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LEMA (Layer-wise Efficient Memory Abstraction): A hardware-aware framework for fine-tuning LLMs in VRAM-constrained environments using asynchronous binary pre-fetching and triple-tier memory orchestration.
A Proof of Concept for the LEMA (Layer-wise Efficient Memory Abstraction) framework. Enables stable fine-tuning of Llama-2-7B on consumer-grade hardware (16GB VRAM) through layer-wise weight streaming and triple-buffer memory virtualization.