--- description: Discover the essential base callbacks in Ultralytics for training, validation, prediction, and exporting models efficiently. keywords: Ultralytics, base callbacks, training, validation, prediction, model export, ML, machine learning, deep learning --- # Reference for `ultralytics/utils/callbacks/base.py` !!! Note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) 🛠️. Thank you 🙏!
## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start



## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_end



## ::: ultralytics.utils.callbacks.base.on_train_start



## ::: ultralytics.utils.callbacks.base.on_train_epoch_start



## ::: ultralytics.utils.callbacks.base.on_train_batch_start



## ::: ultralytics.utils.callbacks.base.optimizer_step



## ::: ultralytics.utils.callbacks.base.on_before_zero_grad



## ::: ultralytics.utils.callbacks.base.on_train_batch_end



## ::: ultralytics.utils.callbacks.base.on_train_epoch_end



## ::: ultralytics.utils.callbacks.base.on_fit_epoch_end



## ::: ultralytics.utils.callbacks.base.on_model_save



## ::: ultralytics.utils.callbacks.base.on_train_end



## ::: ultralytics.utils.callbacks.base.on_params_update



## ::: ultralytics.utils.callbacks.base.teardown



## ::: ultralytics.utils.callbacks.base.on_val_start



## ::: ultralytics.utils.callbacks.base.on_val_batch_start



## ::: ultralytics.utils.callbacks.base.on_val_batch_end



## ::: ultralytics.utils.callbacks.base.on_val_end



## ::: ultralytics.utils.callbacks.base.on_predict_start



## ::: ultralytics.utils.callbacks.base.on_predict_batch_start



## ::: ultralytics.utils.callbacks.base.on_predict_batch_end



## ::: ultralytics.utils.callbacks.base.on_predict_postprocess_end



## ::: ultralytics.utils.callbacks.base.on_predict_end



## ::: ultralytics.utils.callbacks.base.on_export_start



## ::: ultralytics.utils.callbacks.base.on_export_end



## ::: ultralytics.utils.callbacks.base.get_default_callbacks



## ::: ultralytics.utils.callbacks.base.add_integration_callbacks