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default.yaml
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task:
name: classification
output_dir_name: classification
batch_size: 512
max_epochs: 80
max_steps: null
target_metric: val_top5_err
target_metric_mode: min
# davit_tiny takes too long to train for us; performance was fine with custom stem
# make sure to comment out the other model when switching to davit
# model:
# name: davit_tiny.msft_in1k
# stem: custom_conv # {default, wrn_conv, custom_conv}
# wide res net
label_smoothing: 0.0
model:
name: wide_resnet50_2
kernel_size: 3
stride: 1
padding: 1
maxpool: True
train_transforms:
random_crop:
use: True
size: 64
padding: 4
padding_mode: reflect
horizontal_flip:
use: True
p: 0.5
trivial_augment:
use: True
engine:
devices: 4
sbatch_args:
time: 05:00:00
optimizer:
name: adamw_baseline
weight_decay: 1.0
evaluation:
plot:
metric: test_top1_acc
test_metric_mode: max
format: "2.2"
limits: [55, 72]