src/cnnClassfier/components/callbacks.py

from cnnClassfier.config.configuration import PrepareCallbacksConfig
import time
import os
import tensorflow as tf


class PrepareCallback:
    def __init__(self, config: PrepareCallbacksConfig):
        self.config = config
        
    @property
    def _create_tb_callbacks(self):
        timestamp = time.strftime('%Y-%m-%d-%H-%M-%S')
    
        tb_running_log_dir = os.path.join(
            str(self.config.tensorboard_root_log_dir),  # Convert to string
            f"tb_logs_at_{timestamp}",
        )
        return tf.keras.callbacks.TensorBoard(log_dir=tb_running_log_dir)

    @property
    def _create_ckpt_callbacks(self):
        return tf.keras.callbacks.ModelCheckpoint(
            filepath=str(self.config.checkpoint_model_filepath),  # Convert to string
            save_best_only=True
        )

    def get_tb_callbacks(self):
        return [
            self._create_tb_callbacks,
            self._create_ckpt_callbacks
        ]