ai-common-utilss 0.1.1

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AI Common Utils - Trainer Module

This repository contains a reusable trainer class for PyTorch model training.

Installation

pip install ai-common-utils

Usage:

from ai_common_utils.trainer import Trainer

trainer = Trainer()
train_losses, train_accuracies, val_losses, val_accuracies= trainer.train(model=model,
                                                                        train_dl=train_dl,
                                                                        val_dl=val_dl,
                                                                        epochs=epochs,
                                                                        loss_fn=loss_fn,
                                                                        optimizer=optimizer,
                                                                        status_freq=20,
                                                                        checkpoint_freq=40,
                                                                        chk_point_file='model_weights.pth',
                                                                        device=device
                                                                        )

Details

• Returns: Lists of (train_losses, train_accuracies, val_losses, val_accuracies) per epoch
• Progress: Prints train/val metrics every status_freq batches
• Checkpoints: Saves model weights to chk_point_file every checkpoint_freq batches