Unity 机器学习代理工具包 (ML-Agents) 是一个开源项目,它使游戏和模拟能够作为训练智能代理的环境。
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default:
trainer: offline_bc
batch_size: 64
beta: 5.0e-3
hidden_units: 128
learning_rate: 3.0e-4
max_steps: 5.0e4
memory_size: 256
batches_per_epoch: 10
time_horizon: 64
num_epoch: 5
num_layers: 2
summary_freq: 1000
use_recurrent: false
sequence_length: 32
demo_path: ./UnitySDK/Assets/Demonstrations/Crawler_test.demo
HallwayBrain:
trainer: offline_bc
max_steps: 5.0e5
num_epoch: 5
batch_size: 64
batches_per_epoch: 5
num_layers: 2
hidden_units: 128
sequence_length: 16
buffer_size: 512
use_recurrent: true
memory_size: 256
sequence_length: 32
demo_path: ./UnitySDK/Assets/Demonstrations/Hallway.demo
StudentBrain:
trainer: online_bc
max_steps: 10000
summary_freq: 1000
brain_to_imitate: TeacherBrain
batch_size: 16
batches_per_epoch: 5
num_layers: 4
hidden_units: 64
sequence_length: 16
buffer_size: 128
StudentRecurrentBrain:
trainer: online_bc
max_steps: 10000
summary_freq: 1000
brain_to_imitate: TeacherBrain
batch_size: 16
batches_per_epoch: 5
num_layers: 4
hidden_units: 64
use_recurrent: true
sequence_length: 32
buffer_size: 128