Spqr.spqralive.18.var -

: It uses a Hessian-based regularizer to identify which weights are most sensitive to quantization.

: It enables models like LLaMA-65B to fit on a single 24GB or 32GB GPU while maintaining performance. SPQR.SPQRAlive.18.var

The "SPQRAlive" tag likely refers to a specific version or variant in a production pipeline (potentially version 18) optimized for "live" or real-time inference environments. These variants often include: : It uses a Hessian-based regularizer to identify

Based on experimental data from the SpQR GitHub Repository , the method offers: SPQR.SPQRAlive.18.var

: It is the first method to allow 3-4 bit quantization with almost no measurable loss in perplexity compared to the 16-bit baseline.