numeric',
+  opckeytype => 'numeric', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'numeric_bloom_ops',
   opcfamily => 'brin/numeric_bloom_ops', opcintype => 'numeric',
   opckeytype => 'numeric', opcdefault => 'f' },
@@ -406,6 +457,9 @@
 { opcmethod => 'brin', opcname => 'uuid_minmax_ops',
   opcfamily => 'brin/uuid_minmax_ops', opcintype => 'uuid',
   opckeytype => 'uuid' },
+{ opcmethod => 'brin', opcname => 'uuid_minmax_multi_ops',
+  opcfamily => 'brin/uuid_minmax_multi_ops', opcintype => 'uuid',
+  opckeytype => 'uuid', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'uuid_bloom_ops',
   opcfamily => 'brin/uuid_bloom_ops', opcintype => 'uuid',
   opckeytype => 'uuid', opcdefault => 'f' },
@@ -415,6 +469,9 @@
 { opcmethod => 'brin', opcname => 'pg_lsn_minmax_ops',
   opcfamily => 'brin/pg_lsn_minmax_ops', opcintype => 'pg_lsn',
   opckeytype => 'pg_lsn' },
+{ opcmethod => 'brin', opcname => 'pg_lsn_minmax_multi_ops',
+  opcfamily => 'brin/pg_lsn_minmax_multi_ops', opcintype => 'pg_lsn',
+  opckeytype => 'pg_lsn', opcdefault => 'f' },
 { opcmethod => 'brin', opcname => 'pg_lsn_bloom_ops',
   opcfamily => 'brin/pg_lsn_bloom_ops', opcintype => 'pg_lsn',
   opckeytype => 'pg_lsn', opcdefault => 'f' },
diff --git a/src/include/catalog/pg_opfamily.dat b/src/include/catalog/pg_opfamily.dat
index 5c294bac89..c00d6d6500 100644
--- a/src/include/catalog/pg_opfamily.dat
+++ b/src/include/catalog/pg_opfamily.dat
@@ -182,10 +182,14 @@
   opfmethod => 'gin', opfname => 'jsonb_path_ops' },
 { oid => '4054',
   opfmethod => 'brin', opfname => 'integer_minmax_ops' },
+{ oid => '9015',
+  opfmethod => 'brin', opfname => 'integer_minmax_multi_ops' },
 { oid => '8100',
   opfmethod => 'brin', opfname => 'integer_bloom_ops' },
 { oid => '4055',
   opfmethod => 'brin', opfname => 'numeric_minmax_ops' },
+{ oid => '9016',
+  opfmethod => 'brin', opfname => 'numeric_minmax_multi_ops' },
 { oid => '4056',
   opfmethod => 'brin', opfname => 'text_minmax_ops' },
 { oid => '8101',
@@ -194,10 +198,14 @@
   opfmethod => 'brin', opfname => 'numeric_bloom_ops' },
 { oid => '4058',
   opfmethod => 'brin', opfname => 'timetz_minmax_ops' },
+{ oid => '9017',
+  opfmethod => 'brin', opfname => 'timetz_minmax_multi_ops' },
 { oid => '8103',
   opfmethod => 'brin', opfname => 'timetz_bloom_ops' },
 { oid => '4059',
   opfmethod => 'brin', opfname => 'datetime_minmax_ops' },
+{ oid => '9018',
+  opfmethod => 'brin', opfname => 'datetime_minmax_multi_ops' },
 { oid => '8104',
   opfmethod => 'brin', opfname => 'datetime_bloom_ops' },
 { oid => '4062',
@@ -214,26 +222,38 @@
   opfmethod => 'brin', opfname => 'name_bloom_ops' },
 { oid => '4068',
   opfmethod => 'brin', opfname => 'oid_minmax_ops' },
+{ oid => '9019',
+  opfmethod => 'brin', opfname => 'oid_minmax_multi_ops' },
 { oid => '8108',
   opfmethod => 'brin', opfname => 'oid_bloom_ops' },
 { oid => '4069',
   opfmethod => 'brin', opfname => 'tid_minmax_ops' },
 { oid => '8123',
   opfmethod => 'brin', opfname => 'tid_bloom_ops' },
+{ oid => '9020',
+  opfmethod => 'brin', opfname => 'tid_minmax_multi_ops' },
 { oid => '4070',
   opfmethod => 'brin', opfname => 'float_minmax_ops' },
+{ oid => '9021',
+  opfmethod => 'brin', opfname => 'float_minmax_multi_ops' },
 { oid => '8109',
   opfmethod => 'brin', opfname => 'float_bloom_ops' },
 { oid => '4074',
   opfmethod => 'brin', opfname => 'macaddr_minmax_ops' },
+{ oid => '9022',
+  opfmethod => 'brin', opfname => 'macaddr_minmax_multi_ops' },
 { oid => '8110',
   opfmethod => 'brin', opfname => 'macaddr_bloom_ops' },
 { oid => '4109',
   opfmethod => 'brin', opfname => 'macaddr8_minmax_ops' },
+{ oid => '9023',
+  opfmethod => 'brin', opfname => 'macaddr8_minmax_multi_ops' },
 { oid => '8111',
   opfmethod => 'brin', opfname => 'macaddr8_bloom_ops' },
 { oid => '4075',
   opfmethod => 'brin', opfname => 'network_minmax_ops' },
+{ oid => '9024',
+  opfmethod => 'brin', opfname => 'network_minmax_multi_ops' },
 { oid => '4102',
   opfmethod => 'brin', opfname => 'network_inclusion_ops' },
 { oid => '8112',
@@ -244,10 +264,14 @@
   opfmethod => 'brin', opfname => 'bpchar_bloom_ops' },
 { oid => '4077',
   opfmethod => 'brin', opfname => 'time_minmax_ops' },
+{ oid => '9025',
+  opfmethod => 'brin', opfname => 'time_minmax_multi_ops' },
 { oid => '8114',
   opfmethod => 'brin', opfname => 'time_bloom_ops' },
 { oid => '4078',
   opfmethod => 'brin', opfname => 'interval_minmax_ops' },
+{ oid => '9026',
+  opfmethod => 'brin', opfname => 'interval_minmax_multi_ops' },
 { oid => '8115',
   opfmethod => 'brin', opfname => 'interval_bloom_ops' },
 { oid => '4079',
@@ -256,12 +280,16 @@
   opfmethod => 'brin', opfname => 'varbit_minmax_ops' },
 { oid => '4081',
   opfmethod => 'brin', opfname => 'uuid_minmax_ops' },
+{ oid => '9027',
+  opfmethod => 'brin', opfname => 'uuid_minmax_multi_ops' },
 { oid => '8116',
   opfmethod => 'brin', opfname => 'uuid_bloom_ops' },
 { oid => '4103',
   opfmethod => 'brin', opfname => 'range_inclusion_ops' },
 { oid => '4082',
   opfmethod => 'brin', opfname => 'pg_lsn_minmax_ops' },
+{ oid => '9028',
+  opfmethod => 'brin', opfname => 'pg_lsn_minmax_multi_ops' },
 { oid => '8117',
   opfmethod => 'brin', opfname => 'pg_lsn_bloom_ops' },
 { oid => '4104',
diff --git a/src/include/catalog/pg_proc.dat b/src/include/catalog/pg_proc.dat
index c8c4f449d4..41f76e6104 100644
--- a/src/include/catalog/pg_proc.dat
+++ b/src/include/catalog/pg_proc.dat
@@ -8149,6 +8149,71 @@
   proname => 'brin_minmax_union', prorettype => 'bool',
   proargtypes => 'internal internal internal', prosrc => 'brin_minmax_union' },
 
