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Home/ Questions/Q 559107
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Editorial Team
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Editorial Team
Asked: May 13, 20262026-05-13T12:12:11+00:00 2026-05-13T12:12:11+00:00

I’ve been thinking about it lately, and it seems to me that most advantages

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I’ve been thinking about it lately, and it seems to me that most advantages given to JIT compilation should more or less be attributed to the intermediate format instead, and that jitting in itself is not much of a good way to generate code.

So these are the main pro-JIT compilation arguments I usually hear:

  1. Just-in-time compilation allows for greater portability. Isn’t that attributable to the intermediate format? I mean, nothing keeps you from compiling your virtual bytecode into native bytecode once you’ve got it on your machine. Portability is an issue in the ‘distribution’ phase, not during the ‘running’ phase.
  2. Okay, then what about generating code at runtime? Well, the same applies. Nothing keeps you from integrating a just-in-time compiler for a real just-in-time need into your native program.
  3. But the runtime compiles it to native code just once anyways, and stores the resulting executable in some sort of cache somewhere on your hard drive. Yeah, sure. But it’s optimized your program under time constraints, and it’s not making it better from there on. See the next paragraph.

It’s not like ahead-of-time compilation had no advantages either. Just-in-time compilation has time constraints: you can’t keep the end user waiting forever while your program launches, so it has a tradeoff to do somewhere. Most of the time they just optimize less. A friend of mine had profiling evidence that inlining functions and unrolling loops “manually” (obfuscating source code in the process) had a positive impact on performance on his C# number-crunching program; doing the same on my side, with my C program filling the same task, yielded no positive results, and I believe this is due to the extensive transformations my compiler was allowed to make.

And yet we’re surrounded by jitted programs. C# and Java are everywhere, Python scripts can compile to some sort of bytecode, and I’m sure a whole bunch of other programming languages do the same. There must be a good reason that I’m missing. So what makes just-in-time compilation so superior to ahead-of-time compilation?


EDIT To clear some confusion, maybe it would be important to state that I’m all for an intermediate representation of executables. This has a lot of advantages (and really, most arguments for just-in-time compilation are actually arguments for an intermediate representation). My question is about how they should be compiled to native code.

Most runtimes (or compilers for that matter) will prefer to either compile them just-in-time or ahead-of-time. As ahead-of-time compilation looks like a better alternative to me because the compiler has more time to perform optimizations, I’m wondering why Microsoft, Sun and all the others are going the other way around. I’m kind of dubious about profiling-related optimizations, as my experience with just-in-time compiled programs displayed poor basic optimizations.

I used an example with C code only because I needed an example of ahead-of-time compilation versus just-in-time compilation. The fact that C code wasn’t emitted to an intermediate representation is irrelevant to the situation, as I just needed to show that ahead-of-time compilation can yield better immediate results.

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  1. Editorial Team
    Editorial Team
    2026-05-13T12:12:11+00:00Added an answer on May 13, 2026 at 12:12 pm

    The ngen tool page spilled the beans (or at least provided a good comparison of native images versus JIT-compiled images). Executables that are compiled ahead-of-time typically have the following benefits:

    1. Native images load faster because they don’t have much startup activities, and require a static amount of fewer memory (the memory required by the JIT compiler);
    2. Native images can share library code, while JIT-compiled images cannot.

    Just-in-time compiled executables typically have the upper hand in these cases:

    1. Native images are larger than their bytecode counterpart;
    2. Native images must be regenerated whenever the original assembly or one of its dependencies is modified.

    The need to regenerate an image that is ahead-of-time compiled every time one of its components is a huge disadvantage for native images. On the other hand, the fact that JIT-compiled images can’t share library code can cause a serious memory hit. The operating system can load any native library at one physical location and share the immutable parts of it with every process that wants to use it, leading to significant memory savings, especially with system frameworks that virtually every program uses. (I imagine that this is somewhat offset by the fact that JIT-compiled programs only compile what they actually use.)

    The general consideration of Microsoft on the matter is that large applications typically benefit from being compiled ahead-of-time, while small ones generally don’t.

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