Questions tagged [jit]

Just-In-Time compilation (JIT) is a technique used to improve the performance of interpreted code by translating it to machine code.

Introduction

From Wikipedia:

In computing, just-in-time compilation (JIT), also known as dynamic translation, is a method to improve the runtime performance of computer programs based on bytecode.

JIT compilers represent a hybrid approach, with translation occurring continuously, as with interpreters, but with caching of translated code to minimize performance degradation. They also offer handling of late-bound data types and the ability to enforce security guarantees.

In a bytecode-compiled system, source code is translated to an intermediate representation known as bytecode. The JIT compiler reads the bytecode and compiles it dynamically into machine language so the program can run faster.

Tag usage

Use the tag for questions about JIT compilers. Be sure to include other relevant tags as well. For example, if your JIT question is Java-specific, include the tag.

Further reading

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Is it possible to crate inactive JIT JIRA users by default?

I have a JIRA instance setup with JIT provisioning via OIDC. Is it possible to configure JIRA so that users created by JIT provisioning are inactive by default?
John R
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Is there a way to reset JIT optimizations data at runtime?

I have a java process that benchmarks some long running function. But because of cumulative JIT optimizations every next call to the function performs better then previous calls. Just using -Xint to disable JIT is not an option, because it becomes…
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Resolving an issue with Kaleidoscope JIT compilation

This question is about an error thrown by KaleidoscopeJIT.h. I am currently following the LLVM tutorial here but adding some more classes and objects to the design. Since I am using an older version of LLVM, I am borrowing some of the code from the…
Keane Moraes
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python numba: using nopython for a function receiving a function as argument

Trying to use numba to jit my code using the nopython=True flag, I get an error for functions which receive a function as argument: import numba import numpy as np x = np.random.randn(10,10) f = lambda x :…
Uri Cohen
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PyTorch DirectML WSL no operator read_file

I'm trying to use pytorch-directml on a WSL to perform some basic image reading and build a CNN. However, I'm seeing this error when I try to call the torchvision.io.image_read function to read an image. The versions I'm on are: Python:…
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Implement Tailwind CSS as a node package after using the JIT CDN

I am using the Tailwind JIT CDN (https://beyondco.de/blog/tailwind-jit-compiler-via-cdn) However, the CDN is around 350KB big, compared to an around 10-20KB of a standard stylesheet with the Node Tailwind package. SO, I would want to use the JIT CDN…
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Python cannot pickle JIT class under multiprocessing

I was trying to use multiprocessing and set a jit class as one of the arguments of the functions so that there would be a new jit class for each process. But it shows type error below. TypeError: cannot pickle 'class1' object Below is the python…
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is there a method or a way to get CodeBlob size?

My Java application's codecache is nearly full, so I use VM.getVM().getCodeCache().iterate() dump codecache info. Then call CodeBlob.getSize() count total size. However codeBolbs' total size is not equals to JVM How to get…
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Problem writing signature for multiple inputs and outputs, where an argument can have two probable numba types

I want to njit a function with numba, where pnt_group_ids_ can be in two types, np.int64 or np.int64[::1]. : import numpy as np import numba as nb sorted_fb_i = np.array([1, 3, 4, 2, 5], np.int64) fb_groups_ids = nb.typed.List([np.array([4, 2],…
Ali_Sh
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why does my code when running using JIT in python give wrong output?

#!/home/fury/anaconda3/bin/python from numba import jit import sys @jit(nopython=True) def isprime(n): if n==2:return 1 if n%2==0:return 0 for i in range(3,int(n**0.5)+1,2): if n%i==0:return 0 return 1 def main(): …
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How to read the assembly code dump by JIT C2

Below is the assembly code dump output from JIT C2. It performs a func call (callq), but in the comment section, JIT outputs a call stack. Does this imply inline is only applied up to SomeClass::SomeMethod? Thanks for the…
Bostonian
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Numba compilation fails with nested jitclasses

The code below fails, and I've exhausted all of my guesses as to why. import numba import numpy as np from numba import int32, float64, types, deferred_type from numba.experimental import jitclass import constants p_spec = [ ('x', float64), …
Amir Afghani
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Tailwindcss JIT mode and alpine.js x-bind:class

For my project, let's say static html using alpine.js and tailwindcss v3 (JIT mode), I notice that some TW classes set only using AlpineJS x-bind:class directives are not added in the css file generated automatically using the TW watch mode. Is this…
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creating an empty list inside a numba jitclass?

I have a minimum example here for trying to create a jitclass with a typed (float64), empty list in the init: import numba from numba.experimental import jitclass @jitclass([('l',numba.types.ListType(numba.types.float64))]) class test: def…
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What is the meaning of the 'Dead' Turbofan operator?

I thought it meant unreachable or dead code following common programming terms. However, I found TurboFan builds IR like the one below while optimizing. Below code is summarized parts of sea-of-nodes IR which is originally represented by graph…
강우석
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