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crafter-baselines's Introduction

Hi there ๐Ÿ‘‹

๐Ÿค–ย  AI Algorithms

dreamerv3 Mastering Diverse Domains through World Models
daydreamer DayDreamer: World Models for Physical Robot Learning
director Deep Hierarchical Planning from Pixels
dreamerv2* Mastering Atari with Discrete World Models
dreamer* Dream to Control: Learning Behaviors by Latent Imagination
planet* Learning Latent Dynamics for Planning from Pixels
batch-ppo* Efficient Batched Reinforcement Learning in TensorFlow

๐Ÿ› ๏ธย  Tools

elements Building blocks for productive research
granular Fast format and loader for datasets
ninjax General Modules for JAX
teleport Efficiently send large arrays across machines
handout Turn Python scripts into handouts with Markdown and figures

๐Ÿ“ˆย  Benchmarks

crafter Benchmarking the Spectrum of Agent Capabilities
diamond_env Standardized Minecraft Diamond task for reinforcement learning

ย * Archived

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crafter-baselines's Issues

Code for dreamerv2 baseline doesn't work

Hello,

First thanks for making this awesome lightweight environment! I'm trying to run the dreamerv2 baseline in this repo but the code doesn't work. Clearly, it is because dv2.configs is a dict so dv2.configs.crafter would cause error.

When I looked at the dreamerv2 code and tried to fix it, I got a bit confused about how configurations are handled (e.g., there is a crafter entry in configs.yaml but the --configs flag doesn't seem to do anything...). Also, I saw your reply to an issue that indicates the right hyperparameters for Crafter, but these are not present in this repo (i.e. main.py), nor in the dreamerv2 repo.

So I wonder if you can point out what's the exact way to reproduce the dreamerv2 results on crafter with the right hyperparameters? It would be even better if you could just provide a runnable version in this baseline repo. Many thanks!

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