Enhancing LLM Performance by Unknown

Author:Unknown
Language: eng
Format: epub
ISBN: 9783031857478
Publisher: Springer Nature Switzerland
Published: 2025-10-15T00:00:00+00:00

On the practical side, we show that the resulting sparse models can be executed faster. For CPU inference, we leverage the DeepSparse inference engine (NeuralMagic 2021) to obtain faster execution (speedups) across all three applications. Finally, we are able to obtain remarkable CPU speedups by jointly leveraging sparsity and quantization. For example, we are able to achieve a 7.5x speedup with a minimal accuracy loss relative to the full precision dense baseline.

6.2 Methodology

6.2.1 Sparse Fine-tuning

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