ray/release/rllib_tests/stress_tests/atari_impala_xlarge_tests.yaml
2021-11-10 16:05:46 -08:00

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YAML

# Taken from rllib/tuned_examples/atari_impala_large.yaml
# Runs on a g3.16xl node with 5 m5.24xlarge workers
# Should take roughly 100 minutes.
atari-impala:
env:
grid_search:
- BreakoutNoFrameskip-v4
- BeamRiderNoFrameskip-v4
- QbertNoFrameskip-v4
- SpaceInvadersNoFrameskip-v4
run: IMPALA
# Minimum reward and total ts (in given time_total_s) to pass this test.
pass_criteria:
timesteps_total: 45000000
stop:
time_total_s: 3600
frameworks: [ "tf" ]
config:
num_gpus: 1
num_cpus_for_driver: 0
rollout_fragment_length: 50
train_batch_size: 500
num_workers: 128
num_envs_per_worker: 5
clip_rewards: True
lr_schedule: [
[0, 0.0005],
[20000000, 0.000000000001],
]