论文标题

DM_Control:连续控制的软件和任务

dm_control: Software and Tasks for Continuous Control

论文作者

Tassa, Yuval, Tunyasuvunakool, Saran, Muldal, Alistair, Doron, Yotam, Trochim, Piotr, Liu, Siqi, Bohez, Steven, Merel, Josh, Erez, Tom, Lillicrap, Timothy, Heess, Nicolas

论文摘要

DM_Control软件包是Python库和任务套件的集合,用于在表达的体型模拟中加强学习代理。 Mujoco包装器为功能和数据结构提供了方便的绑定。 PYMJCF和作曲家库可以实现程序模型操纵和任务创作。控制套件是具有标准化结构的固定任务,旨在用作性能基准。运动框架提供了高级摘要和运动任务的示例。还包括一组具有机器人臂和扣子砖的可配置的操作任务。 DM_Control可在https://www.github.com/deepmind/dm_control上公开获得

The dm_control software package is a collection of Python libraries and task suites for reinforcement learning agents in an articulated-body simulation. A MuJoCo wrapper provides convenient bindings to functions and data structures. The PyMJCF and Composer libraries enable procedural model manipulation and task authoring. The Control Suite is a fixed set of tasks with standardised structure, intended to serve as performance benchmarks. The Locomotion framework provides high-level abstractions and examples of locomotion tasks. A set of configurable manipulation tasks with a robot arm and snap-together bricks is also included. dm_control is publicly available at https://www.github.com/deepmind/dm_control

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