├── .gitignore ├── README.md ├── avatar ├── banner.png ├── botvsbot.mp4 ├── pr1.gif ├── qr.png ├── rlvsbotco.mp4 └── rlvsbotnoco.mp4 ├── bigrl ├── __init__.py ├── bin │ ├── serial_eval.py │ └── serial_train.py ├── core │ ├── data │ │ ├── base_replay_decoder.py │ │ ├── buffer.py │ │ ├── episode_buffer.py │ │ └── random_acess_queue.py │ ├── env │ │ ├── __init__.py │ │ ├── env_manager │ │ │ ├── __init__.py │ │ │ ├── base_env.py │ │ │ ├── env_worker │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── dummy.py │ │ │ │ └── subproc.py │ │ │ ├── utils.py │ │ │ └── venvs.py │ │ └── env_wrapper.py │ ├── league │ │ ├── __init__.py │ │ ├── algorithms.py │ │ ├── base_league.py │ │ ├── ladder │ │ │ ├── __init__.py │ │ │ ├── elo_utils.py │ │ │ └── trueskill_utils.py │ │ ├── league_api.py │ │ ├── league_default_config.yaml │ │ ├── payoff.py │ │ ├── player.py │ │ └── player_stat.py │ ├── rl_utils │ │ ├── __init__.py │ │ ├── model_update.py │ │ ├── running_mean_std.py │ │ ├── soft_update.py │ │ ├── td_lambda.py │ │ └── vtrace_util.py │ ├── torch_utils │ │ ├── __init__.py │ │ ├── checkpoint_helper.py │ │ ├── collate_fn.py │ │ ├── data_helper.py │ │ ├── detach.py │ │ ├── grad_clip.py │ │ ├── initialization.py │ │ ├── lr_scheduler │ │ │ ├── __init__.py │ │ │ ├── scheduler.py │ │ │ └── torch_scheduler.py │ │ ├── lr_scheduler_util.py │ │ ├── network │ │ │ ├── __init__.py │ │ │ ├── activation.py │ │ │ ├── encoder.py │ │ │ ├── lstm.py │ │ │ ├── nn_module.py │ │ │ ├── normalization.py │ │ │ ├── old_transformer.py │ │ │ ├── pointer_network.py │ │ │ ├── pooling.py │ │ │ ├── res_block.py │ │ │ ├── rnn.py │ │ │ ├── scatter_connection.py │ │ │ ├── soft_argmax.py │ │ │ └── transformer.py │ │ ├── optimizer.py │ │ ├── optimizer_util.py │ │ └── scheduler.py │ └── utils │ │ ├── __init__.py │ │ ├── config_helper.py │ │ ├── data_helper.py │ │ ├── default_helper.py │ │ ├── file_helper.py │ │ ├── import_helper.py │ │ ├── lock_helper.py │ │ ├── log_helper.py │ │ ├── redis_utils │ │ ├── __init__.py │ │ ├── redis-server │ │ ├── redis.conf │ │ └── redis_utils.py │ │ └── time_helper.py ├── serial │ ├── __init__.py │ ├── import_helper.py │ ├── policy │ │ ├── __init__.py │ │ ├── a2c │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── default_model_config.yaml │ │ │ │ ├── encoder.py │ │ │ │ ├── head.py │ │ │ │ └── model.py │ │ │ └── rl_loss.py │ │ ├── coma │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── default_model_config.yaml │ │ │ │ ├── encoder.py │ │ │ │ ├── head.py │ │ │ │ └── model.py │ │ │ ├── rl_loss.py │ │ │ └── utils.py │ │ ├── dqn │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── default_model_config.yaml │ │ │ │ ├── encoder.py │ │ │ │ ├── head.py │ │ │ │ └── model.py │ │ │ ├── recurr_agent.py │ │ │ └── utils.py │ │ ├── ppo │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── default_model_config.yaml │ │ │ │ ├── encoder.py │ │ │ │ ├── head.py │ │ │ │ └── model.py │ │ │ └── rl_loss.py │ │ └── vmix │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── default_model_config.yaml │ │ │ ├── encoder.py │ │ │ ├── head.py │ │ │ └── model.py │ │ │ ├── rl_loss.py │ │ │ └── utils.py │ └── worker │ │ ├── __init__.py │ │ ├── evaluator.py │ │ └── learner.py └── single │ ├── __init__.py │ ├── buffer │ ├── __init__.py │ ├── default_buffer_config.yaml │ ├── dqn_redis_buffer.py │ ├── max_use_redis_buffer.py │ └── queue_redis_buffer.py │ ├── dataloader │ ├── __init__.py │ ├── rl_max_use_redis_dataloader.py │ └── rl_queue_redis_dataloader.py │ ├── import_helper.py │ ├── policy │ ├── __init__.py │ ├── alphastar │ │ ├── __init__.py │ │ ├── agent.py │ │ ├── features.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── default_model_config.yaml │ │ │ ├── encoder.py │ │ │ ├── head.py │ │ │ └── model.py │ │ └── rl_loss.py │ └── impala │ │ ├── __init__.py │ │ ├── agent.py │ │ ├── features.py │ │ ├── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ └── model.py │ │ └── rl_loss.py │ ├── storage │ └── model_storage.py │ └── worker │ ├── __init__.py │ ├── actor │ ├── actor.py │ ├── actor_comm.py │ ├── base_actor.py │ ├── default_actor_config.yaml │ └── fake_actor_comm.py │ ├── evaluator │ └── evaluator.py │ ├── learner │ ├── base_learner.py │ ├── default_learner_config.yaml │ ├── learner_comm.py │ ├── rl_dataloader.py │ └── rl_learner.py │ └── trainer │ ├── default_redis_config.yaml │ └── trainer.py ├── entry ├── serial_train │ ├── evaluator.sh │ ├── local_evaluator.sh │ ├── local_trainer.sh │ └── trainer.sh └── single_train │ ├── evaluator.sh │ ├── local_evaluator.sh │ ├── local_trainer.sh │ └── trainer.sh ├── game_zoo └── gobigger │ ├── __init__.py │ ├── actor.py │ ├── config │ ├── default_alphastar_loss_config.yaml │ ├── default_coma_config.yaml │ ├── default_dqn_config.yaml │ ├── default_mappo_config.yaml │ ├── default_ppo_config.yaml │ ├── default_qmix_config.yaml │ └── default_vmix_config.yaml │ ├── env │ ├── default_env_config.yaml │ └── env.py │ ├── league │ ├── __init__.py │ ├── league.py │ ├── payoff.py │ ├── player.py │ └── player_stat.py │ └── pipelines │ ├── __init__.py │ ├── alphastar_loss │ ├── __init__.py │ ├── agent.py │ ├── default_agent_config.yaml │ ├── features.py │ ├── loss │ │ ├── __init__.py │ │ ├── default_rl_loss_config.yaml │ │ ├── rl_loss.py │ │ └── utils.py │ ├── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ ├── model.py │ │ └── network │ │ │ ├── __init__.py │ │ │ ├── activation.py │ │ │ ├── encoder.py │ │ │ ├── nn_module.py │ │ │ ├── normalization.py │ │ │ ├── res_block.py │ │ │ ├── rnn.py │ │ │ ├── scatter_connection.py │ │ │ ├── soft_argmax.py │ │ │ └── transformer.py │ └── rl_learner.py │ ├── bot │ └── agent.py │ ├── bot_top1 │ └── agent.py │ ├── dqn │ ├── __init__.py │ ├── agent.py │ ├── env_status.py │ ├── features.py │ └── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ ├── model.py │ │ └── network │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── encoder.py │ │ ├── nn_module.py │ │ ├── normalization.py │ │ ├── res_block.py │ │ ├── rnn.py │ │ ├── scatter_connection.py │ │ ├── soft_argmax.py │ │ └── transformer.py │ ├── serial_coma │ ├── __init__.py │ ├── agent.py │ ├── env_status.py │ ├── features.py │ ├── learner.py │ └── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ ├── model.py │ │ ├── network │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── encoder.py │ │ ├── nn_module.py │ │ ├── normalization.py │ │ ├── res_block.py │ │ ├── rnn.py │ │ ├── scatter_connection.py │ │ ├── soft_argmax.py │ │ └── transformer.py │ │ └── value_encoder.py │ ├── serial_dqn │ ├── __init__.py │ ├── agent.py │ ├── env_status.py │ ├── features.py │ ├── learner.py │ └── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ ├── model.py │ │ └── network │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── encoder.py │ │ ├── nn_module.py │ │ ├── normalization.py │ │ ├── res_block.py │ │ ├── rnn.py │ │ ├── scatter_connection.py │ │ ├── soft_argmax.py │ │ └── transformer.py │ ├── serial_mappo │ ├── __init__.py │ ├── agent.py │ ├── env_status.py │ ├── features.py │ ├── learner.py │ └── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ ├── model.py │ │ └── network │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── encoder.py │ │ ├── nn_module.py │ │ ├── normalization.py │ │ ├── res_block.py │ │ ├── rnn.py │ │ ├── scatter_connection.py │ │ ├── soft_argmax.py │ │ └── transformer.py │ ├── serial_ppo │ ├── __init__.py │ ├── agent.py │ ├── env_status.py │ ├── features.py │ ├── learner.py │ └── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ ├── model.py │ │ └── network │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── encoder.py │ │ ├── nn_module.py │ │ ├── normalization.py │ │ ├── res_block.py │ │ ├── rnn.py │ │ ├── scatter_connection.py │ │ ├── soft_argmax.py │ │ └── transformer.py │ ├── serial_qmix │ ├── __init__.py │ ├── agent.py │ ├── env_status.py │ ├── features.py │ ├── learner.py │ └── model │ │ ├── __init__.py │ │ ├── default_model_config.yaml │ │ ├── encoder.py │ │ ├── head.py │ │ ├── mixer.py │ │ ├── model.py │ │ └── network │ │ ├── __init__.py │ │ ├── activation.py │ │ ├── encoder.py │ │ ├── nn_module.py │ │ ├── normalization.py │ │ ├── res_block.py │ │ ├── rnn.py │ │ ├── scatter_connection.py │ │ ├── soft_argmax.py │ │ └── transformer.py │ └── serial_vmix │ ├── __init__.py │ ├── agent.py │ ├── env_status.py │ ├── features.py │ ├── learner.py │ └── model │ ├── __init__.py │ ├── default_model_config.yaml │ ├── encoder.py │ ├── head.py │ ├── model.py │ ├── network │ ├── __init__.py │ ├── activation.py │ ├── encoder.py │ ├── nn_module.py │ ├── normalization.py │ ├── res_block.py │ ├── rnn.py │ ├── scatter_connection.py │ ├── soft_argmax.py │ └── transformer.py │ └── value_encoder.py └── setup.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/opendilab/Gobigger-Explore/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/opendilab/Gobigger-Explore/HEAD/README.md -------------------------------------------------------------------------------- /avatar/banner.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/opendilab/Gobigger-Explore/HEAD/avatar/banner.png -------------------------------------------------------------------------------- /avatar/botvsbot.mp4: 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