{ "alg_class": { "$class": "rlkit.torch.torch_rl_algorithm.OfflineTorchBatchRLAlgorithm" }, "algorithm": "behavior-cloning", "algorithm_kwargs": { "batch_size": 512, "max_path_length": 1000, "num_epochs": 0, "num_eval_steps_per_epoch": 1000, "num_trains_per_train_loop": 1000, "start_epoch": -1000 }, "d4rl": true, "env_id": "halfcheetah-medium-expert-v2", "normalize_env": true, "path_loader_kwargs": {}, "pipeline": { "$class": "rlkit.launchers.pipeline.:\noffline_init,\ncreate_eval_env,\ncreate_dataset_next_actions,\noptionally_normalize_dataset,\ncreate_policy,\ncreate_trainer,\ncreate_eval_policy,\ncreate_eval_path_collector,\ncreate_replay_buffer,\ncreate_algorithm,\nload_demos,\ntrain" }, "policy_class": { "$class": "rlkit.policies.gaussian_policy.TanhGaussianPolicy" }, "policy_kwargs": { "hidden_sizes": [ 256, 256, 256 ] }, "qf_class": { "$class": "rlkit.torch.networks.mlp.ConcatMlp" }, "qf_kwargs": { "hidden_sizes": [ 1024, 1024 ] }, "replay_buffer_class": { "$class": "rlkit.data_management.env_replay_buffer.EnvReplayBuffer" }, "replay_buffer_size": 2000000, "rollout_fn": { "$function": "rlkit.samplers.rollout_functions.rollout" }, "seed": 0, "snapshot_gap": 100, "snapshot_mode": "gap_and_last", "trainer_class": { "$class": "rlkit.torch.torch_rl_algorithm.TorchTrainer" }, "trainer_cls": { "$class": "rlkit.torch.algorithms.bc.BCTrainer" }, "trainer_kwargs": { "discount": 0.99, "policy_lr": 0.0001, "qf_lr": 0.0001, "reward_scale": 1, "soft_target_tau": 0.005, "target_update_period": 1 }, "version": "normalized-tinkywinky-256-256-256" }