model_id,hardware_id,quant,quant_name,context_tokens,need_gb_est,usable_gb_assumed,fit,est_decode_tok_s,estimated,method
llama-3.2-3b,card-3060-12,Q4,Q4_K_M,8192,3.67,11.4,full,96.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4060ti-16,Q4,Q4_K_M,8192,3.67,15.4,full,77.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-3090,Q4,Q4_K_M,8192,3.67,23.4,full,242.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4090,Q4,Q4_K_M,8192,3.67,23.4,full,260.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5090,Q4,Q4_K_M,8192,3.67,31.4,full,444.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5080,Q4,Q4_K_M,8192,3.67,15.4,full,248.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-7900xtx,Q4,Q4_K_M,8192,3.67,23.4,full,130.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3060,Q4,Q4_K_M,8192,3.67,11.4,full,96.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4060ti,Q4,Q4_K_M,8192,3.67,15.4,full,77.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3090,Q4,Q4_K_M,8192,3.67,23.4,full,242.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-7900xtx,Q4,Q4_K_M,8192,3.67,23.4,full,130.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4090,Q4,Q4_K_M,8192,3.67,23.4,full,260.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-5090,Q4,Q4_K_M,8192,3.67,31.4,full,444.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-3090,Q4,Q4_K_M,8192,3.67,46.8,full,265.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-4090,Q4,Q4_K_M,8192,3.67,46.8,full,284.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-16,Q4,Q4_K_M,8192,3.67,10,full,20.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,3.67,54,full,45.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,3.67,28,full,67.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,3.67,116,full,89.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-16,Q4,Q4_K_M,8192,3.67,10,full,25.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-32,Q4,Q4_K_M,8192,3.67,24,full,28.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,3.67,54,full,50.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,3.67,28,full,75.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,3.67,116,full,100.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,3.67,84,full,193.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,3.67,244,full,193.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,3.67,84,full,133.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-64,Q4,Q4_K_M,8192,3.67,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-128,Q4,Q4_K_M,8192,3.67,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,4.02,11.4,full,85.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,4.02,15.4,full,68.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,4.02,23.4,full,217.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,4.02,23.4,full,232.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,4.02,31.4,full,399.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,4.02,15.4,full,222.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,4.02,23.4,full,116.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,4.02,11.4,full,85.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,4.02,15.4,full,68.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,4.02,23.4,full,217.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,4.02,23.4,full,116.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,4.02,23.4,full,232.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,4.02,31.4,full,399.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,4.02,46.8,full,237.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,4.02,46.8,full,255.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,4.02,10,full,17.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,4.02,54,full,40.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,4.02,28,full,60.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,4.02,116,full,80.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,4.02,10,full,22.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,4.02,24,full,25.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,4.02,54,full,45.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,4.02,28,full,67.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,4.02,116,full,89.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,4.02,84,full,172.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,4.02,244,full,172.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,4.02,84,full,119.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,4.02,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,4.02,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-3060-12,Q8,Q8,8192,5.17,11.4,full,63.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4060ti-16,Q8,Q8,8192,5.17,15.4,full,50.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-3090,Q8,Q8,8192,5.17,23.4,full,161.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4090,Q8,Q8,8192,5.17,23.4,full,173.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5090,Q8,Q8,8192,5.17,31.4,full,300.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5080,Q8,Q8,8192,5.17,15.4,full,165.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-7900xtx,Q8,Q8,8192,5.17,23.4,full,86.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3060,Q8,Q8,8192,5.17,11.4,full,63.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4060ti,Q8,Q8,8192,5.17,15.4,full,50.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3090,Q8,Q8,8192,5.17,23.4,full,161.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-7900xtx,Q8,Q8,8192,5.17,23.4,full,86.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4090,Q8,Q8,8192,5.17,23.4,full,173.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-5090,Q8,Q8,8192,5.17,31.4,full,300.