+# BRIN minmax multi
+{ oid => '9029', descr => 'BRIN multi minmax support',
+  proname => 'brin_minmax_multi_opcinfo', prorettype => 'internal',
+  proargtypes => 'internal', prosrc => 'brin_minmax_multi_opcinfo' },
+{ oid => '9030', descr => 'BRIN multi minmax support',
+  proname => 'brin_minmax_multi_add_value', prorettype => 'bool',
+  proargtypes => 'internal internal internal internal',
+  prosrc => 'brin_minmax_multi_add_value' },
+{ oid => '9031', descr => 'BRIN multi minmax support',
+  proname => 'brin_minmax_multi_consistent', prorettype => 'bool',
+  proargtypes => 'internal internal internal int4',
+  prosrc => 'brin_minmax_multi_consistent' },
+{ oid => '9032', descr => 'BRIN multi minmax support',
+  proname => 'brin_minmax_multi_union', prorettype => 'bool',
+  proargtypes => 'internal internal internal', prosrc => 'brin_minmax_multi_union' },
+{ oid => '9033', descr => 'BRIN multi minmax support',
+  proname => 'brin_minmax_multi_options', prorettype => 'void', proisstrict => 'f',
+  proargtypes => 'internal', prosrc => 'brin_minmax_multi_options' },
+
+{ oid => '9000', descr => 'BRIN multi minmax int2 distance',
+  proname => 'brin_minmax_multi_distance_int2', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_int2' },
+{ oid => '9001', descr => 'BRIN multi minmax int4 distance',
+  proname => 'brin_minmax_multi_distance_int4', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_int4' },
+{ oid => '9002', descr => 'BRIN multi minmax int8 distance',
+  proname => 'brin_minmax_multi_distance_int8', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_int8' },
+{ oid => '9003', descr => 'BRIN multi minmax float4 distance',
+  proname => 'brin_minmax_multi_distance_float4', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_float4' },
+{ oid => '9004', descr => 'BRIN multi minmax float8 distance',
+  proname => 'brin_minmax_multi_distance_float8', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_float8' },
+{ oid => '9005', descr => 'BRIN multi minmax numeric distance',
+  proname => 'brin_minmax_multi_distance_numeric', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_numeric' },
+{ oid => '9006', descr => 'BRIN multi minmax tid distance',
+  proname => 'brin_minmax_multi_distance_tid', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_tid' },
+{ oid => '9007', descr => 'BRIN multi minmax uuid distance',
+  proname => 'brin_minmax_multi_distance_uuid', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_uuid' },
+{ oid => '9008', descr => 'BRIN multi minmax time distance',
+  proname => 'brin_minmax_multi_distance_time', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_time' },
+{ oid => '9009', descr => 'BRIN multi minmax interval distance',
+  proname => 'brin_minmax_multi_distance_interval', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_interval' },
+{ oid => '9010', descr => 'BRIN multi minmax timetz distance',
+  proname => 'brin_minmax_multi_distance_timetz', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_timetz' },
+{ oid => '9011', descr => 'BRIN multi minmax pg_lsn distance',
+  proname => 'brin_minmax_multi_distance_pg_lsn', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_pg_lsn' },
+{ oid => '9012', descr => 'BRIN multi minmax macaddr distance',
+  proname => 'brin_minmax_multi_distance_macaddr', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_macaddr' },
+{ oid => '9013', descr => 'BRIN multi minmax macaddr8 distance',
+  proname => 'brin_minmax_multi_distance_macaddr8', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_macaddr8' },
+{ oid => '9014', descr => 'BRIN multi minmax inet distance',
+  proname => 'brin_minmax_multi_distance_inet', prorettype => 'float8',
+  proargtypes => 'internal internal', prosrc => 'brin_minmax_multi_distance_inet' },
+
 # BRIN inclusion
 { oid => '4105', descr => 'BRIN inclusion support',
   proname => 'brin_inclusion_opcinfo', prorettype => 'internal',
@@ -11349,3 +11414,18 @@
 { oid => '9038', descr => 'I/O',
   proname => 'brin_bloom_summary_send', provolatile => 's', prorettype => 'bytea',
   proargtypes => 'pg_brin_bloom_summary', prosrc => 'brin_bloom_summary_send' },
+
+
+{ oid => '9040', descr => 'I/O',
+  proname => 'brin_minmax_multi_summary_in', prorettype => 'pg_brin_minmax_multi_summary',
+  proargtypes => 'cstring', prosrc => 'brin_minmax_multi_summary_in' },
+{ oid => '9041', descr => 'I/O',
+  proname => 'brin_minmax_multi_summary_out', prorettype => 'cstring',
+  proargtypes => 'pg_brin_minmax_multi_summary', prosrc => 'brin_minmax_multi_summary_out' },
+{ oid => '9042', descr => 'I/O',
+  proname => 'brin_minmax_multi_summary_recv', provolatile => 's',
+  prorettype => 'pg_brin_minmax_multi_summary', proargtypes => 'internal',
+  prosrc => 'brin_minmax_multi_summary_recv' },
+{ oid => '9043', descr => 'I/O',
+  proname => 'brin_minmax_multi_summary_send', provolatile => 's', prorettype => 'bytea',
+  proargtypes => 'pg_brin_minmax_multi_summary', prosrc => 'brin_minmax_multi_summary_send' },
diff --git a/src/include/catalog/pg_type.dat b/src/include/catalog/pg_type.dat
index 3275719896..93b745757a 100644
--- a/src/include/catalog/pg_type.dat
+++ b/src/include/catalog/pg_type.dat
@@ -680,3 +680,10 @@
   typinput => 'brin_bloom_summary_in', typoutput => 'brin_bloom_summary_out',
   typreceive => 'brin_bloom_summary_recv', typsend => 'brin_bloom_summary_send',
   typalign => 'i', typstorage => 'x', typcollation => 'default' },
+
+{ oid => '9039',
+  descr => 'BRIN minmax-multi summary',
+  typname => 'pg_brin_minmax_multi_summary', typlen => '-1', typbyval => 'f', typcategory => 'S',
+  typinput => 'brin_minmax_multi_summary_in', typoutput => 'brin_minmax_multi_summary_out',
+  typreceive => 'brin_minmax_multi_summary_recv', typsend => 'brin_minmax_multi_summary_send',
+  typalign => 'i', typstorage => 'x', typcollation => 'default' },
diff --git a/src/test/regress/expected/brin_multi.out b/src/test/regress/expected/brin_multi.out
new file mode 100644
index 0000000000..966dc4aadc
--- /dev/null
+++ b/src/test/regress/expected/brin_multi.out
@@ -0,0 +1,421 @@
+CREATE TABLE brintest_multi (
+	int8col bigint,
+	int2col smallint,
+	int4col integer,
+	oidcol oid,
+	tidcol tid,
+	float4col real,
+	float8col double precision,
+	macaddrcol macaddr,
+	inetcol inet,
+	cidrcol cidr,
+	datecol date,
+	timecol time without time zone,
+	timestampcol timestamp without time zone,
+	timestamptzcol timestamp with time zone,
+	intervalcol interval,
+	timetzcol time with time zone,
+	numericcol numeric,
+	uuidcol uuid,
+	lsncol pg_lsn
+) WITH (fillfactor=10);
+INSERT INTO brintest_multi SELECT
+	142857 * tenthous,
+	thousand,
+	twothousand,
+	unique1::oid,
+	format('(%s,%s)', tenthous, twenty)::tid,
+	(four + 1.0)/(hundred+1),
+	odd::float8 / (tenthous + 1),
+	format('%s:00:%s:00:%s:00', to_hex(odd), to_hex(even), to_hex(hundred))::macaddr,
+	inet '10.2.3.4/24' + tenthous,
+	cidr '10.2.3/24' + tenthous,
+	date '1995-08-15' + tenthous,
+	time '01:20:30' + thousand * interval '18.5 second',
+	timestamp '1942-07-23 03:05:09' + tenthous * interval '36.38 hours',
