ray/rllib/tuned_examples/atari-duel-ddqn.yaml

33 lines
974 B
YAML

# Runs on a single g3.4xl node
# See https://github.com/ray-project/rl-experiments for results
dueling-ddqn:
env:
grid_search:
- BreakoutNoFrameskip-v4
- BeamRiderNoFrameskip-v4
- QbertNoFrameskip-v4
- SpaceInvadersNoFrameskip-v4
run: DQN
config:
double_q: true
dueling: true
num_atoms: 1
noisy: false
prioritized_replay: false
n_step: 1
target_network_update_freq: 8000
lr: .0000625
adam_epsilon: .00015
hiddens: [512]
learning_starts: 20000
buffer_size: 1000000
sample_batch_size: 4
train_batch_size: 32
schedule_max_timesteps: 2000000
exploration_final_eps: 0.01
exploration_fraction: .1
prioritized_replay_alpha: 0.5
beta_annealing_fraction: 1.0
final_prioritized_replay_beta: 1.0
num_gpus: 0.2
timesteps_per_iteration: 10000