TD3-Walker2dV5 / params.json
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{
"env_config": {
"env_id": "Walker2d-v5",
"env_kwargs": {},
"max_steps": null,
"use_image": false,
"vector_env_num": 6,
"use_multi_processing": true,
"image_shape": null,
"frame_stack": 1,
"frame_skip": 1,
"training_render_mode": null
},
"device": "mps",
"learning_rate": 0.0002,
"gamma": 0.995,
"checkpoint_pathname": "",
"eval_episodes": 50,
"eval_random_seed": 42,
"eval_video_num": 10,
"total_steps": 2400000,
"hidden_sizes": [
400,
300
],
"critic_lr": 0.0003,
"replay_buffer_capacity": 1440000,
"batch_size": 256,
"update_start_step": 10000,
"policy_delay": 2,
"policy_noise": 0.2,
"noise_clip": 0.5,
"exploration_noise": {
"_type": "LinearSchedule",
"_module": "practice.utils_for_coding.scheduler_utils",
"start_e": 0.4,
"end_e": 0.05,
"duration": 200000
},
"max_action": 1.0,
"tau": 0.05,
"max_grad_norm": 0.5,
"smooth_l1_loss_beta": null
}