default:
    trainer: ppo
    batch_size: 1024
    beta: 5.0e-3
    buffer_size: 10240
    epsilon: 0.2
    gamma: 0.99
    hidden_units: 128
    lambd: 0.95
    learning_rate: 3.0e-4
    max_steps: 5.0e4
    memory_size: 256
    normalize: false
    num_epoch: 3
    num_layers: 2
    time_horizon: 64
    sequence_length: 64
    summary_freq: 1000
    use_recurrent: false

PushBlockBrain:
    max_steps: 2.0e5
    batch_size: 1048
    buffer_size: 10240
    beta: 1.0e-2
    hidden_units: 128
    summary_freq: 2000
    time_horizon: 64
    num_layers: 2

StrikerBrain:
    max_steps: 1.0e5
    batch_size: 128
    buffer_size: 2048
    beta: 5.0e-3
    hidden_units: 256
    summary_freq: 2000
    time_horizon: 128
    num_layers: 2
    normalize: false

GoalieBrain:
    max_steps: 1.0e5
    batch_size: 128
    buffer_size: 2048
    beta: 5.0e-3
    hidden_units: 256
    summary_freq: 2000
    time_horizon: 128
    num_layers: 2
    normalize: false

Ball3DBrain:
    normalize: true

BouncerBrain:
    normalize: true
    max_steps: 5.0e5
    num_layers: 2
    hidden_units: 56

CrawlerBrain:
    normalize: true
    num_epoch: 3
    time_horizon: 1000
    batch_size: 2024
    buffer_size: 20240
    gamma: 0.995
    max_steps: 1e6
    summary_freq: 3000

ReacherBrain:
    normalize: true
    num_epoch: 3
    time_horizon: 1000
    batch_size: 2024
    buffer_size: 20240
    gamma: 0.995
    max_steps: 1e6
    summary_freq: 3000

BrainWallJumpCC:
    max_steps: 2.0e5
    num_layers: 2
    beta: 5.0e-4
    hidden_units: 256
    use_recurrent: true
    sequence_length: 32
    time_horizon: 32
    batch_size: 32
    buffer_size: 320

Ball3DHardBrain:
    max_steps: 5.0e4
    num_layers: 2
    normalize: true
    num_epoch: 3
    beta: 5.0e-4
    hidden_units: 64

    use_recurrent: true
    sequence_length: 8
    time_horizon: 8
    batch_size: 32
    buffer_size: 320

HallwayBrainDC:
    num_layers: 3
    hidden_units: 256
    beta: 1.0e-2
    gamma: 0.99
    num_epoch: 3
    buffer_size: 512
    batch_size: 64
    max_steps: 5.0e5
    summary_freq: 1000
    time_horizon: 64

BrainWallJumpDC:
    use_recurrent: true
    sequence_length: 64
    num_layers: 2
    hidden_units: 128
    beta: 1.0e-2
    gamma: 0.99
    num_epoch: 3
    buffer_size: 16
    batch_size: 2
    max_steps: 5.0e5
    summary_freq: 1000
    time_horizon: 64

HallwayBrainDCLSTM:
    use_recurrent: true
    sequence_length: 64
    num_layers: 2
    hidden_units: 128
    beta: 1.0e-2
    gamma: 0.99
    num_epoch: 3
    buffer_size: 16
    batch_size: 2
    max_steps: 5.0e5
    summary_freq: 1000
    time_horizon: 64

GridWorldBrain:
    batch_size: 32
    normalize: false
    num_layers: 1
    hidden_units: 256
    beta: 5.0e-3
    gamma: 0.9
    buffer_size: 256
    max_steps: 5.0e5
    summary_freq: 2000
    time_horizon: 5

BasicBrain:
    batch_size: 32
    normalize: false
    num_layers: 1
    hidden_units: 20
    beta: 5.0e-3
    gamma: 0.9
    buffer_size: 256
    max_steps: 5.0e5
    summary_freq: 2000
    time_horizon: 3

StudentBrain:
    trainer: imitation
    max_steps: 10000
    summary_freq: 1000
    brain_to_imitate: TeacherBrain
    batch_size: 16
    batches_per_epoch: 5
    num_layers: 4
    hidden_units: 64
    use_recurrent: false
    sequence_length: 16
    buffer_size: 128