+	timestamptz '1972-10-10 03:00' + thousand * interval '1 hour',
+	justify_days(justify_hours(tenthous * interval '12 minutes')),
+	timetz '01:30:20+02' + hundred * interval '15 seconds',
+	tenthous::numeric(36,30) * fivethous * even / (hundred + 1),
+	format('%s%s-%s-%s-%s-%s%s%s', to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'))::uuid,
+	format('%s/%s%s', odd, even, tenthous)::pg_lsn
+FROM tenk1 ORDER BY unique2 LIMIT 100;
+-- throw in some NULL's and different values
+INSERT INTO brintest_multi (inetcol, cidrcol) SELECT
+	inet 'fe80::6e40:8ff:fea9:8c46' + tenthous,
+	cidr 'fe80::6e40:8ff:fea9:8c46' + tenthous
+FROM tenk1 ORDER BY thousand, tenthous LIMIT 25;
+-- test minmax-multi specific index options
+-- number of values must be >= 16
+CREATE INDEX brinidx_multi ON brintest_multi USING brin (
+	int8col int8_minmax_multi_ops(values_per_range = 15)
+);
+ERROR:  value 15 out of bounds for option "values_per_range"
+DETAIL:  Valid values are between "16" and "256".
+-- number of values must be <= 256
+CREATE INDEX brinidx_multi ON brintest_multi USING brin (
+	int8col int8_minmax_multi_ops(values_per_range = 257)
+);
+ERROR:  value 257 out of bounds for option "values_per_range"
+DETAIL:  Valid values are between "16" and "256".
+CREATE INDEX brinidx_multi ON brintest_multi USING brin (
+	int8col int8_minmax_multi_ops,
+	int2col int2_minmax_multi_ops,
+	int4col int4_minmax_multi_ops,
+	oidcol oid_minmax_multi_ops,
+	tidcol tid_minmax_multi_ops,
+	float4col float4_minmax_multi_ops,
+	float8col float8_minmax_multi_ops,
+	macaddrcol macaddr_minmax_multi_ops,
+	inetcol inet_minmax_multi_ops,
+	cidrcol inet_minmax_multi_ops,
+	datecol date_minmax_multi_ops,
+	timecol time_minmax_multi_ops,
+	timestampcol timestamp_minmax_multi_ops,
+	timestamptzcol timestamptz_minmax_multi_ops,
+	intervalcol interval_minmax_multi_ops,
+	timetzcol timetz_minmax_multi_ops,
+	numericcol numeric_minmax_multi_ops,
+	uuidcol uuid_minmax_multi_ops,
+	lsncol pg_lsn_minmax_multi_ops
+) with (pages_per_range = 1);
+CREATE TABLE brinopers_multi (colname name, typ text,
+	op text[], value text[], matches int[],
+	check (cardinality(op) = cardinality(value)),
+	check (cardinality(op) = cardinality(matches)));
+INSERT INTO brinopers_multi VALUES
+	('int2col', 'int2',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 999, 999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int2col', 'int4',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 999, 1999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int2col', 'int8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 999, 1428427143}',
+	 '{100, 100, 1, 100, 100}'),
+	('int4col', 'int2',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 1999, 1999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int4col', 'int4',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 1999, 1999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int4col', 'int8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 1999, 1428427143}',
+	 '{100, 100, 1, 100, 100}'),
+	('int8col', 'int2',
+	 '{>, >=}',
+	 '{0, 0}',
+	 '{100, 100}'),
+	('int8col', 'int4',
+	 '{>, >=}',
+	 '{0, 0}',
+	 '{100, 100}'),
+	('int8col', 'int8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 1257141600, 1428427143, 1428427143}',
+	 '{100, 100, 1, 100, 100}'),
+	('oidcol', 'oid',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 8800, 9999, 9999}',
+	 '{100, 100, 1, 100, 100}'),
+	('tidcol', 'tid',
+	 '{>, >=, =, <=, <}',
+	 '{"(0,0)", "(0,0)", "(8800,0)", "(9999,19)", "(9999,19)"}',
+	 '{100, 100, 1, 100, 100}'),
+	('float4col', 'float4',
+	 '{>, >=, =, <=, <}',
+	 '{0.0103093, 0.0103093, 1, 1, 1}',
+	 '{100, 100, 4, 100, 96}'),
+	('float4col', 'float8',
+	 '{>, >=, =, <=, <}',
+	 '{0.0103093, 0.0103093, 1, 1, 1}',
+	 '{100, 100, 4, 100, 96}'),
+	('float8col', 'float4',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 0, 1.98, 1.98}',
+	 '{99, 100, 1, 100, 100}'),
+	('float8col', 'float8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 0, 1.98, 1.98}',
+	 '{99, 100, 1, 100, 100}'),
+	('macaddrcol', 'macaddr',
+	 '{>, >=, =, <=, <}',
+	 '{00:00:01:00:00:00, 00:00:01:00:00:00, 2c:00:2d:00:16:00, ff:fe:00:00:00:00, ff:fe:00:00:00:00}',
+	 '{99, 100, 2, 100, 100}'),
+	('inetcol', 'inet',
+	 '{=, <, <=, >, >=}',
+	 '{10.2.14.231/24, 255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{1, 100, 100, 125, 125}'),
+	('inetcol', 'cidr',
+	 '{<, <=, >, >=}',
+	 '{255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{100, 100, 125, 125}'),
+	('cidrcol', 'inet',
+	 '{=, <, <=, >, >=}',
+	 '{10.2.14/24, 255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{2, 100, 100, 125, 125}'),
+	('cidrcol', 'cidr',
+	 '{=, <, <=, >, >=}',
+	 '{10.2.14/24, 255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{2, 100, 100, 125, 125}'),
+	('datecol', 'date',
+	 '{>, >=, =, <=, <}',
+	 '{1995-08-15, 1995-08-15, 2009-12-01, 2022-12-30, 2022-12-30}',
+	 '{100, 100, 1, 100, 100}'),
+	('timecol', 'time',
+	 '{>, >=, =, <=, <}',
+	 '{01:20:30, 01:20:30, 02:28:57, 06:28:31.5, 06:28:31.5}',
+	 '{100, 100, 1, 100, 100}'),
+	('timestampcol', 'timestamp',
+	 '{>, >=, =, <=, <}',
+	 '{1942-07-23 03:05:09, 1942-07-23 03:05:09, 1964-03-24 19:26:45, 1984-01-20 22:42:21, 1984-01-20 22:42:21}',
+	 '{100, 100, 1, 100, 100}'),
+	('timestampcol', 'timestamptz',
+	 '{>, >=, =, <=, <}',
+	 '{1942-07-23 03:05:09, 1942-07-23 03:05:09, 1964-03-24 19:26:45, 1984-01-20 22:42:21, 1984-01-20 22:42:21}',
+	 '{100, 100, 1, 100, 100}'),
+	('timestamptzcol', 'timestamptz',
+	 '{>, >=, =, <=, <}',
+	 '{1972-10-10 03:00:00-04, 1972-10-10 03:00:00-04, 1972-10-19 09:00:00-07, 1972-11-20 19:00:00-03, 1972-11-20 19:00:00-03}',
+	 '{100, 100, 1, 100, 100}'),
+	('intervalcol', 'interval',
+	 '{>, >=, =, <=, <}',
+	 '{00:00:00, 00:00:00, 1 mons 13 days 12:24, 2 mons 23 days 07:48:00, 1 year}',
+	 '{100, 100, 1, 100, 100}'),
+	('timetzcol', 'timetz',
+	 '{>, >=, =, <=, <}',
+	 '{01:30:20+02, 01:30:20+02, 01:35:50+02, 23:55:05+02, 23:55:05+02}',
+	 '{99, 100, 2, 100, 100}'),
+	('numericcol', 'numeric',
+	 '{>, >=, =, <=, <}',
+	 '{0.00, 0.01, 2268164.347826086956521739130434782609, 99470151.9, 99470151.9}',
+	 '{100, 100, 1, 100, 100}'),
+	('uuidcol', 'uuid',
+	 '{>, >=, =, <=, <}',
+	 '{00040004-0004-0004-0004-000400040004, 00040004-0004-0004-0004-000400040004, 52225222-5222-5222-5222-522252225222, 99989998-9998-9998-9998-999899989998, 99989998-9998-9998-9998-999899989998}',
+	 '{100, 100, 1, 100, 100}'),
+	('lsncol', 'pg_lsn',
+	 '{>, >=, =, <=, <, IS, IS NOT}',
+	 '{0/1200, 0/1200, 44/455222, 198/1999799, 198/1999799, NULL, NULL}',
+	 '{100, 100, 1, 100, 100, 25, 100}');
+DO $x$
+DECLARE
+	r record;
+	r2 record;
+	cond text;
+	idx_ctids tid[];
+	ss_ctids tid[];
+	count int;
+	plan_ok bool;
+	plan_line text;
+BEGIN
+	FOR r IN SELECT colname, oper, typ, value[ordinality], matches[ordinality] FROM brinopers_multi, unnest(op) WITH ORDINALITY AS oper LOOP
+
+		-- prepare the condition
+		IF r.value IS NULL THEN
+			cond := format('%I %s %L', r.colname, r.oper, r.value);
