tia/Dreamer/train_configs/tia.yaml

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2023-07-17 08:48:01 +00:00
dmc:
logdir: /media/vedant/cpsDataStorageWK/Vedant/tia_logs
video_dir_train: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/train/
video_dir_test: /media/vedant/cpsDataStorageWK/Vedant/natural_video_setting/test/
debug: False
seed: 0
steps: 1000000.0
snapshot_every: 20000.0
eval_every: 5000.0
log_every: 5000.0
image_size: 64
log_scalars: true
log_images: true
gpu_growth: true
precision: 16
task: dmc_cheetah_run_driving
envs: 1
parallel: none
action_repeat: 2
time_limit: 1000
prefill: 5000
eval_noise: 0.0
clip_rewards: none
deter_size: 200
stoch_size: 30
disen_deter_size: 200
disen_stoch_size: 30
num_units: 400
dense_act: elu
cnn_act: relu
cnn_depth: 26
disen_cnn_depth: 26
pcont: false
free_nats: 3.0
num_reward_opt_iters: 20
disen_neg_rew_scale: 20000.0
disen_rec_scale: 1.5
disen_kl_scale: 1.0
kl_scale: 1.0
reward_scale: 1.0
pcont_scale: 10.0
weight_decay: 0.0
weight_decay_pattern: .*
batch_size: 50
batch_length: 50
train_every: 1000
train_steps: 100
pretrain: 100
disen_reward_lr: 0.0006
model_lr: 0.0006
value_lr: 8.0e-05
actor_lr: 8.0e-05
grad_clip: 100.0
dataset_balance: false
discount: 0.99
disclam: 0.95
horizon: 15
action_dist: tanh_normal
action_init_std: 5.0
expl: additive_gaussian
expl_amount: 0.3
expl_decay: 0.0
expl_min: 0.0
debug:
debug: True
pretrain: 1
prefill: 1
train_steps: 1
batch_size: 10
batch_length: 20