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import csv
import os
def save_losses(epoch, losses, checkpoint_directory):
with open(os.path.join(checkpoint_directory, 'loss_history.csv'), mode='a', newline='') as csv_file:
writer = csv.writer(csv_file, delimiter=';')
losses = [[
epoch,
float(losses['train_loss'].result()),
float(losses['train_mse'].result()),
float(losses['validation_mse'].result()),
float(losses['validation_psnr'].result()),
float(losses['validation_ssim'].result())
]]
writer.writerows(losses)
def save_simulation_losses(epoch, losses, checkpoint_directory):
with open(os.path.join(checkpoint_directory, 'loss_history.csv'), mode='a', newline='') as csv_file:
writer = csv.writer(csv_file, delimiter=';')
losses = [[
epoch,
float(losses['train_loss'].result()),
float(losses['train_mse'].result()),
float(losses['train_psnr'].result()),
float(losses['train_ssim'].result())
]]
writer.writerows(losses)
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