+		ELSE
+			cond := format('%I %s %L::%s', r.colname, r.oper, r.value, r.typ);
+		END IF;
+
+		-- run the query using the brin index
+		SET enable_seqscan = 0;
+		SET enable_bitmapscan = 1;
+
+		plan_ok := false;
+		FOR plan_line IN EXECUTE format($y$EXPLAIN SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond) LOOP
+			IF plan_line LIKE '%Bitmap Heap Scan on brintest_multi%' THEN
+				plan_ok := true;
+			END IF;
+		END LOOP;
+		IF NOT plan_ok THEN
+			RAISE WARNING 'did not get bitmap indexscan plan for %', r;
+		END IF;
+
+		EXECUTE format($y$SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond)
+			INTO idx_ctids;
+
+		-- run the query using a seqscan
+		SET enable_seqscan = 1;
+		SET enable_bitmapscan = 0;
+
+		plan_ok := false;
+		FOR plan_line IN EXECUTE format($y$EXPLAIN SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond) LOOP
+			IF plan_line LIKE '%Seq Scan on brintest_multi%' THEN
+				plan_ok := true;
+			END IF;
+		END LOOP;
+		IF NOT plan_ok THEN
+			RAISE WARNING 'did not get seqscan plan for %', r;
+		END IF;
+
+		EXECUTE format($y$SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond)
+			INTO ss_ctids;
+
+		-- make sure both return the same results
+		count := array_length(idx_ctids, 1);
+
+		IF NOT (count = array_length(ss_ctids, 1) AND
+				idx_ctids @> ss_ctids AND
+				idx_ctids <@ ss_ctids) THEN
+			-- report the results of each scan to make the differences obvious
+			RAISE WARNING 'something not right in %: count %', r, count;
+			SET enable_seqscan = 1;
+			SET enable_bitmapscan = 0;
+			FOR r2 IN EXECUTE 'SELECT ' || r.colname || ' FROM brintest_multi WHERE ' || cond LOOP
+				RAISE NOTICE 'seqscan: %', r2;
+			END LOOP;
+
+			SET enable_seqscan = 0;
+			SET enable_bitmapscan = 1;
+			FOR r2 IN EXECUTE 'SELECT ' || r.colname || ' FROM brintest_multi WHERE ' || cond LOOP
+				RAISE NOTICE 'bitmapscan: %', r2;
+			END LOOP;
+		END IF;
+
+		-- make sure we found expected number of matches
+		IF count != r.matches THEN RAISE WARNING 'unexpected number of results % for %', count, r; END IF;
+	END LOOP;
+END;
+$x$;
+RESET enable_seqscan;
+RESET enable_bitmapscan;
+INSERT INTO brintest_multi SELECT
+	142857 * tenthous,
+	thousand,
+	twothousand,
+	unique1::oid,
+	format('(%s,%s)', tenthous, twenty)::tid,
+	(four + 1.0)/(hundred+1),
+	odd::float8 / (tenthous + 1),
+	format('%s:00:%s:00:%s:00', to_hex(odd), to_hex(even), to_hex(hundred))::macaddr,
+	inet '10.2.3.4' + tenthous,
+	cidr '10.2.3/24' + tenthous,
+	date '1995-08-15' + tenthous,
+	time '01:20:30' + thousand * interval '18.5 second',
+	timestamp '1942-07-23 03:05:09' + tenthous * interval '36.38 hours',
+	timestamptz '1972-10-10 03:00' + thousand * interval '1 hour',
+	justify_days(justify_hours(tenthous * interval '12 minutes')),
+	timetz '01:30:20' + hundred * interval '15 seconds',
+	tenthous::numeric(36,30) * fivethous * even / (hundred + 1),
+	format('%s%s-%s-%s-%s-%s%s%s', to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'))::uuid,
+	format('%s/%s%s', odd, even, tenthous)::pg_lsn
+FROM tenk1 ORDER BY unique2 LIMIT 5 OFFSET 5;
+SELECT brin_desummarize_range('brinidx_multi', 0);
+ brin_desummarize_range 
+------------------------
+ 
+(1 row)
+
+VACUUM brintest_multi;  -- force a summarization cycle in brinidx
+UPDATE brintest_multi SET int8col = int8col * int4col;
+-- Tests for brin_summarize_new_values
+SELECT brin_summarize_new_values('brintest_multi'); -- error, not an index
+ERROR:  "brintest_multi" is not an index
+SELECT brin_summarize_new_values('tenk1_unique1'); -- error, not a BRIN index
+ERROR:  "tenk1_unique1" is not a BRIN index
+SELECT brin_summarize_new_values('brinidx_multi'); -- ok, no change expected
+ brin_summarize_new_values 
+---------------------------
+                         0
+(1 row)
+
+-- Tests for brin_desummarize_range
+SELECT brin_desummarize_range('brinidx_multi', -1); -- error, invalid range
+ERROR:  block number out of range: -1
+SELECT brin_desummarize_range('brinidx_multi', 0);
+ brin_desummarize_range 
+------------------------
+ 
+(1 row)
+
+SELECT brin_desummarize_range('brinidx_multi', 0);
+ brin_desummarize_range 
+------------------------
+ 
+(1 row)
+
+SELECT brin_desummarize_range('brinidx_multi', 100000000);
+ brin_desummarize_range 
+------------------------
+ 
+(1 row)
+
+-- Test brin_summarize_range
+CREATE TABLE brin_summarize_multi (
+    value int
+) WITH (fillfactor=10, autovacuum_enabled=false);
+CREATE INDEX brin_summarize_multi_idx ON brin_summarize_multi USING brin (value) WITH (pages_per_range=2);
+-- Fill a few pages
+DO $$
+DECLARE curtid tid;
+BEGIN
+  LOOP
+    INSERT INTO brin_summarize_multi VALUES (1) RETURNING ctid INTO curtid;
+    EXIT WHEN curtid > tid '(2, 0)';
+  END LOOP;
+END;
+$$;
+-- summarize one range
+SELECT brin_summarize_range('brin_summarize_multi_idx', 0);
+ brin_summarize_range 
+----------------------
+                    0
+(1 row)
+
+-- nothing: already summarized
+SELECT brin_summarize_range('brin_summarize_multi_idx', 1);
+ brin_summarize_range 
+----------------------
+                    0
+(1 row)
+
+-- summarize one range
+SELECT brin_summarize_range('brin_summarize_multi_idx', 2);
+ brin_summarize_range 
+----------------------
+                    1
+(1 row)
+
+-- nothing: page doesn't exist in table
+SELECT brin_summarize_range('brin_summarize_multi_idx', 4294967295);
+ brin_summarize_range 
+----------------------
+                    0
+(1 row)
+
+-- invalid block number values
+SELECT brin_summarize_range('brin_summarize_multi_idx', -1);
+ERROR:  block number out of range: -1
+SELECT brin_summarize_range('brin_summarize_multi_idx', 4294967296);
+ERROR:  block number out of range: 4294967296
+-- test brin cost estimates behave sanely based on correlation of values
+CREATE TABLE brin_test_multi (a INT, b INT);
+INSERT INTO brin_test_multi SELECT x/100,x%100 FROM generate_series(1,10000) x(x);
+CREATE INDEX brin_test_multi_a_idx ON brin_test_multi USING brin (a) WITH (pages_per_range = 2);
+CREATE INDEX brin_test_multi_b_idx ON brin_test_multi USING brin (b) WITH (pages_per_range = 2);
+VACUUM ANALYZE brin_test_multi;
+-- Ensure brin index is used when columns are perfectly correlated
+EXPLAIN (COSTS OFF) SELECT * FROM brin_test_multi WHERE a = 1;
+                    QUERY PLAN                    
+--------------------------------------------------
+ Bitmap Heap Scan on brin_test_multi
+   Recheck Cond: (a = 1)
+   ->  Bitmap Index Scan on brin_test_multi_a_idx
+         Index Cond: (a = 1)
+(4 rows)
+
+-- Ensure brin index is not used when values are not correlated
+EXPLAIN (COSTS OFF) SELECT * FROM brin_test_multi WHERE b = 1;
+         QUERY PLAN          
+-----------------------------
+ Seq Scan on brin_test_multi
+   Filter: (b = 1)
+(2 rows)
+
diff --git a/src/test/regress/expected/psql.out b/src/test/regress/expected/psql.out
index a7a5b22d4f..76050af797 100644
--- a/src/test/regress/expected/psql.out
+++ b/src/test/regress/expected/psql.out
@@ -4990,12 +4990,13 @@ List of access methods
 (0 rows)
 
