Giter VIP home page Giter VIP logo

Comments (6)

Niecke avatar Niecke commented on June 9, 2024 2

Just as a small benchmark: It looks like for a 15GB txt file as input, you need about 300GB RAM while loading and about 50 GB RAM while processing. I don't know if these values are influenced by the OS or anything else.

from jamspell.

ademyanchuk avatar ademyanchuk commented on June 9, 2024

Same issue, but on just 1.8 GB. Any workarounds?

from jamspell.

Desklop avatar Desklop commented on June 9, 2024

Такая же ошибка на корпусе в 310 MB, есть какое-нибудь решение?

UPD1. Всё оказалось банально и просто - не хватило свободной оперативной памяти. Для обучения на текстовом файле размером 310 MB понадобилось 5.6 GB оперативной памяти.

UPD2. Однако для оценки полученной модели потребовалось 15.1 GB оперативной памяти. Зато значение ошибки получилось 1.8% :)

from jamspell.

bakwc avatar bakwc commented on June 9, 2024

можно свап попробовать врубить

from jamspell.

loretoparisi avatar loretoparisi commented on June 9, 2024

@Niecke thanks for this benchmarks. So basically it's pretty hard to train a new model outside a scalable infrastructure like AWS EC2 instances, etc. I mean I do not have a 300GB RAM Xeon under my desk :D

from jamspell.

bakwc avatar bakwc commented on June 9, 2024
  1. Try to increase swap
  2. Try a new "JamSpellPro" version. It has optimization for training large model (it use only 1/2 of original memory usage).

JamSpellPro is available at jamspell.com

from jamspell.

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.