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| # installation | |
| !pip install knockknock #For sending message to telegram | |
| # Importation | |
| from knockknock import telegram_sender | |
| from kaggle_secrets import UserSecretsClient | |
| user_secrets = UserSecretsClient() | |
| token = user_secrets.get_secret("token") | |
| chat_id = user_secrets.get_secret("chat_id") | |
| # Utilisation | |
| @telegram_sender(token=token, chat_id=int(chat_id)) | |
| def train(): | |
| history = model.fit( | |
| train_dataset, | |
| epochs=EPOCHS, | |
| callbacks=[lr_schedule], | |
| steps_per_epoch=STEPS_PER_EPOCH, | |
| validation_data=valid_dataset) | |
| string = 'Train acc:{:.4f} Train loss:{:.4f},Val acc:{:.4f} Val loss:{:.4f}'.format( \ | |
| model.history.history['categorical_accuracy'][-1],model.history.history['loss'][-1],\ | |
| model.history.history['val_categorical_accuracy'][-1],model.history.history['val_loss'][-1]) | |
| return string | |
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