4-bit AWQ quantization of CodeLlama and DeepSeek-Coder largely preserves static-analysis measures of code quality on Java and Python tasks, with small readability and maintainability shifts.
Reducing the carbon impact of generative ai inference (today and in 2035),
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Is Quantization a Deal-breaker? Empirical Insights from Large Code Models
4-bit AWQ quantization of CodeLlama and DeepSeek-Coder largely preserves static-analysis measures of code quality on Java and Python tasks, with small readability and maintainability shifts.