XuanCe (1.2.4)

• Synchronized updated to the MindSpore based on version 1.2.3.

• Added support for multi-GPU distributed training.

• Updated VDAC, COMA, MFQ, MFAC, DCG, QTRAN, and other algorithms for version of 1.2.x.

• Added IAC multi-agent reinforcement learning baseline algorithm.

• Improved the training mechanism for multi-agent adversarial tasks.

• Further standardized and optimized the underlying APIs.

Full Changelog: v1.0.11...v1.2.4

XuanCe (1.2.3)

• Synchronized updates to the MindSpore version based on version 1.2.2.

• Further standardized and optimized the underlying APIs.

XuanCe (1.2.2)

• Synchronized updates to the TensorFlow 2 version based on version 1.2.1.

• Refactored the Agent module, distinguishing between on-policy and off-policy algorithms.

• Further standardized and optimized the underlying APIs.

XuanCe (1.2.1)

• Update the MARL algorithms based on version 1.2.0.

• Add support for non-parameter-sharing in multi-agent systems, with individual agent models indexed by name.

• Improve the algorithms like MADDPG and MASAC with support for RNNs.

XuanCe (1.2.0)

• Modified the environment wrapper program to facilitate adding new environments.

• Standardized the wrapping of existing single-agent and multi-agent environments.

• Organized commonly used APIs into a unified structure.

• Integrated the creation of representation, policy, and optimizer into each agent’s initialization method.

• Added support for non-parameter-sharing in MARL algorithms.

• Standardized the naming of parameters in config files.

XuanCe (1.1.1)

• Improve some algorithms, such as SAC, MASAC, DDPG, and TD3, etc.
• Add multi-robot warehouse (RWARE) environment.
• n_size -> buffer_size;
• The saving and loading of observation status;
• Unify the names of attributes for both single-agent and multi-agent DRL.

Full Changelog: v.1.2.0...v1.1.1

XuanCe (1.0.11)

Updates for XuanCe v1.0.11:

1. Support and finish test for gym-pybullet-drones environments;
2. Fix some issues for installation of xuance. Now it is more easy to install and use;
3. Improve the compatibility for MacOS with Apple's M chips;
4. Fix some other bugs.

Welcome to install and try it!

XuanCe (1.0.10)

Updates for XuanCe v1.0.10:

1. Fix some bugs for MARL;
2. Support Minigrid and gym-pybullet-drones environments;
3. Provide examples of customized environments for MARL;
4. Some other issues are solved.

Welcome to install and try it!

XuanCe (1.0.6)

A stable version of XuanCe.

XuanCe (1.0.1)

Beta version for MARL with SMAC and GFootball.