 \dAc brin pg*.oid*
-                   List of operator classes
-  AM  | Input type | Storage type | Operator class | Default? 
-------+------------+--------------+----------------+----------
- brin | oid        |              | oid_bloom_ops  | no
- brin | oid        |              | oid_minmax_ops | yes
-(2 rows)
+                      List of operator classes
+  AM  | Input type | Storage type |    Operator class    | Default? 
+------+------------+--------------+----------------------+----------
+ brin | oid        |              | oid_bloom_ops        | no
+ brin | oid        |              | oid_minmax_multi_ops | no
+ brin | oid        |              | oid_minmax_ops       | yes
+(3 rows)
 
 \dAf spgist
           List of operator families
diff --git a/src/test/regress/expected/type_sanity.out b/src/test/regress/expected/type_sanity.out
index a44bde2e6e..0ca2671910 100644
--- a/src/test/regress/expected/type_sanity.out
+++ b/src/test/regress/expected/type_sanity.out
@@ -67,14 +67,15 @@ WHERE p1.typtype not in ('p') AND p1.typname NOT LIKE E'\\_%'
      WHERE p2.typname = ('_' || p1.typname)::name AND
            p2.typelem = p1.oid and p1.typarray = p2.oid)
 ORDER BY p1.oid;
- oid  |        typname        
-------+-----------------------
+ oid  |           typname            
+------+------------------------------
   194 | pg_node_tree
  3361 | pg_ndistinct
  3402 | pg_dependencies
  5017 | pg_mcv_list
  9034 | pg_brin_bloom_summary
-(5 rows)
+ 9039 | pg_brin_minmax_multi_summary
+(6 rows)
 
