torch.jit.trace and torch.jit.script

Script mode is called through torch.jit.trace or torch.jit.script. Both functions are two different ways of converting python code to TorchScript. torch.jit.trace passes a specific input (usually a tensor, we need to provide an input) to a PyTorch model, and torch.jit.trace will trace The calculation process of this input in the model is then converted into […]

PyTorch JIT and TorchScript, one API improves inference performance by 50%

PyTorch supports two modes: eager mode and script mode. The eager mode is mainly used for model writing, training and debugging, and the script mode is mainly for deployment, which includes PytorchJIT and TorchScript (a serialization code format that executes efficiently in PyTorch). The script mode uses torch.jit.trace and torch.jit.script to create an intermediate representation […]

Performance optimization: JIT just-in-time compilation and AOT ahead-of-time compilation

High-quality blog posts: IT-BLOG-CN 1. Introduction The difference between JIT and AOT: Two different compilation methods. The main difference lies in whether to compile at runtime . JIT: Just-in-time Dynamic (just-in-time) compilation, compilation while running: When the program is running, the hot code is calculated according to the algorithm, and then JIT real-time compilation is […]

Postgresql source code (113) simple analysis of expression JIT calculation

Related “Postgresql source code (85) query execution – expression parser analysis (how to execute select 1 + 1)” “Postgresql source code (113) simple analysis of expression JIT calculation” 1 Common expression calculation Ordinary expression calculation occurs in the optimizer preprocess_expression. All functions that can be calculated will be calculated first and the values will be […]

Android memory optimization: the concept and harm of memory jitter

Memory thrashing is an undesirable phenomenon of memory management that affects the performance and stability of applications. This article will introduce the definition, causes, consequences and detection methods of memory thrashing from the following aspects. 1. Definition of memory jitter Memory thrashing refers to the instability caused by frequent allocation and recycling of memory. In […]

Postgresql JIT README translation

What is Just-in-Time Compilation? ================================= Just-in-Time compilation (JIT) is the process of turning some form of interpreted program evaluation into a native program, and doing so at runtime. For example, instead of using a facility that can evaluate arbitrary SQL expressions to evaluate an SQL predicate like WHERE a.col = 3, it is possible to […]

Android memory optimization: the concept and harm of memory jitter

Memory thrashing is an undesirable phenomenon of memory management that affects the performance and stability of applications. This article will introduce the definition, causes, consequences and detection methods of memory thrashing from the following aspects. 1. Definition of memory jitter Memory jitter example diagram Memory thrashing refers to the instability caused by frequent allocation and […]