PerforatedAI/PerforatedAI-Examples
Examples Repository for PyTorch Extension - Perforated Backpropagation by Perforated AI
This repository helps AI/ML researchers and practitioners quickly integrate Perforated Backpropagation into their existing PyTorch deep learning models. It provides complete code examples, including those using popular libraries like PyTorch Lightning and Huggingface, showing how to modify models to use the PerforatedAI system. You'll get visual graphs and CSV files demonstrating the performance changes, enabling you to replicate results and understand the algorithm's impact on various architectures and datasets.
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Use this if you are a machine learning researcher or engineer working with PyTorch models and want to evaluate or implement the Perforated Backpropagation algorithm to potentially optimize your training processes.
Not ideal if you are looking for a general-purpose PyTorch tutorial or are not interested in modifying deep learning model architectures with specialized backpropagation techniques.
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Aug 01, 2025
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