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ArminMasoumian authored Dec 16, 2021
1 parent a058035 commit 13a7f8a
Showing 1 changed file with 66 additions and 0 deletions.
66 changes: 66 additions & 0 deletions config/cfg_kitti_autoencoder.py
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DEPTH_LAYERS = 50
POSE_LAYERS = 18
FRAME_IDS = [0]
IMGS_PER_GPU = 5
HEIGHT = 256
WIDTH = 800

data = dict(
name = 'kitti',
split = 'exp',
height = HEIGHT,
width = WIDTH,
frame_ids = FRAME_IDS,
in_path = '/node01_data5/kitti_raw',
gt_depth_path = '/node01_data5/monodepth2-test/monodepth2/gt_depths.npz',
png = False,
stereo_scale = False,
)

model = dict(
name = 'autoencoder',
depth_num_layers = DEPTH_LAYERS,
pose_num_layers = POSE_LAYERS,
frame_ids = FRAME_IDS,
imgs_per_gpu = IMGS_PER_GPU,
height = HEIGHT,
width = WIDTH,
scales = [0, 1, 2, 3],
min_depth = 0.1,
max_depth = 100.0,
depth_pretrained_path = '/node01/jobs/io/pretrained/checkpoints/resnet/resnet{}.pth'.format(DEPTH_LAYERS),
pose_pretrained_path = '/node01/jobs/io/pretrained/checkpoints/resnet/resnet{}.pth'.format(POSE_LAYERS),
automask = True,
disp_norm = True,
use_min_construct = True,
dis=0.001,
cvt=0.001,
)

# resume_from = '/node01_data5/monodepth2-test/model/ms/ms.pth'
resume_from = None
finetune = None
total_epochs = 30
imgs_per_gpu = IMGS_PER_GPU
learning_rate = 1e-4
workers_per_gpu = 4
validate = False

optimizer = dict(type='Adam', lr=learning_rate, weight_decay=0)
optimizer_config = dict(grad_clip=dict(max_norm=35, norm_type=2))
lr_config = dict(
policy='step',
warmup='linear',
warmup_iters=500,
warmup_ratio=1.0 / 3,
step=[10,20],
gamma=0.5,
)

checkpoint_config = dict(interval=1)
log_config = dict(interval=50,
hooks=[dict(type='TextLoggerHook'),])
dist_params = dict(backend='nccl')
log_level = 'INFO'
load_from = None
workflow = [('train', 1)]

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