 -- Make sure typarray points to a "true" array type of our own base
 SELECT p1.oid, p1.typname as basetype, p2.typname as arraytype,
diff --git a/src/test/regress/parallel_schedule b/src/test/regress/parallel_schedule
index ef372281ef..db078e5201 100644
--- a/src/test/regress/parallel_schedule
+++ b/src/test/regress/parallel_schedule
@@ -80,7 +80,7 @@ test: brin gin gist spgist privileges init_privs security_label collate matview
 # ----------
 # Additional BRIN tests
 # ----------
-test: brin_bloom
+test: brin_bloom brin_multi
 
 # ----------
 # Another group of parallel tests
diff --git a/src/test/regress/serial_schedule b/src/test/regress/serial_schedule
index fdddc48f62..daf2e898cb 100644
--- a/src/test/regress/serial_schedule
+++ b/src/test/regress/serial_schedule
@@ -110,6 +110,7 @@ test: namespace
 test: prepared_xacts
 test: brin
 test: brin_bloom
+test: brin_multi
 test: gin
 test: gist
 test: spgist
diff --git a/src/test/regress/sql/brin_multi.sql b/src/test/regress/sql/brin_multi.sql
new file mode 100644
index 0000000000..9de6ddc6d7
--- /dev/null
+++ b/src/test/regress/sql/brin_multi.sql
@@ -0,0 +1,371 @@
+CREATE TABLE brintest_multi (
+	int8col bigint,
+	int2col smallint,
+	int4col integer,
+	oidcol oid,
+	tidcol tid,
+	float4col real,
+	float8col double precision,
+	macaddrcol macaddr,
+	inetcol inet,
+	cidrcol cidr,
+	datecol date,
+	timecol time without time zone,
+	timestampcol timestamp without time zone,
+	timestamptzcol timestamp with time zone,
+	intervalcol interval,
+	timetzcol time with time zone,
+	numericcol numeric,
+	uuidcol uuid,
+	lsncol pg_lsn
+) WITH (fillfactor=10);
+
+INSERT INTO brintest_multi SELECT
+	142857 * tenthous,
+	thousand,
+	twothousand,
+	unique1::oid,
+	format('(%s,%s)', tenthous, twenty)::tid,
+	(four + 1.0)/(hundred+1),
+	odd::float8 / (tenthous + 1),
+	format('%s:00:%s:00:%s:00', to_hex(odd), to_hex(even), to_hex(hundred))::macaddr,
+	inet '10.2.3.4/24' + tenthous,
+	cidr '10.2.3/24' + tenthous,
+	date '1995-08-15' + tenthous,
+	time '01:20:30' + thousand * interval '18.5 second',
+	timestamp '1942-07-23 03:05:09' + tenthous * interval '36.38 hours',
+	timestamptz '1972-10-10 03:00' + thousand * interval '1 hour',
+	justify_days(justify_hours(tenthous * interval '12 minutes')),
+	timetz '01:30:20+02' + hundred * interval '15 seconds',
+	tenthous::numeric(36,30) * fivethous * even / (hundred + 1),
+	format('%s%s-%s-%s-%s-%s%s%s', to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'))::uuid,
+	format('%s/%s%s', odd, even, tenthous)::pg_lsn
+FROM tenk1 ORDER BY unique2 LIMIT 100;
+
+-- throw in some NULL's and different values
+INSERT INTO brintest_multi (inetcol, cidrcol) SELECT
+	inet 'fe80::6e40:8ff:fea9:8c46' + tenthous,
+	cidr 'fe80::6e40:8ff:fea9:8c46' + tenthous
+FROM tenk1 ORDER BY thousand, tenthous LIMIT 25;
+
+-- test minmax-multi specific index options
+-- number of values must be >= 16
+CREATE INDEX brinidx_multi ON brintest_multi USING brin (
+	int8col int8_minmax_multi_ops(values_per_range = 15)
+);
+-- number of values must be <= 256
+CREATE INDEX brinidx_multi ON brintest_multi USING brin (
+	int8col int8_minmax_multi_ops(values_per_range = 257)
+);
+
+CREATE INDEX brinidx_multi ON brintest_multi USING brin (
+	int8col int8_minmax_multi_ops,
+	int2col int2_minmax_multi_ops,
+	int4col int4_minmax_multi_ops,
+	oidcol oid_minmax_multi_ops,
+	tidcol tid_minmax_multi_ops,
+	float4col float4_minmax_multi_ops,
+	float8col float8_minmax_multi_ops,
+	macaddrcol macaddr_minmax_multi_ops,
+	inetcol inet_minmax_multi_ops,
+	cidrcol inet_minmax_multi_ops,
+	datecol date_minmax_multi_ops,
+	timecol time_minmax_multi_ops,
+	timestampcol timestamp_minmax_multi_ops,
+	timestamptzcol timestamptz_minmax_multi_ops,
+	intervalcol interval_minmax_multi_ops,
+	timetzcol timetz_minmax_multi_ops,
+	numericcol numeric_minmax_multi_ops,
+	uuidcol uuid_minmax_multi_ops,
+	lsncol pg_lsn_minmax_multi_ops
+) with (pages_per_range = 1);
+
+CREATE TABLE brinopers_multi (colname name, typ text,
+	op text[], value text[], matches int[],
+	check (cardinality(op) = cardinality(value)),
+	check (cardinality(op) = cardinality(matches)));
+
+INSERT INTO brinopers_multi VALUES
+	('int2col', 'int2',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 999, 999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int2col', 'int4',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 999, 1999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int2col', 'int8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 999, 1428427143}',
+	 '{100, 100, 1, 100, 100}'),
+	('int4col', 'int2',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 1999, 1999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int4col', 'int4',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 1999, 1999}',
+	 '{100, 100, 1, 100, 100}'),
+	('int4col', 'int8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 800, 1999, 1428427143}',
+	 '{100, 100, 1, 100, 100}'),
+	('int8col', 'int2',
+	 '{>, >=}',
+	 '{0, 0}',
+	 '{100, 100}'),
+	('int8col', 'int4',
+	 '{>, >=}',
+	 '{0, 0}',
+	 '{100, 100}'),
+	('int8col', 'int8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 1257141600, 1428427143, 1428427143}',
+	 '{100, 100, 1, 100, 100}'),
+	('oidcol', 'oid',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 8800, 9999, 9999}',
+	 '{100, 100, 1, 100, 100}'),
+	('tidcol', 'tid',
+	 '{>, >=, =, <=, <}',
+	 '{"(0,0)", "(0,0)", "(8800,0)", "(9999,19)", "(9999,19)"}',
+	 '{100, 100, 1, 100, 100}'),
+	('float4col', 'float4',
+	 '{>, >=, =, <=, <}',
+	 '{0.0103093, 0.0103093, 1, 1, 1}',
+	 '{100, 100, 4, 100, 96}'),
+	('float4col', 'float8',
+	 '{>, >=, =, <=, <}',
+	 '{0.0103093, 0.0103093, 1, 1, 1}',
+	 '{100, 100, 4, 100, 96}'),
+	('float8col', 'float4',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 0, 1.98, 1.98}',
+	 '{99, 100, 1, 100, 100}'),
+	('float8col', 'float8',
+	 '{>, >=, =, <=, <}',
+	 '{0, 0, 0, 1.98, 1.98}',
+	 '{99, 100, 1, 100, 100}'),
+	('macaddrcol', 'macaddr',
+	 '{>, >=, =, <=, <}',
+	 '{00:00:01:00:00:00, 00:00:01:00:00:00, 2c:00:2d:00:16:00, ff:fe:00:00:00:00, ff:fe:00:00:00:00}',
+	 '{99, 100, 2, 100, 100}'),
+	('inetcol', 'inet',
+	 '{=, <, <=, >, >=}',
+	 '{10.2.14.231/24, 255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{1, 100, 100, 125, 125}'),
+	('inetcol', 'cidr',
+	 '{<, <=, >, >=}',
+	 '{255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{100, 100, 125, 125}'),
+	('cidrcol', 'inet',
+	 '{=, <, <=, >, >=}',
+	 '{10.2.14/24, 255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{2, 100, 100, 125, 125}'),
+	('cidrcol', 'cidr',
+	 '{=, <, <=, >, >=}',
+	 '{10.2.14/24, 255.255.255.255, 255.255.255.255, 0.0.0.0, 0.0.0.0}',
+	 '{2, 100, 100, 125, 125}'),
+	('datecol', 'date',
+	 '{>, >=, =, <=, <}',
+	 '{1995-08-15, 1995-08-15, 2009-12-01, 2022-12-30, 2022-12-30}',
+	 '{100, 100, 1, 100, 100}'),
+	('timecol', 'time',
+	 '{>, >=, =, <=, <}',
+	 '{01:20:30, 01:20:30, 02:28:57, 06:28:31.5, 06:28:31.5}',
+	 '{100, 100, 1, 100, 100}'),
+	('timestampcol', 'timestamp',
+	 '{>, >=, =, <=, <}',
+	 '{1942-07-23 03:05:09, 1942-07-23 03:05:09, 1964-03-24 19:26:45, 1984-01-20 22:42:21, 1984-01-20 22:42:21}',
+	 '{100, 100, 1, 100, 100}'),
+	('timestampcol', 'timestamptz',
+	 '{>, >=, =, <=, <}',
