Memory Reduction
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As you already know, the world of Large Language Models (LLMs) thrives on processing vast amounts of text data, uncovering hidden patterns to generate human-like text, translate languages, and answer questions with remarkable accuracy. This intricate process relies heavily on a fundamental mathematical operation: Matrix Multiplication (MatMul). While MatMul has been the cornerstone of LLM…
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Unsloth AI is a new AI company that is working to make training large language models (LLMs) much faster and more efficient. As everyone already knows, LLMs are a type of AI that can understand and generate human-like text, however, training these models can take a long time and require a lot of computing power…
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GaLore: A Memory-Efficient Strategy for Training Large Language Models (a LoRA rival?!) Introduction In the enchanting realm of GitHub, a platform teeming with innovation and creativity, I stumbled upon a promising new project: GaLore. This intriguing find, much like a hidden gem, promises to revolutionize the way we approach the training of Large Language Models…