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+<!-- doc/src/sgml/jit.sgml -->
+
+<chapter id="jit">
+ <title>Just-in-Time Compilation (<acronym>JIT</acronym>)</title>
+
+ <indexterm zone="jit">
+ <primary><acronym>JIT</acronym></primary>
+ </indexterm>
+
+ <indexterm>
+ <primary>Just-In-Time compilation</primary>
+ <see><acronym>JIT</acronym></see>
+ </indexterm>
+
+ <para>
+ This chapter explains what just-in-time compilation is, and how it can be
+ configured in <productname>PostgreSQL</productname>.
+ </para>
+
+ <sect1 id="jit-reason">
+ <title>What Is <acronym>JIT</acronym> compilation?</title>
+
+ <para>
+ Just-in-Time (<acronym>JIT</acronym>) compilation is the process of turning
+ some form of interpreted program evaluation into a native program, and
+ doing so at run time.
+ For example, instead of using general-purpose code that can evaluate
+ arbitrary SQL expressions to evaluate a particular SQL predicate
+ like <literal>WHERE a.col = 3</literal>, it is possible to generate a
+ function that is specific to that expression and can be natively executed
+ by the CPU, yielding a speedup.
+ </para>
+
+ <para>
+ <productname>PostgreSQL</productname> has builtin support to perform
+ <acronym>JIT</acronym> compilation using <ulink
+ url="https://llvm.org/"><productname>LLVM</productname></ulink> when
+ <productname>PostgreSQL</productname> is built with
+ <link linkend="configure-with-llvm"><literal>--with-llvm</literal></link>.
+ </para>
+
+ <para>
+ See <filename>src/backend/jit/README</filename> for further details.
+ </para>
+
+ <sect2 id="jit-accelerated-operations">
+ <title><acronym>JIT</acronym> Accelerated Operations</title>
+ <para>
+ Currently <productname>PostgreSQL</productname>'s <acronym>JIT</acronym>
+ implementation has support for accelerating expression evaluation and
+ tuple deforming. Several other operations could be accelerated in the
+ future.
+ </para>
+ <para>
+ Expression evaluation is used to evaluate <literal>WHERE</literal>
+ clauses, target lists, aggregates and projections. It can be accelerated
+ by generating code specific to each case.
+ </para>
+ <para>
+ Tuple deforming is the process of transforming an on-disk tuple (see <xref
+ linkend="storage-tuple-layout"/>) into its in-memory representation.
+ It can be accelerated by creating a function specific to the table layout
+ and the number of columns to be extracted.
+ </para>
+ </sect2>
+
+ <sect2 id="jit-inlining">
+ <title>Inlining</title>
+ <para>
+ <productname>PostgreSQL</productname> is very extensible and allows new
+ data types, functions, operators and other database objects to be defined;
+ see <xref linkend="extend"/>. In fact the built-in objects are implemented
+ using nearly the same mechanisms. This extensibility implies some
+ overhead, for example due to function calls (see <xref linkend="xfunc"/>).
+ To reduce that overhead, <acronym>JIT</acronym> compilation can inline the
+ bodies of small functions into the expressions using them. That allows a
+ significant percentage of the overhead to be optimized away.
+ </para>
+ </sect2>
+
+ <sect2 id="jit-optimization">
+ <title>Optimization</title>
+ <para>
+ <productname>LLVM</productname> has support for optimizing generated
+ code. Some of the optimizations are cheap enough to be performed whenever
+ <acronym>JIT</acronym> is used, while others are only beneficial for
+ longer-running queries.
+ See <ulink url="https://llvm.org/docs/Passes.html#transform-passes"/> for
+ more details about optimizations.
+ </para>
+ </sect2>
+
+ </sect1>
+
+ <sect1 id="jit-decision">
+ <title>When to <acronym>JIT</acronym>?</title>
+
+ <para>
+ <acronym>JIT</acronym> compilation is beneficial primarily for long-running
+ CPU-bound queries. Frequently these will be analytical queries. For short
+ queries the added overhead of performing <acronym>JIT</acronym> compilation
+ will often be higher than the time it can save.
