dreamer
panda-gym
dreamer | panda-gym | |
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1 | 3 | |
485 | 450 | |
- | - | |
0.0 | 5.3 | |
over 2 years ago | 5 months ago | |
Python | Python | |
MIT License | MIT License |
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dreamer
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PyDreamer: model-based RL written in PyTorch + integrations with DM Lab and MineRL environments
Code for https://arxiv.org/abs/1912.01603 found: https://github.com/danijar/dreamer
panda-gym
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Hyperparameters for pick&place with Franka Emika manipulator
I'm trying to solve pick&place (and possibly also the other tasks in this repository) with Franka Emika Panda manipulator implemented in Mujoco. I've tried for long with stable_baseline3 but without any results, someone told me to try with RLLib because has better implementation (?), but still I can't find any solution...
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SAFE-PANDA-GYM a modification to Panda - Gym to train Safe-RL agents
We develop a modification to the Panda Gym by adding constraints to the environments like Unsafe regions and, constraints on the task. The aim is to develop an environment to test CMDPs (Constraint Markov Decision Process) / Safe-RL algorithms such as CPO, PPO - Lagrangian and algorithms developed by the team. Agents would not only have to come up with optimal policy for control and planning but also ensure they don't violate a constraint.
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Did anyone try Panda-Gym?
The acquisition of Mujoco makes Openai to remove the robotics from their repo. I had no choice but to find an alternative. Then I found https://github.com/qgallouedec/panda-gym which is built on PyBullet.
What are some alternatives?
planet - Learning Latent Dynamics for Planning from Pixels
dm_env - A Python interface for reinforcement learning environments
dreamerv2 - Mastering Atari with Discrete World Models
pydreamer - PyTorch implementation of DreamerV2 model-based RL algorithm
stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
daydreamer - DayDreamer: World Models for Physical Robot Learning
sapai - Super auto pets engine built with reinforment learning training in mind
opendr - A modular, open and non-proprietary toolkit for core robotic functionalities by harnessing deep learning
habitat-api - A modular high-level library to train embodied AI agents across a variety of tasks, environments, and simulators. [Moved to: https://github.com/facebookresearch/habitat-lab]