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Unified Robot Skill Learning Framework

Project description

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SparkMind

Unified robot skill learning on top of Hydra, LeRobot, and (for RL) Isaac Gym / RofuncRL-style stacks. Training scripts live under examples/.


Supported algorithms

Area Algorithm / model
IL
imitation learning
ACT (Action Chunking Transformer)
Diffusion policy
RL
reinforcement learning
Humanoid AMP (RofuncRL, Isaac Gym)
HOTU (skill transfer, RofuncRL)
HOTU (view / motion)
HumanGPT (humanoid imitation, RofuncRL)
VLA
vision–language–action
SmolVLA
XVLA
π₀ (PI0)
π₀.₅ (PI05)
GR00T
Wall-X

Installation

Requirements: Python 3.12, pip, and a clone of this repository.

cd /path/to/SparkMind
# pip install -e . 
pip install -e ".[all]" # install all extras

Optional simulation suites and VLA policy extras (e.g. envs, pi, xvla, all) are documented here:

docs/Installation.md

Docker build and runtime usage for the current IL / VLA image is documented here:

docs/DOCKER_USAGE_ZH.md

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