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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behaviors:
3DBall:
trainer: ppo
batch_size: 64
beta: 0.001
buffer_size: 12000
epsilon: 0.2
hidden_units: 128
lambd: 0.99
learning_rate: 3.0e-4
learning_rate_schedule: linear
max_steps: 5.0e5
memory_size: 128
normalize: true
num_epoch: 3
num_layers: 2
time_horizon: 1000
sequence_length: 64
summary_freq: 12000
use_recurrent: false
vis_encode_type: simple
reward_signals:
extrinsic:
strength: 1.0
gamma: 0.99
parameter_randomization:
resampling-interval: 5000
mass:
sampler-type: "uniform"
min_value: 0.5
max_value: 10
gravity:
sampler-type: "uniform"
min_value: 7
max_value: 12
scale:
sampler-type: "uniform"
min_value: 0.75
max_value: 3