In computer science, ahead-of-time compilation (AOT compilation) is the act of
compiling an (often) higher-level
programming language
A programming language is a system of notation for writing computer programs.
Programming languages are described in terms of their Syntax (programming languages), syntax (form) and semantics (computer science), semantics (meaning), usually def ...
into an (often) lower-level language before execution of a program, usually at build-time, to reduce the amount of work needed to be performed at
run time.
It is most commonly associated with the act of
compiling a higher-level
programming language
A programming language is a system of notation for writing computer programs.
Programming languages are described in terms of their Syntax (programming languages), syntax (form) and semantics (computer science), semantics (meaning), usually def ...
such as
C or
C++, or an
intermediate representation such as
Java bytecode or
Common Intermediate Language (CIL) code, into native
machine code so that the resulting binary file can execute natively, just like a standard native compiler. When being used in this context, it is often seen as an opposite of
just-in-time (JIT) compiling.
Speaking more generally, the target languages of an AOT compilation are not necessarily specific to native
machine code but are defined rather arbitrarily. Some academic papers use this word to mean the act of compiling the
Java bytecode to C or the timing when optimization pipeline are performed. An academic project uses this word to mean the act of pre-compiling JavaScript to a machine-dependent optimized
IR for
V8 (JavaScript engine)
V8 is a JavaScript and WebAssembly engine developed by Google for its Chrome browser. V8 is free and open-source software that is part of the Chromium project and also used separately in non-browser contexts, notably the Node.js runtime ...
and to a machine independent bytecode for
JavaScriptCore
WebKit is a browser engine primarily used in Apple's Safari web browser, as well as all web browsers on iOS and iPadOS. WebKit is also used by the PlayStation consoles starting with the PS3, the Tizen mobile operating systems, the Amazon ...
. Some industrial language implementations (e.g.
Clojure and Hermes
JavaScript engine) use this word to mean the act of pre-compiling the source language to VM specific bytecode.
Angular (web framework)
Angular (also referred to as Angular 2+) is a TypeScript-based Free and open-source software, free and open-source Single-page application, single-page Web framework, web application framework. It is developed by Google and by a community of indi ...
uses this word to mean converting its
HTML
Hypertext Markup Language (HTML) is the standard markup language for documents designed to be displayed in a web browser. It defines the content and structure of web content. It is often assisted by technologies such as Cascading Style Sheets ( ...
template and
TypeScript to
JavaScript
JavaScript (), often abbreviated as JS, is a programming language and core technology of the World Wide Web, alongside HTML and CSS. Ninety-nine percent of websites use JavaScript on the client side for webpage behavior.
Web browsers have ...
.
In fact, since all
static compilation is technically performed ahead of time, this particular wording is often used to emphasize examples where there are significant performance advantages over the act of such pre-compiling. The act of compiling
Java
Java is one of the Greater Sunda Islands in Indonesia. It is bordered by the Indian Ocean to the south and the Java Sea (a part of Pacific Ocean) to the north. With a population of 156.9 million people (including Madura) in mid 2024, proje ...
to
Java bytecode is hence rarely referred to as AOT since it is usually a requirement, not an optimization.
Reduced runtime overhead
Some programming languages with a
managed code runtime that can be compiled to an intermediate representation use
just-in-time (JIT) compiling. This briefly compiles intermediate code into machine code for a native run while the intermediate code is executing which may slow an application's performance. Ahead-of-time compiling eliminates the need for this step by occurring before execution rather than during execution.
Ahead-of-time compiling for
dynamically typed languages to native machine code or other static VM bytecode is possible in a limited number of cases only. For example, the High Performance Erlang Project (HiPE) AOT compiler for the language
Erlang can do this because of advanced static type reconstruction techniques and type speculations.
In most situations with fully AOT compiled programs and libraries, it is possible to remove part of a
runtime environment
In computer programming, a runtime system or runtime environment is a sub-system that exists in the computer where a program is created, as well as in the computers where the program is intended to be run. The name comes from the compile time ...
, thus saving disk space, memory, battery life, and startup times (no JIT warmup phase), etc. Because of this, it can be useful in embedded or mobile devices.
Performance trade-offs
AOT compilers can perform complex and advanced code
optimizations which in most cases of JITing will be considered much too costly. In contrast, AOT usually cannot perform some optimizations possible in JIT like runtime
profile-guided optimization (PGO), pseudo-
constant propagation, or indirect-
virtual function inlining. AOT must compile to a target architecture while a JIT can compile the code to make the best use of the actual CPU it is running on, even years after the software has been released.
Further, JIT compilers can speculatively optimize hot code by making assumptions on the code. The generated code can be deoptimized if a speculative assumption later proves wrong. Such operation slows the performance of the running software until code is optimized again by
adaptive optimization. An AOT compiler cannot make such assumptions and needs to infer as much information as possible at compile time. It needs to resort to less specialized code because it cannot know what types will go through a method. Such problems can be alleviated by profile-guided optimizations. But even in this case, the generated code cannot be adapted dynamically to the changing runtime profile as a JIT compiler would do.
Storage trade-offs
See also
*
asm.js compiler (
JavaScript
JavaScript (), often abbreviated as JS, is a programming language and core technology of the World Wide Web, alongside HTML and CSS. Ninety-nine percent of websites use JavaScript on the client side for webpage behavior.
Web browsers have ...
)
*
Bartok (
CIL)
*
Excelsior JET (
Java
Java is one of the Greater Sunda Islands in Indonesia. It is bordered by the Indian Ocean to the south and the Java Sea (a part of Pacific Ocean) to the north. With a population of 156.9 million people (including Madura) in mid 2024, proje ...
)
*
GNU Compiler for Java
*
IL2CPU (CIL)
*
Native Image Generator (CIL)
*
RubyMotion (
Ruby)
References
External links
Speed: NGen Revs Up Your Performance with Powerful New Features – MSDN Magazine, April 2005Mono AOT*
ttps://web.archive.org/web/20160802232148/http://gcc.gnu.org/java/ GNU Compiler for JavaAOT compilation of asm.js*
ttp://linux.sys-con.com/read/46901.htm Improving Swing Performance: JIT vs AOT Compilation – LinuxWorld Magazine, November 2004{{Webarchive, url=https://web.archive.org/web/20080612163029/http://linux.sys-con.com/read/46901.htm , date=2008-06-12
Manta
Compilers