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-3090,Q8,Q8,8192,5.17,46.8,full,177.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-4090,Q8,Q8,8192,5.17,46.8,full,190.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-16,Q8,Q8,8192,5.17,10,full,13.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-pro-64,Q8,Q8,8192,5.17,54,full,29.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-36,Q8,Q8,8192,5.17,28,full,44.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-128,Q8,Q8,8192,5.17,116,full,59.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-16,Q8,Q8,8192,5.17,10,full,16.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-32,Q8,Q8,8192,5.17,24,full,18.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m5-pro-64,Q8,Q8,8192,5.17,54,full,33.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-36,Q8,Q8,8192,5.17,28,full,50.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-128,Q8,Q8,8192,5.17,116,full,66.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-96,Q8,Q8,8192,5.17,84,full,128.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-256,Q8,Q8,8192,5.17,244,full,128.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m3-ultra-96,Q8,Q8,8192,5.17,84,full,88.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-64,Q8,Q8,8192,5.17,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-128,Q8,Q8,8192,5.17,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-3060-12,FP16,FP16,8192,8.16,11.4,full,37.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4060ti-16,FP16,FP16,8192,8.16,15.4,full,30.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-3090,FP16,FP16,8192,8.16,23.4,full,97.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-4090,FP16,FP16,8192,8.16,23.4,full,104.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5090,FP16,FP16,8192,8.16,31.4,full,183.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-5080,FP16,FP16,8192,8.16,15.4,full,99.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,card-7900xtx,FP16,FP16,8192,8.16,23.4,full,51.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3060,FP16,FP16,8192,8.16,11.4,full,37.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4060ti,FP16,FP16,8192,8.16,15.4,full,30.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-3090,FP16,FP16,8192,8.16,23.4,full,97.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-7900xtx,FP16,FP16,8192,8.16,23.4,full,51.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-4090,FP16,FP16,8192,8.16,23.4,full,104.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-5090,FP16,FP16,8192,8.16,31.4,full,183.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-3090,FP16,FP16,8192,8.16,46.8,full,106.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,build-dual-4090,FP16,FP16,8192,8.16,46.8,full,114.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-16,FP16,FP16,8192,8.16,10,full,7.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m4-pro-64,FP16,FP16,8192,8.16,54,full,17.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-36,FP16,FP16,8192,8.16,28,full,26.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m4-max-128,FP16,FP16,8192,8.16,116,full,35.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-16,FP16,FP16,8192,8.16,10,full,10.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m6-32,FP16,FP16,8192,8.16,24,full,11.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-mini-m5-pro-64,FP16,FP16,8192,8.16,54,full,19.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-36,FP16,FP16,8192,8.16,28,full,29.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-max-128,FP16,FP16,8192,8.16,116,full,39.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-96,FP16,FP16,8192,8.16,84,full,77.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m5-ultra-256,FP16,FP16,8192,8.16,244,full,77.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,mac-studio-m3-ultra-96,FP16,FP16,8192,8.16,84,full,52.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-64,FP16,FP16,8192,8.16,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.2-3b,laptop-proart-p14-128,FP16,FP16,8192,8.16,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3060-12,Q4,Q4_K_M,8192,6.69,11.4,full,47.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4060ti-16,Q4,Q4_K_M,8192,6.69,15.4,full,37.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3090,Q4,Q4_K_M,8192,6.69,23.4,full,120.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4090,Q4,Q4_K_M,8192,6.69,23.4,full,130.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5090,Q4,Q4_K_M,8192,6.69,31.4,full,226.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5080,Q4,Q4_K_M,8192,6.69,15.4,full,123.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-7900xtx,Q4,Q4_K_M,8192,6.69,23.4,full,64.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3060,Q4,Q4_K_M,8192,6.69,11.4,full,47.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4060ti,Q4,Q4_K_M,8192,6.69,15.4,full,37.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3090,Q4,Q4_K_M,8192,6.69,23.4,full,120.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-7900xtx,Q4,Q4_K_M,8192,6.69,23.4,full,64.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4090,Q4,Q4_K_M,8192,6.69,23.4,full,130.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-5090,Q4,Q4_K_M,8192,6.69,31.4,full,226.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-3090,Q4,Q4_K_M,8192,6.69,46.8,full,132.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-4090,Q4,Q4_K_M,8192,6.69,46.8,full,142.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-16,Q4,Q4_K_M,8192,6.69,10,full,9.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,6.69,54,full,22.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,6.69,28,full,33.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,6.69,116,full,44.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-16,Q4,Q4_K_M,8192,6.69,10,full,12.