Git Product home page Git Product logo

ed2's Introduction

Continuous Control With Ensemble Deep Deterministic Policy Gradients

This repository is the official implementation of Continuous Control With Ensemble Deep Deterministic Policy Gradients.

image

Requirements

Before installation, please make sure you have MuJoCo engine set up on your machine. We use mujoco150 in order to be comparable with previous benchmarks on v2 environments. See this issue

To install requirements:

pip install -r requirements.txt

Training

To train the model(s) in the paper, run this command:

python run.py <experiment_specification path>

Logger automatically stops training and evaluates current policy every log_every environment interactions. The data is printed to standard output and stored on drive.

We include specifications for our most important experiments.

Path Description
specs/ed2_on_mujoco.py Benchmark of our method
specs/sac_on_mujoco.py Benchmark of our implementation of SAC
specs/sunrise_on_mujoco.py Benchmark of our implementation of SUNRISE
specc/sop_on_mujoco.py Benchmark of our implementation of SOP

Results

Our model achieves the following performance on the MuJoCo suite:

image

ed2's People

Contributors

liubruce 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.