panda-gym
Safe-Policy-Optimization
panda-gym | Safe-Policy-Optimization | |
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3 | 1 | |
450 | 287 | |
- | 1.0% | |
5.3 | 8.1 | |
5 months ago | about 1 month ago | |
Python | Python | |
MIT License | Apache License 2.0 |
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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.
Safe-Policy-Optimization
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SAFE-PANDA-GYM a modification to Panda - Gym to train Safe-RL agents
Support SafePO-Baselines to train the safe environments in our repo, which can be seen in the train_safe_rl_algorithms folder.
What are some alternatives?
dm_env - A Python interface for reinforcement learning environments
Safe-panda-gym - OpenaAI Gym Franka Emika Panda robot environment based on PyBullet.
dreamerv2 - Mastering Atari with Discrete World Models
stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
sapai - Super auto pets engine built with reinforment learning training in mind
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]
dreamer - Dream to Control: Learning Behaviors by Latent Imagination
Gymnasium-Robotics - A collection of robotics simulation environments for reinforcement learning