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-32,Q4,Q4_K_M,8192,6.69,24,full,13.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,6.69,54,full,24.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,6.69,28,full,37.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,6.69,116,full,49.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,6.69,84,full,95.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,6.69,244,full,95.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,6.69,84,full,65.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-64,Q4,Q4_K_M,8192,6.69,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-128,Q4,Q4_K_M,8192,6.69,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,7.58,11.4,full,41.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,7.58,15.4,full,32.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,7.58,23.4,full,105.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,7.58,23.4,full,113.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,7.58,31.4,full,198.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,7.58,15.4,full,108.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,7.58,23.4,full,56.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,7.58,11.4,full,41.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,7.58,15.4,full,32.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,7.58,23.4,full,105.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,7.58,23.4,full,56.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,7.58,23.4,full,113.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,7.58,31.4,full,198.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,7.58,46.8,full,115.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,7.58,46.8,full,124.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,7.58,10,full,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,7.58,54,full,19.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,7.58,28,full,28.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,7.58,116,full,38.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,7.58,10,full,10.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,7.58,24,full,12.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,7.58,54,full,21.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,7.58,28,full,32.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,7.58,116,full,43.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,7.58,84,full,83.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,7.58,244,full,83.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,7.58,84,full,57.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,7.58,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,7.58,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3060-12,Q8,Q8,8192,10.47,11.4,full,28.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4060ti-16,Q8,Q8,8192,10.47,15.4,full,23.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3090,Q8,Q8,8192,10.47,23.4,full,74.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4090,Q8,Q8,8192,10.47,23.4,full,80.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5090,Q8,Q8,8192,10.47,31.4,full,140.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5080,Q8,Q8,8192,10.47,15.4,full,76.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-7900xtx,Q8,Q8,8192,10.47,23.4,full,39.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3060,Q8,Q8,8192,10.47,11.4,full,28.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4060ti,Q8,Q8,8192,10.47,15.4,full,23.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3090,Q8,Q8,8192,10.47,23.4,full,74.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-7900xtx,Q8,Q8,8192,10.47,23.4,full,39.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4090,Q8,Q8,8192,10.47,23.4,full,80.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-5090,Q8,Q8,8192,10.47,31.4,full,140.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-3090,Q8,Q8,8192,10.47,46.8,full,81.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-4090,Q8,Q8,8192,10.47,46.8,full,87.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-16,Q8,Q8,8192,10.47,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-pro-64,Q8,Q8,8192,10.47,54,full,13.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-36,Q8,Q8,8192,10.47,28,full,20.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-128,Q8,Q8,8192,10.47,116,full,27.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-16,Q8,Q8,8192,10.47,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-32,Q8,Q8,8192,10.47,24,full,8.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m5-pro-64,Q8,Q8,8192,10.47,54,full,15.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-36,Q8,Q8,8192,10.47,28,full,22.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-128,Q8,Q8,8192,10.47,116,full,30.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-96,Q8,Q8,8192,10.47,84,full,58.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-256,Q8,Q8,8192,10.47,244,full,58.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m3-ultra-96,Q8,Q8,8192,10.47,84,full,40.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-64,Q8,Q8,8192,10.47,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-128,Q8,Q8,8192,10.47,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3060-12,FP16,FP16,8192,17.93,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4060ti-16,FP16,FP16,8192,17.93,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-3090,FP16,FP16,8192,17.93,23.4,full,42.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-4090,FP16,FP16,8192,17.93,23.4,full,45.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5090,FP16,FP16,8192,17.93,31.4,full,80.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-5080,FP16,FP16,8192,17.93,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,card-7900xtx,FP16,FP16,8192,17.93,23.4,full,22.