WebIn this paper, we present Tianshou, a highly modularized Python library for deep reinforcement learning (DRL) that uses PyTorch as its backend. Tianshou intends to be research-friendly by providing a flexible and reliable infrastructure of DRL algorithms. It supports online and offline training with more than 20 classic algorithms through a unified … WebThe table below compares the performance of Tianshou against published results on OpenAI Gym MuJoCo benchmarks. We use max average return in 1M timesteps as the reward metric. ~ means the result is approximated from the plots because quantitative results are not provided. - means results are not provided.
来自本科生的暴击:清华开源「天授」强化学习平台,纯PyTorch …
Web欢迎查看天授平台中文文档. 支持自定义环境,包括任意类型的观测值和动作值(比如一个字典、一个自定义的类),详见 自定义环境与状态表示. 支持 N-step bootstrap 采样方式 compute_nstep_return () 和优先级经验重放 PrioritizedReplayBuffer 在任意基于Q学习的算法 … Web29 iul. 2024 · Tianshou aims to provide building blocks to replicate common RL experiments and has officially supported more than 15 classic algorithms succinctly. To facilitate related research and prove Tianshou's reliability, we release Tianshou's benchmark of MuJoCo environments, covering 9 classic algorithms and 9/13 Mujoco tasks with state-of-the-art ... oxfam - fashion fighting poverty
Tianshou - An elegant PyTorch deep reinforcement learning library ...
WebThe Atari/Mujoco benchmark results are under examples/atari/ and examples/mujoco/ folders. Our Mujoco result can beat most of existing benchmark. ... Tianshou was previously a reinforcement learning platform based on TensorFlow. You can check out the branch priv for more detail. WebWe benchmarked Tianshou algorithm implementations in 9 out of 13 environments from the MuJoCo Gym task suite [1]. For each supported algorithm and supported mujoco environments, we provide: Default hyperparameters used for benchmark and scripts to reproduce the benchmark; A comparison of performance (or code level details) with … WebIntel AI LAB的Coach:这是一个基于tf1.14的rl库,实现了经典RL算法,甚至有一些上面两个没实现的算法它也实现了。. 优点我觉得是他对RL Framework的设计很模块化,比如整 … oxfam affairscloud