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task: train
defaults:
- validation: ../validation
epoch: 500
data:
batch_size: 16
image_size: ${image_size}
cpu_num: ${cpu_num}
shuffle: True
pin_memory: True
data_augment:
Mosaic: 1
# MixUp: 1
# HorizontalFlip: 0.5
RandomCrop: 1
RemoveOutliers: 1e-8
optimizer:
type: SGD
args:
lr: 0.01
weight_decay: 0.0005
momentum: 0.937
nesterov: true
loss:
objective:
BCELoss: 0.5
BoxLoss: 7.5
DFLoss: 1.5
aux:
0.25
matcher:
iou: CIoU
topk: 10
factor:
iou: 6.0
cls: 0.5
scheduler:
type: LinearLR
warmup:
epochs: 3.0
args:
total_iters: ${task.epoch}
start_factor: 1
end_factor: 0.01
ema:
enable: true
decay: 0.995
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