+ </para>
+
+ <para>
+ To determine whether <acronym>JIT</acronym> compilation should be used,
+ the total estimated cost of a query (see
+ <xref linkend="planner-stats-details"/> and
+ <xref linkend="runtime-config-query-constants"/>) is used.
+ The estimated cost of the query will be compared with the setting of <xref
+ linkend="guc-jit-above-cost"/>. If the cost is higher,
+ <acronym>JIT</acronym> compilation will be performed.
+ Two further decisions are then needed.
+ Firstly, if the estimated cost is more
+ than the setting of <xref linkend="guc-jit-inline-above-cost"/>, short
+ functions and operators used in the query will be inlined.
+ Secondly, if the estimated cost is more than the setting of <xref
+ linkend="guc-jit-optimize-above-cost"/>, expensive optimizations are
+ applied to improve the generated code.
+ Each of these options increases the <acronym>JIT</acronym> compilation
+ overhead, but can reduce query execution time considerably.
+ </para>
+
+ <para>
+ These cost-based decisions will be made at plan time, not execution
+ time. This means that when prepared statements are in use, and a generic
+ plan is used (see <xref linkend="sql-prepare"/>), the values of the
+ configuration parameters in effect at prepare time control the decisions,
+ not the settings at execution time.
+ </para>
+
+ <note>
+ <para>
+ If <xref linkend="guc-jit"/> is set to <literal>off</literal>, or if no
+ <acronym>JIT</acronym> implementation is available (for example because
+ the server was compiled without <literal>--with-llvm</literal>),
+ <acronym>JIT</acronym> will not be performed, even if it would be
+ beneficial based on the above criteria. Setting <xref linkend="guc-jit"/>
+ to <literal>off</literal> has effects at both plan and execution time.
+ </para>
+ </note>
+
+ <para>
+ <xref linkend="sql-explain"/> can be used to see whether
+ <acronym>JIT</acronym> is used or not. As an example, here is a query that
+ is not using <acronym>JIT</acronym>:
+<screen>
+=# EXPLAIN ANALYZE SELECT SUM(relpages) FROM pg_class;
+ QUERY PLAN
+-------------------------------------------------------------------&zwsp;------------------------------------------
+ Aggregate (cost=16.27..16.29 rows=1 width=8) (actual time=0.303..0.303 rows=1 loops=1)
+ -> Seq Scan on pg_class (cost=0.00..15.42 rows=342 width=4) (actual time=0.017..0.111 rows=356 loops=1)
+ Planning Time: 0.116 ms
+ Execution Time: 0.365 ms
+(4 rows)
+</screen>
+ Given the cost of the plan, it is entirely reasonable that no
+ <acronym>JIT</acronym> was used; the cost of <acronym>JIT</acronym> would
+ have been bigger than the potential savings. Adjusting the cost limits
+ will lead to <acronym>JIT</acronym> use:
+<screen>
+=# SET jit_above_cost = 10;
+SET
+=# EXPLAIN ANALYZE SELECT SUM(relpages) FROM pg_class;
+ QUERY PLAN
+-------------------------------------------------------------------&zwsp;------------------------------------------
+ Aggregate (cost=16.27..16.29 rows=1 width=8) (actual time=6.049..6.049 rows=1 loops=1)
+ -> Seq Scan on pg_class (cost=0.00..15.42 rows=342 width=4) (actual time=0.019..0.052 rows=356 loops=1)
+ Planning Time: 0.133 ms
+ JIT:
+ Functions: 3
+ Options: Inlining false, Optimization false, Expressions true, Deforming true
+ Timing: Generation 1.259 ms, Inlining 0.000 ms, Optimization 0.797 ms, Emission 5.048 ms, Total 7.104 ms
+ Execution Time: 7.416 ms
+</screen>
+ As visible here, <acronym>JIT</acronym> was used, but inlining and
+ expensive optimization were not. If <xref
+ linkend="guc-jit-inline-above-cost"/> or <xref
+ linkend="guc-jit-optimize-above-cost"/> were also lowered,
+ that would change.
