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# Hyperparameters for training | |
# To set range- | |
# Provide min and max values as: | |
# parameter: | |
# | |
# min: scalar | |
# max: scalar | |
# OR | |
# | |
# Set a specific list of search space- | |
# parameter: | |
# values: [scalar1, scalar2, scalar3...] | |
# | |
# You can use grid, bayesian and hyperopt search strategy | |
# For more info on configuring sweeps visit - https://docs.wandb.ai/guides/sweeps/configuration | |
program: utils/loggers/wandb/sweep.py | |
method: random | |
metric: | |
name: metrics/mAP_0.5 | |
goal: maximize | |
parameters: | |
# hyperparameters: set either min, max range or values list | |
data: | |
value: "data/coco128.yaml" | |
batch_size: | |
values: [64] | |
epochs: | |
values: [10] | |
lr0: | |
distribution: uniform | |
min: 1e-5 | |
max: 1e-1 | |
lrf: | |
distribution: uniform | |
min: 0.01 | |
max: 1.0 | |
momentum: | |
distribution: uniform | |
min: 0.6 | |
max: 0.98 | |
weight_decay: | |
distribution: uniform | |
min: 0.0 | |
max: 0.001 | |
warmup_epochs: | |
distribution: uniform | |
min: 0.0 | |
max: 5.0 | |
warmup_momentum: | |
distribution: uniform | |
min: 0.0 | |
max: 0.95 | |
warmup_bias_lr: | |
distribution: uniform | |
min: 0.0 | |
max: 0.2 | |
box: | |
distribution: uniform | |
min: 0.02 | |
max: 0.2 | |
cls: | |
distribution: uniform | |
min: 0.2 | |
max: 4.0 | |
cls_pw: | |
distribution: uniform | |
min: 0.5 | |
max: 2.0 | |
obj: | |
distribution: uniform | |
min: 0.2 | |
max: 4.0 | |
obj_pw: | |
distribution: uniform | |
min: 0.5 | |
max: 2.0 | |
iou_t: | |
distribution: uniform | |
min: 0.1 | |
max: 0.7 | |
anchor_t: | |
distribution: uniform | |
min: 2.0 | |
max: 8.0 | |
fl_gamma: | |
distribution: uniform | |
min: 0.0 | |
max: 4.0 | |
hsv_h: | |
distribution: uniform | |
min: 0.0 | |
max: 0.1 | |
hsv_s: | |
distribution: uniform | |
min: 0.0 | |
max: 0.9 | |
hsv_v: | |
distribution: uniform | |
min: 0.0 | |
max: 0.9 | |
degrees: | |
distribution: uniform | |
min: 0.0 | |
max: 45.0 | |
translate: | |
distribution: uniform | |
min: 0.0 | |
max: 0.9 | |
scale: | |
distribution: uniform | |
min: 0.0 | |
max: 0.9 | |
shear: | |
distribution: uniform | |
min: 0.0 | |
max: 10.0 | |
perspective: | |
distribution: uniform | |
min: 0.0 | |
max: 0.001 | |
flipud: | |
distribution: uniform | |
min: 0.0 | |
max: 1.0 | |
fliplr: | |
distribution: uniform | |
min: 0.0 | |
max: 1.0 | |
mosaic: | |
distribution: uniform | |
min: 0.0 | |
max: 1.0 | |
mixup: | |
distribution: uniform | |
min: 0.0 | |
max: 1.0 | |
copy_paste: | |
distribution: uniform | |
min: 0.0 | |
max: 1.0 | |