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3060,FP16,FP16,8192,17.93,11.4,offload,3.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4060ti,FP16,FP16,8192,17.93,15.4,offload,9.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-3090,FP16,FP16,8192,17.93,23.4,full,42.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-7900xtx,FP16,FP16,8192,17.93,23.4,full,22.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-4090,FP16,FP16,8192,17.93,23.4,full,45.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-5090,FP16,FP16,8192,17.93,31.4,full,80.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-3090,FP16,FP16,8192,17.93,46.8,full,46.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,build-dual-4090,FP16,FP16,8192,17.93,46.8,full,50.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-16,FP16,FP16,8192,17.93,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m4-pro-64,FP16,FP16,8192,17.93,54,full,7.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-36,FP16,FP16,8192,17.93,28,full,11.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m4-max-128,FP16,FP16,8192,17.93,116,full,15.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-16,FP16,FP16,8192,17.93,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m6-32,FP16,FP16,8192,17.93,24,full,4.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-mini-m5-pro-64,FP16,FP16,8192,17.93,54,full,8.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-36,FP16,FP16,8192,17.93,28,full,12.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-max-128,FP16,FP16,8192,17.93,116,full,17.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-96,FP16,FP16,8192,17.93,84,full,33.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m5-ultra-256,FP16,FP16,8192,17.93,244,full,33.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,mac-studio-m3-ultra-96,FP16,FP16,8192,17.93,84,full,22.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-64,FP16,FP16,8192,17.93,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.1-8b,laptop-proart-p14-128,FP16,FP16,8192,17.93,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3060-12,Q4,Q4_K_M,8192,6.22,11.4,full,51.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4060ti-16,Q4,Q4_K_M,8192,6.22,15.4,full,41.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3090,Q4,Q4_K_M,8192,6.22,23.4,full,131.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4090,Q4,Q4_K_M,8192,6.22,23.4,full,140.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5090,Q4,Q4_K_M,8192,6.22,31.4,full,245.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5080,Q4,Q4_K_M,8192,6.22,15.4,full,134.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-7900xtx,Q4,Q4_K_M,8192,6.22,23.4,full,69.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3060,Q4,Q4_K_M,8192,6.22,11.4,full,51.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4060ti,Q4,Q4_K_M,8192,6.22,15.4,full,41.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3090,Q4,Q4_K_M,8192,6.22,23.4,full,131.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-7900xtx,Q4,Q4_K_M,8192,6.22,23.4,full,69.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4090,Q4,Q4_K_M,8192,6.22,23.4,full,140.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-5090,Q4,Q4_K_M,8192,6.22,31.4,full,245.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-3090,Q4,Q4_K_M,8192,6.22,46.8,full,143.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-4090,Q4,Q4_K_M,8192,6.22,46.8,full,154.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-16,Q4,Q4_K_M,8192,6.22,10,full,10.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,6.22,54,full,24.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-36,Q4,Q4_K_M,8192,6.22,28,full,36.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-128,Q4,Q4_K_M,8192,6.22,116,full,47.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-16,Q4,Q4_K_M,8192,6.22,10,full,13.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-32,Q4,Q4_K_M,8192,6.22,24,full,15.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,6.22,54,full,27.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-36,Q4,Q4_K_M,8192,6.22,28,full,40.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-128,Q4,Q4_K_M,8192,6.22,116,full,53.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,6.22,84,full,104.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,6.22,244,full,104.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,6.22,84,full,71.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-64,Q4,Q4_K_M,8192,6.22,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-128,Q4,Q4_K_M,8192,6.22,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,7.02,11.4,full,44.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,7.02,15.4,full,35.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3090,Q5,Q5 (~0.71 bytes/param),8192,7.02,23.4,full,114.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4090,Q5,Q5 (~0.71 bytes/param),8192,7.02,23.4,full,123.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5090,Q5,Q5 (~0.71 bytes/param),8192,7.02,31.4,full,215.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5080,Q5,Q5 (~0.71 bytes/param),8192,7.02,15.4,full,117.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,7.02,23.4,full,61.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3060,Q5,Q5 (~0.71 bytes/param),8192,7.02,11.4,full,44.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,7.02,15.4,full,35.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3090,Q5,Q5 (~0.71 bytes/param),8192,7.02,23.4,full,114.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,7.02,23.4,full,61.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4090,Q5,Q5 (~0.71 bytes/param),8192,7.02,23.4,full,123.