mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
59 lines
1.6 KiB
Bash
Executable file
59 lines
1.6 KiB
Bash
Executable file
#!/bin/bash
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export PYTHONPATH="$(pwd)"
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cifar10_LeNet_search() {
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local_dir="$PWD/results/"
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data_path="$PWD/datasets/cifar-10-batches-py"
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python pba/search.py \
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--local_dir "$local_dir" \
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--model_name LeNet \
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--data_path "$data_path" --dataset cifar10 \
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--train_size 4000 --val_size 46000 \
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--checkpoint_freq 0 \
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--name "cifar10_search" --gpu 0.15 --cpu 2 \
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--num_samples 16 --perturbation_interval 3 --epochs 150 \
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--explore cifar10 --aug_policy cifar10 \
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--lr 0.1 --wd 0.0005
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}
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cifar10_search() {
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local_dir="$PWD/results/"
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data_path="$PWD/datasets/cifar-10-batches-py"
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python pba/search.py \
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--local_dir "$local_dir" \
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--model_name wrn_40_2 \
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--data_path "$data_path" --dataset cifar10 \
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--train_size 4000 --val_size 46000 \
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--checkpoint_freq 0 \
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--name "cifar10_search" --gpu 0.15 --cpu 2 \
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--num_samples 16 --perturbation_interval 3 --epochs 200 \
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--explore cifar10 --aug_policy cifar10 \
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--lr 0.1 --wd 0.0005
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}
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svhn_search() {
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local_dir="$PWD/results/"
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data_path="$PWD/datasets/"
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python pba/search.py \
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--local_dir "$local_dir" --data_path "$data_path" \
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--model_name wrn_40_2 --dataset svhn \
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--train_size 1000 --val_size 7325 \
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--checkpoint_freq 0 \
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--name "svhn_search" --gpu 0.19 --cpu 2 \
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--num_samples 16 --perturbation_interval 3 --epochs 160 \
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--explore cifar10 --aug_policy cifar10 --no_cutout \
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--lr 0.1 --wd 0.005
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}
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if [ "$1" = "rcifar10" ]; then
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cifar10_search
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elif [ "$1" = "rsvhn" ]; then
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svhn_search
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elif [ "$1" = "LeNet" ]; then
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cifar10_LeNet_search
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else
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echo "invalid args"
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fi
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