# YOLOv5 🚀 by Ultralytics, GPL-3.0 license """ Callback utils """ import threading class Callbacks: """" Handles all registered callbacks for YOLOv5 Hooks """ def __init__(self): # Define the available callbacks self._callbacks = { 'on_pretrain_routine_start': [], 'on_pretrain_routine_end': [], 'on_train_start': [], 'on_train_epoch_start': [], 'on_train_batch_start': [], 'optimizer_step': [], 'on_before_zero_grad': [], 'on_train_batch_end': [], 'on_train_epoch_end': [], 'on_val_start': [], 'on_val_batch_start': [], 'on_val_image_end': [], 'on_val_batch_end': [], 'on_val_end': [], 'on_fit_epoch_end': [], # fit = train + val 'on_model_save': [], 'on_train_end': [], 'on_params_update': [], 'teardown': [],} self.stop_training = False # set True to interrupt training def register_action(self, hook, name='', callback=None): """ Register a new action to a callback hook Args: hook: The callback hook name to register the action to name: The name of the action for later reference callback: The callback to fire """ assert hook in self._callbacks, f"hook '{hook}' not found in callbacks {self._callbacks}" assert callable(callback), f"callback '{callback}' is not callable" self._callbacks[hook].append({'name': name, 'callback': callback}) def get_registered_actions(self, hook=None): """" Returns all the registered actions by callback hook Args: hook: The name of the hook to check, defaults to all """ return self._callbacks[hook] if hook else self._callbacks def run(self, hook, *args, thread=False, **kwargs): """ Loop through the registered actions and fire all callbacks on main thread Args: hook: The name of the hook to check, defaults to all args: Arguments to receive from YOLOv5 thread: (boolean) Run callbacks in daemon thread kwargs: Keyword Arguments to receive from YOLOv5 """ assert hook in self._callbacks, f"hook '{hook}' not found in callbacks {self._callbacks}" for logger in self._callbacks[hook]: if thread: threading.Thread(target=logger['callback'], args=args, kwargs=kwargs, daemon=True).start() else: logger['callback'](*args, **kwargs)