Giter Site home page Giter Site logo

tfe_v_pytorch's Introduction

TensorFlow Eager versus PyTorch

Quick Benchmark: Linear Regression

With the release candidate of TensorFlow 1.7, TensorFlow Eager (TFE) will soon be ready for widespread use (https://github.com/tensorflow/tensorflow/releases). TFE was likely designed in response to PyTorch's popular and user-friendly software development experience. But, how does TFE's performance compare to PyTorch? As a quick experiment, two Jupyter notebooks included in this repository, based off of a TFE example, were run on a desktop machine with the following hardware and software:

  • Hardware:
    • NVIDIA Titan X (Pascal)
  • Software:
    • Operating System: Ubuntu 16.04.4 LTS (GNU/Linux 4.13.0-37-generic x86_64)
    • NVIDIA driver 390.48
    • CUDA 9.1.85-1
    • cuDNN 7.1.2
    • TensorFlow 1.7.0 COMPILED FROM SOURCE
    • PyTorch 0.3.1 COMPILED FROM SOURCE

tfe_v_pytorch's People

Contributors

agent007 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.