Code Monkey home page Code Monkey logo

cs498final's Introduction

The wandb key has been commented out in BC.py for privacy; fill in "XXXXXXX" with your key to make it runnable.

Dependency

torch==1.10.0

stable-baselines3==1.6.2

scipy 1.8.0

scikit-learn 1.2.2

matplotlib

numpy

mujoco_py==2.1.2.14 (and mujoco210)

imageio==2.16.1

gym==0.21.0

dm-control==1.0.7

dmc2gym (https://github.com/denisyarats/dmc2gym)

wandb

How to Run

For the comments below, (A, B) \in {(walker, walk), (reacher, easy), (cartpole, swingup)}

generation of dataset

python SAC_expert.py --train_agent 2 --domain_name A --task_name B

running BC

python BC.py --domain_name A --task_name B --encode_method simclr / vicreg / vinn --actor_method bc / nn_euccore_soft / nn_mancore_hard --arch resnet18

python BC.py --domain_name A --task_name B --encode_method da --aug crop / translate --actor_method bc --arch resnet18

use --load 1 if you have trained representations before and want to directly start BC/NN.

cs498final's People

Contributors

kaiyan289 avatar

Watchers

 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.