+	 '{1942-07-23 03:05:09, 1942-07-23 03:05:09, 1964-03-24 19:26:45, 1984-01-20 22:42:21, 1984-01-20 22:42:21}',
+	 '{100, 100, 1, 100, 100}'),
+	('timestamptzcol', 'timestamptz',
+	 '{>, >=, =, <=, <}',
+	 '{1972-10-10 03:00:00-04, 1972-10-10 03:00:00-04, 1972-10-19 09:00:00-07, 1972-11-20 19:00:00-03, 1972-11-20 19:00:00-03}',
+	 '{100, 100, 1, 100, 100}'),
+	('intervalcol', 'interval',
+	 '{>, >=, =, <=, <}',
+	 '{00:00:00, 00:00:00, 1 mons 13 days 12:24, 2 mons 23 days 07:48:00, 1 year}',
+	 '{100, 100, 1, 100, 100}'),
+	('timetzcol', 'timetz',
+	 '{>, >=, =, <=, <}',
+	 '{01:30:20+02, 01:30:20+02, 01:35:50+02, 23:55:05+02, 23:55:05+02}',
+	 '{99, 100, 2, 100, 100}'),
+	('numericcol', 'numeric',
+	 '{>, >=, =, <=, <}',
+	 '{0.00, 0.01, 2268164.347826086956521739130434782609, 99470151.9, 99470151.9}',
+	 '{100, 100, 1, 100, 100}'),
+	('uuidcol', 'uuid',
+	 '{>, >=, =, <=, <}',
+	 '{00040004-0004-0004-0004-000400040004, 00040004-0004-0004-0004-000400040004, 52225222-5222-5222-5222-522252225222, 99989998-9998-9998-9998-999899989998, 99989998-9998-9998-9998-999899989998}',
+	 '{100, 100, 1, 100, 100}'),
+	('lsncol', 'pg_lsn',
+	 '{>, >=, =, <=, <, IS, IS NOT}',
+	 '{0/1200, 0/1200, 44/455222, 198/1999799, 198/1999799, NULL, NULL}',
+	 '{100, 100, 1, 100, 100, 25, 100}');
+
+DO $x$
+DECLARE
+	r record;
+	r2 record;
+	cond text;
+	idx_ctids tid[];
+	ss_ctids tid[];
+	count int;
+	plan_ok bool;
+	plan_line text;
+BEGIN
+	FOR r IN SELECT colname, oper, typ, value[ordinality], matches[ordinality] FROM brinopers_multi, unnest(op) WITH ORDINALITY AS oper LOOP
+
+		-- prepare the condition
+		IF r.value IS NULL THEN
+			cond := format('%I %s %L', r.colname, r.oper, r.value);
+		ELSE
+			cond := format('%I %s %L::%s', r.colname, r.oper, r.value, r.typ);
+		END IF;
+
+		-- run the query using the brin index
+		SET enable_seqscan = 0;
+		SET enable_bitmapscan = 1;
+
+		plan_ok := false;
+		FOR plan_line IN EXECUTE format($y$EXPLAIN SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond) LOOP
+			IF plan_line LIKE '%Bitmap Heap Scan on brintest_multi%' THEN
+				plan_ok := true;
+			END IF;
+		END LOOP;
+		IF NOT plan_ok THEN
+			RAISE WARNING 'did not get bitmap indexscan plan for %', r;
+		END IF;
+
+		EXECUTE format($y$SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond)
+			INTO idx_ctids;
+
+		-- run the query using a seqscan
+		SET enable_seqscan = 1;
+		SET enable_bitmapscan = 0;
+
+		plan_ok := false;
+		FOR plan_line IN EXECUTE format($y$EXPLAIN SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond) LOOP
+			IF plan_line LIKE '%Seq Scan on brintest_multi%' THEN
+				plan_ok := true;
+			END IF;
+		END LOOP;
+		IF NOT plan_ok THEN
+			RAISE WARNING 'did not get seqscan plan for %', r;
+		END IF;
+
+		EXECUTE format($y$SELECT array_agg(ctid) FROM brintest_multi WHERE %s $y$, cond)
+			INTO ss_ctids;
+
+		-- make sure both return the same results
+		count := array_length(idx_ctids, 1);
+
+		IF NOT (count = array_length(ss_ctids, 1) AND
+				idx_ctids @> ss_ctids AND
+				idx_ctids <@ ss_ctids) THEN
+			-- report the results of each scan to make the differences obvious
+			RAISE WARNING 'something not right in %: count %', r, count;
+			SET enable_seqscan = 1;
+			SET enable_bitmapscan = 0;
+			FOR r2 IN EXECUTE 'SELECT ' || r.colname || ' FROM brintest_multi WHERE ' || cond LOOP
+				RAISE NOTICE 'seqscan: %', r2;
+			END LOOP;
+
+			SET enable_seqscan = 0;
+			SET enable_bitmapscan = 1;
+			FOR r2 IN EXECUTE 'SELECT ' || r.colname || ' FROM brintest_multi WHERE ' || cond LOOP
+				RAISE NOTICE 'bitmapscan: %', r2;
+			END LOOP;
+		END IF;
+
+		-- make sure we found expected number of matches
+		IF count != r.matches THEN RAISE WARNING 'unexpected number of results % for %', count, r; END IF;
+	END LOOP;
+END;
+$x$;
+
+RESET enable_seqscan;
+RESET enable_bitmapscan;
+
+INSERT INTO brintest_multi SELECT
+	142857 * tenthous,
+	thousand,
+	twothousand,
+	unique1::oid,
+	format('(%s,%s)', tenthous, twenty)::tid,
+	(four + 1.0)/(hundred+1),
+	odd::float8 / (tenthous + 1),
+	format('%s:00:%s:00:%s:00', to_hex(odd), to_hex(even), to_hex(hundred))::macaddr,
+	inet '10.2.3.4' + tenthous,
+	cidr '10.2.3/24' + tenthous,
+	date '1995-08-15' + tenthous,
+	time '01:20:30' + thousand * interval '18.5 second',
+	timestamp '1942-07-23 03:05:09' + tenthous * interval '36.38 hours',
+	timestamptz '1972-10-10 03:00' + thousand * interval '1 hour',
+	justify_days(justify_hours(tenthous * interval '12 minutes')),
+	timetz '01:30:20' + hundred * interval '15 seconds',
+	tenthous::numeric(36,30) * fivethous * even / (hundred + 1),
+	format('%s%s-%s-%s-%s-%s%s%s', to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'), to_char(tenthous, 'FM0000'))::uuid,
+	format('%s/%s%s', odd, even, tenthous)::pg_lsn
+FROM tenk1 ORDER BY unique2 LIMIT 5 OFFSET 5;
+
+SELECT brin_desummarize_range('brinidx_multi', 0);
+VACUUM brintest_multi;  -- force a summarization cycle in brinidx
+
+UPDATE brintest_multi SET int8col = int8col * int4col;
+
+-- Tests for brin_summarize_new_values
+SELECT brin_summarize_new_values('brintest_multi'); -- error, not an index
+SELECT brin_summarize_new_values('tenk1_unique1'); -- error, not a BRIN index
+SELECT brin_summarize_new_values('brinidx_multi'); -- ok, no change expected
+
+-- Tests for brin_desummarize_range
+SELECT brin_desummarize_range('brinidx_multi', -1); -- error, invalid range
+SELECT brin_desummarize_range('brinidx_multi', 0);
+SELECT brin_desummarize_range('brinidx_multi', 0);
+SELECT brin_desummarize_range('brinidx_multi', 100000000);
+
+-- Test brin_summarize_range
+CREATE TABLE brin_summarize_multi (
+    value int
+) WITH (fillfactor=10, autovacuum_enabled=false);
+CREATE INDEX brin_summarize_multi_idx ON brin_summarize_multi USING brin (value) WITH (pages_per_range=2);
+-- Fill a few pages
+DO $$
+DECLARE curtid tid;
+BEGIN
+  LOOP
+    INSERT INTO brin_summarize_multi VALUES (1) RETURNING ctid INTO curtid;
+    EXIT WHEN curtid > tid '(2, 0)';
+  END LOOP;
+END;
+$$;
+
+-- summarize one range
+SELECT brin_summarize_range('brin_summarize_multi_idx', 0);
+-- nothing: already summarized
+SELECT brin_summarize_range('brin_summarize_multi_idx', 1);
+-- summarize one range
+SELECT brin_summarize_range('brin_summarize_multi_idx', 2);
+-- nothing: page doesn't exist in table
+SELECT brin_summarize_range('brin_summarize_multi_idx', 4294967295);
+-- invalid block number values
+SELECT brin_summarize_range('brin_summarize_multi_idx', -1);
+SELECT brin_summarize_range('brin_summarize_multi_idx', 4294967296);
+
+
+-- test brin cost estimates behave sanely based on correlation of values
+CREATE TABLE brin_test_multi (a INT, b INT);
+INSERT INTO brin_test_multi SELECT x/100,x%100 FROM generate_series(1,10000) x(x);
+CREATE INDEX brin_test_multi_a_idx ON brin_test_multi USING brin (a) WITH (pages_per_range = 2);
+CREATE INDEX brin_test_multi_b_idx ON brin_test_multi USING brin (b) WITH (pages_per_range = 2);
+VACUUM ANALYZE brin_test_multi;
+
+-- Ensure brin index is used when columns are perfectly correlated
+EXPLAIN (COSTS OFF) SELECT * FROM brin_test_multi WHERE a = 1;
+-- Ensure brin index is not used when values are not correlated
+EXPLAIN (COSTS OFF) SELECT * FROM brin_test_multi WHERE b = 1;
-- 
2.26.2


