33 lines
903 B
Bash
33 lines
903 B
Bash
set -e
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cd ../..
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cudaid=$1
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dataset=synthetic
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echo "HPO starts..."
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models=('lr')
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lrs=(0.5 0.01 0.1 0.05 0.005)
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local_updates=(10 30)
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personalization_regular_weight=0.1
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method=Ditto
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bs=64
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outdir=exp_out/${method}
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for (( g=0; g<${#models[@]}; g++ ))
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do
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for (( i=0; i<${#lrs[@]}; i++ ))
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do
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for (( j=0; j<${#local_updates[@]}; j++ ))
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do
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for k in {1..3}
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do
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python federatedscope/main.py --cfg federatedscope/nlp/baseline/fedavg_lr_on_synthetic.yaml federate.method ${method} dataloader.batch_size ${bs} personalization.regular_weight ${personalization_regular_weight} device ${cudaid} train.optimizer.lr ${lrs[$i]} train.local_update_steps ${local_updates[$j]} model.type ${models[$g]} seed $k outdir ${outdir}/${models[$g]}_${lrs[$i]}_${local_updates[$j]}_bs${bs}_on_${dataset}
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done
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done
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done
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done
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echo "HPO ends."
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