Code Monkey home page Code Monkey logo

evoxbench's Introduction

Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment [arXiv]

Introduction to EvoXBench

  • Click on the image to watch the video.

Watch the video

  • Please note that the calculation of IGD is only applicable to problems derived from search spaces that can be exhaustively evaluated (i.e., C-10/MOP1 - C-10/MOP7). This is because the true Pareto Fronts are available for such problems. For problems derived on the basis of surrogate models (i.e., C-10/MOP8 - C-10/MOP9 and IN-1K/MOP1 - IN-1K/MOP9), the true Pareto Fronts are unknown and we cannot calculate IGD.

Preparation Steps

  1. Download the following two requried files:

  2. pip install evoxbench to install the benchmark.

  3. Configure the benchmark via the following steps:

    from evoxbench.database.init import config

    config("Path to databae", "Path to data")
    # For example
    # If you have the following structure
    # /home/Downloads/
    # └─ database/
    # |  |  __init__.py
    # |  |  db.sqlite3
    # |  |  ...
    # |  
    # └─ data/
    #    └─ darts/
    #    └─ mnv3/
    #    └─ ...
    # Then you should do:
    # config("/home/Downloads/database", "/home/Downloads/data")

Database

Visit this webpage for more information: https://github.com/liuxukun2000/evoxdatabase

Support

  • You can ask any question in issues block and upload your contribution by pulling request (PR).
  • If you have any question, please join the QQ group to ask questions (Group number: 297969717).

Acknowledgement

Codes are developed upon: NAS-Bench-101 , NAS-Bench-201, NAS-Bench-301 , NATS-Bench , Once for All , AutoFormer, Django , pymoo

evoxbench's People

Contributors

zhenyu2liang avatar mikelzc1990 avatar billhuang2001 avatar liuxukun2000 avatar

Watchers

James Cloos avatar

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.