GitHub - openai/random-network-distillation: Code for the paper "Exploration by Random Network Distillation"

Status: Archive (code is provided as-is, no updates expected)

Exploration by Random Network Distillation

Yuri Burda*, Harri Edwards*, Amos Storkey, Oleg Klimov
*equal contribution

OpenAI
University of Edinburgh

Installation and Usage

The following command should train an RND agent on Montezuma's Revenge

python run_atari.py --gamma_ext 0.999

To use more than one gpu/machine, use MPI (e.g. mpiexec -n 8 python run_atari.py --num_env 128 --gamma_ext 0.999 should use 1024 parallel environments to collect experience on an 8 gpu machine).

Name		Name	Last commit message	Last commit date
Latest commit History 11 Commits
policies		policies
.gitignore		.gitignore
README.md		README.md
atari_wrappers.py		atari_wrappers.py
cmd_util.py		cmd_util.py
console_util.py		console_util.py
load_log.py		load_log.py
monitor.py		monitor.py
mpi_util.py		mpi_util.py
ppo_agent.py		ppo_agent.py
recorder.py		recorder.py
replayer.py		replayer.py
run_atari.py		run_atari.py
stochastic_policy.py		stochastic_policy.py
tf_util.py		tf_util.py
utils.py		utils.py
vec_env.py		vec_env.py

openai/random-network-distillation

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