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script.sh
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script.sh
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#!/bin/sh
# source /shared/virtualenvs/cnn/bin/activate
optim="adamw sgd adadelta" # Optimizer to use
batch_sizes="16 32" # Batch sizes to iterate over
learning_rates="0.001 0.0001" # Learning rates to iterate over
epochs=200 # Number of epochs
save_model_path="results" # Path to save the trained models
seed=42 # Random seed
log_interval=20 # Log interval during training
# Iterate over batch sizes
for optim in $optim
do
for batch_size in $batch_sizes
do
# Iterate over learning rates
for learning_rate in $learning_rates
do
echo "Training with batch size: $batch_size, learning rate: $learning_rate, optimizer: $optim"
# Launch training command
python3 scripts/train.py --batch-size=$batch_size --optim=$optim \
--epochs=$epochs --lr=$learning_rate --save-model-path=$save_model_path \
--seed=$seed --log-interval=$log_interval
echo "Training completed with batch size: $batch_size, learning rate: $learning_rate, optimizer: $optim"
done
done
done