Code Monkey home page Code Monkey logo

Comments (4)

frankfliu avatar frankfliu commented on May 23, 2024

This is expected behavior:

  1. When you use TensorFlow engine, TensorFlow create native memory. On Java side, we don't have control to make TensorFlow release memory back to system. In general, you won't see system memory usage reduce until you stop the application.
  2. But this doesn't mean there is memory leak, when close NDArray, TensorFlow will free up internal memory allocation, and reuse the memory to create another NDArray. Usually the total memory will stablize at peak, and won't always increase.
  3. You need to make sure to close NDArray (or Model, Predictor etc) to ensure no native memory leak.

from djl.

BOOMXIKA avatar BOOMXIKA commented on May 23, 2024

After I execute this method a few more times, the os will crash and jvm will throw an exception of "EXCEPTION_UNCAUGHT-CXX-EXCEPTION (0xe06d7363) at pc=0x00007ffd468c53ac, pid=25956, tid=27768",is this correct?

from djl.

frankfliu avatar frankfliu commented on May 23, 2024

Looks like there is something wrong with your code.

Can you take a look our springboot example: https://github.com/deepjavalibrary/djl-spring-boot-starter-demo. That project doesn't have memory leak issue.

from djl.

BOOMXIKA avatar BOOMXIKA commented on May 23, 2024

I understand what you're saying "But this doesn't mean there is memory leak"!
Now,My question is how to implement memory recycling?The meaning is that when I don't need to use these models, they won't take up native memory.

from djl.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.