+ </para>
+ </sect1>
+
+ <sect1 id="jit-configuration" xreflabel="JIT Configuration">
+ <title>Configuration</title>
+
+ <para>
+ The configuration variable
+ <xref linkend="guc-jit"/> determines whether <acronym>JIT</acronym>
+ compilation is enabled or disabled.
+ If it is enabled, the configuration variables
+ <xref linkend="guc-jit-above-cost"/>, <xref
+ linkend="guc-jit-inline-above-cost"/>, and <xref
+ linkend="guc-jit-optimize-above-cost"/> determine
+ whether <acronym>JIT</acronym> compilation is performed for a query,
+ and how much effort is spent doing so.
+ </para>
+
+ <para>
+ <xref linkend="guc-jit-provider"/> determines which <acronym>JIT</acronym>
+ implementation is used. It is rarely required to be changed. See <xref
+ linkend="jit-pluggable"/>.
+ </para>
+
+ <para>
+ For development and debugging purposes a few additional configuration
+ parameters exist, as described in
+ <xref linkend="runtime-config-developer"/>.
+ </para>
+ </sect1>
+
+ <sect1 id="jit-extensibility">
+ <title>Extensibility</title>
+
+ <sect2 id="jit-extensibility-bitcode">
+ <title>Inlining Support for Extensions</title>
+ <para>
+ <productname>PostgreSQL</productname>'s <acronym>JIT</acronym>
+ implementation can inline the bodies of functions
+ of types <literal>C</literal> and <literal>internal</literal>, as well as
+ operators based on such functions. To do so for functions in extensions,
+ the definitions of those functions need to be made available.
+ When using <link linkend="extend-pgxs">PGXS</link> to build an extension
+ against a server that has been compiled with LLVM JIT support, the
+ relevant files will be built and installed automatically.
+ </para>
+
+ <para>
+ The relevant files have to be installed into
+ <filename>$pkglibdir/bitcode/$extension/</filename> and a summary of them
+ into <filename>$pkglibdir/bitcode/$extension.index.bc</filename>, where
+ <literal>$pkglibdir</literal> is the directory returned by
+ <literal>pg_config --pkglibdir</literal> and <literal>$extension</literal>
+ is the base name of the extension's shared library.
+
+ <note>
+ <para>
+ For functions built into <productname>PostgreSQL</productname> itself,
+ the bitcode is installed into
+ <literal>$pkglibdir/bitcode/postgres</literal>.
+ </para>
+ </note>
+ </para>
+ </sect2>
+
+ <sect2 id="jit-pluggable">
+ <title>Pluggable <acronym>JIT</acronym> Providers</title>
+
+ <para>
+ <productname>PostgreSQL</productname> provides a <acronym>JIT</acronym>
+ implementation based on <productname>LLVM</productname>. The interface to
+ the <acronym>JIT</acronym> provider is pluggable and the provider can be
+ changed without recompiling (although currently, the build process only
+ provides inlining support data for <productname>LLVM</productname>).
+ The active provider is chosen via the setting
+ <xref linkend="guc-jit-provider"/>.
+ </para>
+
+ <sect3>
+ <title><acronym>JIT</acronym> Provider Interface</title>
+ <para>
+ A <acronym>JIT</acronym> provider is loaded by dynamically loading the
+ named shared library. The normal library search path is used to locate
+ the library. To provide the required <acronym>JIT</acronym> provider
+ callbacks and to indicate that the library is actually a
+ <acronym>JIT</acronym> provider, it needs to provide a C function named
+ <function>_PG_jit_provider_init</function>. This function is passed a
+ struct that needs to be filled with the callback function pointers for
+ individual actions:
+<programlisting>
+struct JitProviderCallbacks
+{
+ JitProviderResetAfterErrorCB reset_after_error;
+ JitProviderReleaseContextCB release_context;
+ JitProviderCompileExprCB compile_expr;
+};
+
+extern void _PG_jit_provider_init(JitProviderCallbacks *cb);
+</programlisting>
+ </para>
+ </sect3>
+ </sect2>
+ </sect1>
+
+</chapter>