ray/rllib/tuned_examples/atari-dqn.yaml
2020-02-20 08:39:16 -08:00

33 lines
988 B
YAML

# Runs on a single g3.4xl node
# See https://github.com/ray-project/rl-experiments for results
atari-basic-dqn:
env:
grid_search:
- BreakoutNoFrameskip-v4
- BeamRiderNoFrameskip-v4
- QbertNoFrameskip-v4
- SpaceInvadersNoFrameskip-v4
run: DQN
config:
double_q: false
dueling: false
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
exploration_config:
epsilon_timesteps: 200000
final_epsilon: 0.01
prioritized_replay_alpha: 0.5
final_prioritized_replay_beta: 1.0
prioritized_replay_beta_annealing_timesteps: 2000000
num_gpus: 0.2
timesteps_per_iteration: 10000