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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PyTorch JIT script error when Sequential container takes a Tuple input

PyTorch JIT script error when Sequential container takes a Tuple input.PyTorch This is a simple net to reproduce my error. I’m passing a Tuple to the forward method and have specified the typing. I think the error is caused by Jit inferring the…
qhu
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Fetching JIT compilation failures

Is there a way to fetch the JIT compilation failures in a running jvm? In that running jvm, using jstat it is possible to fetch the last failed compilations. But I want to see all the failed compilations since restart. 20+ failures since the…
vkm
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How can I compile OpenCL kernels written in OpenCL-C++?

I would love to be able to use C++ in my OpenCL kernels. However, the OpenCL 3.0 host-side API documentation, Section 5.8.1, says: 5.8.1. Creating Program Objects To creates a program object for a context and load source code into that object, call…
einpoklum
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How does Angular handle unused modules in NgModule.imports?

import { NgModule } from '@angular/core' @NgModule({ imports: [ AModule, BModule, CModule, DModule, EModule, FModule, GModule, IModule, JModule, KModule, // ... JustModule, ], declarations:…
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libgccjit importing function

I'm using libgccjit to build an just in time function for my test. In particular, I want to import "memcpy" function, but I'm unsure how to do it. My current guess from looking at the documentation from…
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Is there a way to work around the (SET_ADD) error in in numba given here?

I have a snippet of python code as a function here. The purpose of the code is to use the combinations tool of itertools and turn a list of pairs into a list of triplets by matching items that correlate with each other. Due to the time consuming…
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Conpiler().compile from the "dart_eval" library failed with the error "Null check operator used on a null value"

I need to write a program that will measure the execution time of various functions. Functions must be entered by the user. I looked at existing libraries for parsing mathematical formulas (expressions, function_tree, math_expressions), but they are…
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How to get JIT output for C# applications on Linux?

Let's say, we have a server with Ubuntu 22.04 and ARM64 architecture. Also, we have the latest dotnet: $ dotnet --version 7.0.102 I want to view JIT assembly output for a program, for example: C.CurrentAction() 19fc: 64616572 …
Denis
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sys_icache_invalidate() slow on M1

Following up on an earlier question of mine. I'm writing, testing and benchmarking code on a MacBook Air with the M1 CPU running macOS 13.2. I implemented the code generation approach I suggested in my question and got all tests working, compared to…
swineone
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When I am trying to run the test cases for the first time in the application I am facing JIT compiler issue

When I am trying to run the Unit test cases for the first time in angular application I am facing JIT compiler issue and all my test cases are failing. When I delete the node modules, dist folder and install them again and run the test cases then…
Batchu
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Numba fails with odeint

Here is my code which integrates two coupled ODEs from scipy.integrate import odeint import numpy as np from numba import jit, njit # Defining the RHS of the ODEs @njit def odes(x, t): dAdt = 1. - x[0] - x[0]*x[1] dBdt = x[0]*x[1] - x[1] …
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Can I update or change a cuda kernel without stopping the process?

I have a cuda kernel that I would like to udpate (ie., change anything between the checks and surf2Dwrite) without having to stop the process; is there a way to achieve some sort of JIT compilation or a microservice architecture equivalent ? If so,…
Soleil
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How to access a collection of heterogenous functions randomly?

I am implementing an evolutionary algorithm where I have a numerical genetic encoding (0-n). Where each number from 0 to n represents a function. I have implemented a numpy version where it is possible to do the following. The actual implementation…
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Got error "AttributeError: 'TimestepEmbedSequential' object has no attribute '__globals__'" while torch.jit.script()

While trying to script Stable Diffusion model using torch.jit.script(), I got this following error: AttributeError: 'TimestepEmbedSequential' object has no attribute '__globals__' I'm trying to export this model to ONNX and found out that running…
mactok
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Can not use numba in the class

I recently want to use @njit(parallel=True) in package numba to speed up my nbodysimulation code, but when I separate the original function out of the class, my code can not work anymore. How to fix this problem? The following block is the original…
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