--------------CF71AF65F7C337C37C24B045
Content-Type: text/x-patch; charset=UTF-8;
 name="0008-Ignore-correlation-for-new-BRIN-opclasses-20210112.patch"
Content-Transfer-Encoding: 7bit
Content-Disposition: attachment;
 filename*0="0008-Ignore-correlation-for-new-BRIN-opclasses-20210112.patc";
 filename*1="h"



^ permalink  raw  reply  [nested|flat] 4+ messages in thread

* UPDATE operation terminates logical replication receiver process due to an assertion
@ 2023-01-12 10:23 [email protected]
  2023-01-15 16:24 ` Re: UPDATE operation terminates logical replication receiver process due to an assertion Justin Pryzby <[email protected]>
  0 siblings, 1 reply; 4+ messages in thread

From: [email protected] @ 2023-01-12 10:23 UTC (permalink / raw)
  To: [email protected]; [email protected]

Dear all,

I think I've found a problem in logical replication that was introduced 
recently in the patch:

Fix calculation of which GENERATED columns need to be updated
https://git.postgresql.org/gitweb/?p=postgresql.git;a=commit;h=3f7836ff651ad710fef52fa87b248ecdfc646...

There is an assertion which accidentally terminates logical replication 
worker process. The assertion was introduced in the patch. To reproduce 
the problem Postgres should be compiled with enabled assertions. The 
problem appears when executing UPDATE operation on a non-empty table 
with GENERATED columns and a BEFORE UPDATE trigger. The problem seems to 
appear on the latest snapshots of 13 and 14 versions (sorry, I haven't 
tested other versions).

Stack:
------
TRAP: FailedAssertion("relinfo->ri_GeneratedExprs != NULL", File: 
"execUtils.c", Line: 1292)
postgres: logical replication worker for subscription 16401 
(ExceptionalCondition+0x89)[0x55838760b902]
postgres: logical replication worker for subscription 16401 
(ExecGetExtraUpdatedCols+0x90)[0x558387314bd8]
postgres: logical replication worker for subscription 16401 
(ExecGetAllUpdatedCols+0x1c)[0x558387314c20]
postgres: logical replication worker for subscription 16401 
(ExecUpdateLockMode+0x19)[0x558387306ce3]
postgres: logical replication worker for subscription 16401 
(ExecBRUpdateTriggers+0xc7)[0x5583872debe8]
postgres: logical replication worker for subscription 16401 
(ExecSimpleRelationUpdate+0x122)[0x55838730dca7]
postgres: logical replication worker for subscription 16401 
(+0x43d32f)[0x55838745632f]
postgres: logical replication worker for subscription 16401 
(+0x43e382)[0x558387457382]
postgres: logical replication worker for subscription 16401 
(+0x43e5d3)[0x5583874575d3]
postgres: logical replication worker for subscription 16401 
(+0x43e76b)[0x55838745776b]
postgres: logical replication worker for subscription 16401 
(ApplyWorkerMain+0x3ac)[0x558387457e8b]
postgres: logical replication worker for subscription 16401 
(StartBackgroundWorker+0x253)[0x5583874157ed]
postgres: logical replication worker for subscription 16401 
(+0x40e9c9)[0x5583874279c9]
postgres: logical replication worker for subscription 16401 
(+0x40eb43)[0x558387427b43]
postgres: logical replication worker for subscription 16401 
(+0x40fd28)[0x558387428d28]
/lib/x86_64-linux-gnu/libc.so.6(+0x42520)[0x7f08cd44b520]
/lib/x86_64-linux-gnu/libc.so.6(__select+0xbd)[0x7f08cd52474d]
postgres: logical replication worker for subscription 16401 
(+0x410ceb)[0x558387429ceb]
postgres: logical replication worker for subscription 16401 
(PostmasterMain+0xbf3)[0x55838742ac4d]
postgres: logical replication worker for subscription 16401 
(main+0x20c)[0x55838736076d]
/lib/x86_64-linux-gnu/libc.so.6(+0x29d90)[0x7f08cd432d90]
/lib/x86_64-linux-gnu/libc.so.6(__libc_start_main+0x80)[0x7f08cd432e40]

How to reproduce:
-----------------
1. Create master-replica configuration with enabled logical replication. 
The initial schema is shown below:

CREATE TABLE gtest26 (
  a int PRIMARY KEY,
  b int GENERATED ALWAYS AS (a * 2) STORED
  );

CREATE FUNCTION gtest_trigger_func() RETURNS trigger
  LANGUAGE plpgsql
  AS $$
  BEGIN
  IF tg_op IN ('DELETE', 'UPDATE') THEN
  RAISE INFO '%: %: old = %', TG_NAME, TG_WHEN, OLD;
  END IF;
  IF tg_op IN ('INSERT', 'UPDATE') THEN
  RAISE INFO '%: %: new = %', TG_NAME, TG_WHEN, NEW;
  END IF;
  IF tg_op = 'DELETE' THEN
  RETURN OLD;
  ELSE
  RETURN NEW;
  END IF;
  END
  $$;

CREATE TRIGGER gtest1 BEFORE DELETE OR UPDATE ON gtest26
  FOR EACH ROW
  WHEN (OLD.b < 0) -- ok
  EXECUTE PROCEDURE gtest_trigger_func();

INSERT INTO gtest26(a) values (-2), (0), (3)

2. The problem appears if to execute the following sql on the master 
node:

UPDATE gtest26 SET a = a + 1;

I'm not sure that this assertion is the proper one and how to properly 
fix the issue. That's why I'm asking for some help of the community. 
Thank you in advance.

With best regards,
Vitaly






^ permalink  raw  reply  [nested|flat] 4+ messages in thread

* Re: UPDATE operation terminates logical replication receiver process due to an assertion
  2023-01-12 10:23 UPDATE operation terminates logical replication receiver process due to an assertion [email protected]
@ 2023-01-15 16:24 ` Justin Pryzby <[email protected]>
  2023-01-15 16:34   ` Re: UPDATE operation terminates logical replication receiver process due to an assertion Tom Lane <[email protected]>
  0 siblings, 1 reply; 4+ messages in thread

From: Justin Pryzby @ 2023-01-15 16:24 UTC (permalink / raw)
  To: [email protected]; +Cc: [email protected]; [email protected]

On Thu, Jan 12, 2023 at 01:23:57PM +0300, [email protected] wrote:
> Dear all,
> 
> I think I've found a problem in logical replication that was introduced
> recently in the patch:
> 
> Fix calculation of which GENERATED columns need to be updated
> https://git.postgresql.org/gitweb/?p=postgresql.git;a=commit;h=3f7836ff651ad710fef52fa87b248ecdfc646...

> There is an assertion which accidentally terminates logical replication
> worker process. The assertion was introduced in the patch. To reproduce the
> problem Postgres should be compiled with enabled assertions. The problem
> appears when executing UPDATE operation on a non-empty table with GENERATED
> columns and a BEFORE UPDATE trigger. The problem seems to appear on the
> latest snapshots of 13 and 14 versions (sorry, I haven't tested other
> versions).
> 
> Stack:
> ------
> TRAP: FailedAssertion("relinfo->ri_GeneratedExprs != NULL", File: "execUtils.c", Line: 1292)

Yeah, confirmed under master branch and v15.

Tom ?

-- 
Justin






^ permalink  raw  reply  [nested|flat] 4+ messages in thread

* Re: UPDATE operation terminates logical replication receiver process due to an assertion
  2023-01-12 10:23 UPDATE operation terminates logical replication receiver process due to an assertion [email protected]
  2023-01-15 16:24 ` Re: UPDATE operation terminates logical replication receiver process due to an assertion Justin Pryzby <[email protected]>
@ 2023-01-15 16:34   ` Tom Lane <[email protected]>
  0 siblings, 0 replies; 4+ messages in thread

From: Tom Lane @ 2023-01-15 16:34 UTC (permalink / raw)
  To: Justin Pryzby <[email protected]>; +Cc: [email protected]; [email protected]

Justin Pryzby <[email protected]> writes:
> Yeah, confirmed under master branch and v15.
> Tom ?

Yeah, sorry, I've been absorbed in $other_stuff.  Will look
at this soon.  My guess is that this logrep code path is
missing the necessary setup operation.

			regards, tom lane






^ permalink  raw  reply  [nested|flat] 4+ messages in thread


end of thread, other threads:[~2023-01-15 16:34 UTC | newest]

Thread overview: 4+ messages (download: mbox mbox.gz follow: Atom feed)
-- links below jump to the message on this page --
2020-12-16 20:32 [PATCH 7/8] BRIN minmax-multi indexes Tomas Vondra <[email protected]>
2023-01-12 10:23 UPDATE operation terminates logical replication receiver process due to an assertion [email protected]
2023-01-15 16:24 ` Re: UPDATE operation terminates logical replication receiver process due to an assertion Justin Pryzby <[email protected]>
2023-01-15 16:34   ` Re: UPDATE operation terminates logical replication receiver process due to an assertion Tom Lane <[email protected]>

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