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train_config.yaml
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train_config.yaml
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name: "vision_predictor"
general:
load_ckpt: False # if true, finetunes the model below
ckpt_file: "/path/to/model.pth"
tags: "Vision_Locomotion"
use_imgs: True # RGB
use_depth: False # Depth
frame_skip: 4 # for creating the history
lookhead: [0.8] # tuned for the speed of 0.5 m/s. Does not need to be precise, but you might want to change it for very different speeds.
optimization:
lr: 0.005
lr_decay_epochs: "10000,2000"
lr_decay_rate: 0.1
weight_decay: 5e-4
momentum: 0.9
train:
train_dir: "/home/tony/PostDoc/Projects/Proprio-Walk/data/ablation_learning_speed/ours_st4/day_1/"
val_dir: "/home/tony/PostDoc/Projects/Proprio-Walk/data/ablation_learning_speed/ours_st4/day_1/"
test_dir: ""
batch_size: 32
save_path: "ckpts/" # folder it will save save
num_workers: 8
epochs: 80
encoder:
history_len: 50 # proprioception history
predictor:
pred_hid_sizes: [128,128,64,32]