GithubHelp home page GithubHelp logo

paleo-dasgd's Introduction


This is code for paper "DaSGD: Squeezing SGD Parallelization Performance in Distributed Training Using Delayed Averaging"

Installation PALEO

reference PALEO

Paleo uses the following dependencies:

  • numpy
  • click
  • six
  • cuDNN (Optional. Use --use_only_gemm to disable cuDNN heuristics)

Use pip to install the depenencies with the pinned versions:

pip install -r requirements.txt

Tested with Python 2.7, cuDNN v4 on Ubuntu 14.04.

To install Paleo, run the following command in the cloned directory:

python install

Use Our modified PALEO

Copy our file in PALEO/paleo

And, install the PALEO again

python install


Paleo provides programmatic APIs to retrieve runtime estimations.

The following is an example of V100 under weak scaling.

python paleo/ simulate ./nets/nin.json --use_only_gemm --use_pipeline --batch_size 128 --num_workers 256 --scaling weak --device_name V100 --network_name infiniband 

paleo-dasgd's People


sweetwenwen avatar





Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.