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[CI] Better hyperparameters for Pyramids-SAC, WalkerStatic-SAC, and Reacher-PPO (#4154)

/MLA-1734-demo-provider
GitHub 5 年前
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1308b344
共有 3 个文件被更改,包括 15 次插入15 次删除
  1. 6
      config/ppo/Reacher.yaml
  2. 14
      config/sac/Pyramids.yaml
  3. 10
      config/sac/WalkerStatic.yaml

6
config/ppo/Reacher.yaml


Reacher:
trainer_type: ppo
hyperparameters:
batch_size: 2024
buffer_size: 20240
batch_size: 512
buffer_size: 20480
beta: 0.005
beta: 0.001
epsilon: 0.2
lambd: 0.95
num_epoch: 3

14
config/sac/Pyramids.yaml


learning_rate: 0.0003
learning_rate_schedule: constant
batch_size: 128
buffer_size: 500000
buffer_init_steps: 10000
buffer_size: 2000000
buffer_init_steps: 1000
tau: 0.01
steps_per_update: 10.0
save_replay_buffer: false

normalize: false
hidden_units: 256
num_layers: 2
hidden_units: 512
num_layers: 3
gamma: 0.99
gamma: 0.995
strength: 0.02
strength: 0.01
encoding_size: 128
learning_rate: 0.0003
use_actions: true

max_steps: 10000000
max_steps: 3000000
time_horizon: 128
summary_freq: 30000
threaded: true

10
config/sac/WalkerStatic.yaml


hyperparameters:
learning_rate: 0.0003
learning_rate_schedule: constant
batch_size: 256
buffer_size: 500000
batch_size: 1024
buffer_size: 2000000
buffer_init_steps: 0
tau: 0.005
steps_per_update: 30.0

network_settings:
normalize: true
hidden_units: 512
num_layers: 4
hidden_units: 256
num_layers: 3
vis_encode_type: simple
reward_signals:
extrinsic:

max_steps: 20000000
max_steps: 15000000
time_horizon: 1000
summary_freq: 30000
threaded: true
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