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-5090,Q5,Q5 (~0.71 bytes/param),8192,7.02,31.4,full,215.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,7.02,46.8,full,125.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,7.02,46.8,full,135.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,7.02,10,full,9.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,7.02,54,full,21.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,7.02,28,full,31.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,7.02,116,full,41.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,7.02,10,full,11.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,7.02,24,full,13.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,7.02,54,full,23.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,7.02,28,full,35.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,7.02,116,full,46.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,7.02,84,full,90.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,7.02,244,full,90.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,7.02,84,full,62.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,7.02,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,7.02,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3060-12,Q8,Q8,8192,9.63,11.4,full,31.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4060ti-16,Q8,Q8,8192,9.63,15.4,full,25.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3090,Q8,Q8,8192,9.63,23.4,full,81.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4090,Q8,Q8,8192,9.63,23.4,full,87.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5090,Q8,Q8,8192,9.63,31.4,full,153.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5080,Q8,Q8,8192,9.63,15.4,full,83.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-7900xtx,Q8,Q8,8192,9.63,23.4,full,43.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3060,Q8,Q8,8192,9.63,11.4,full,31.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4060ti,Q8,Q8,8192,9.63,15.4,full,25.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3090,Q8,Q8,8192,9.63,23.4,full,81.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-7900xtx,Q8,Q8,8192,9.63,23.4,full,43.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4090,Q8,Q8,8192,9.63,23.4,full,87.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-5090,Q8,Q8,8192,9.63,31.4,full,153.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-3090,Q8,Q8,8192,9.63,46.8,full,89.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-4090,Q8,Q8,8192,9.63,46.8,full,96.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-16,Q8,Q8,8192,9.63,10,full,6.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-pro-64,Q8,Q8,8192,9.63,54,full,14.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-36,Q8,Q8,8192,9.63,28,full,22.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-128,Q8,Q8,8192,9.63,116,full,29.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-16,Q8,Q8,8192,9.63,10,full,8.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-32,Q8,Q8,8192,9.63,24,full,9.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m5-pro-64,Q8,Q8,8192,9.63,54,full,16.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-36,Q8,Q8,8192,9.63,28,full,24.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-128,Q8,Q8,8192,9.63,116,full,33.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-96,Q8,Q8,8192,9.63,84,full,64.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-256,Q8,Q8,8192,9.63,244,full,64.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m3-ultra-96,Q8,Q8,8192,9.63,84,full,44.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-64,Q8,Q8,8192,9.63,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-128,Q8,Q8,8192,9.63,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3060-12,FP16,FP16,8192,16.37,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4060ti-16,FP16,FP16,8192,16.37,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-3090,FP16,FP16,8192,16.37,23.4,full,46.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-4090,FP16,FP16,8192,16.37,23.4,full,50.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5090,FP16,FP16,8192,16.37,31.4,full,88.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-5080,FP16,FP16,8192,16.37,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,card-7900xtx,FP16,FP16,8192,16.37,23.4,full,24.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3060,FP16,FP16,8192,16.37,11.4,offload,4.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4060ti,FP16,FP16,8192,16.37,15.4,offload,13.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-3090,FP16,FP16,8192,16.37,23.4,full,46.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-7900xtx,FP16,FP16,8192,16.37,23.4,full,24.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-4090,FP16,FP16,8192,16.37,23.4,full,50.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-5090,FP16,FP16,8192,16.37,31.4,full,88.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-3090,FP16,FP16,8192,16.37,46.8,full,51.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,build-dual-4090,FP16,FP16,8192,16.37,46.8,full,54.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-16,FP16,FP16,8192,16.37,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m4-pro-64,FP16,FP16,8192,16.37,54,full,8.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-36,FP16,FP16,8192,16.37,28,full,12.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m4-max-128,FP16,FP16,8192,16.37,116,full,16.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-16,FP16,FP16,8192,16.37,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m6-32,FP16,FP16,8192,16.37,24,full,5.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-mini-m5-pro-64,FP16,FP16,8192,16.37,54,full,9.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-36,FP16,FP16,8192,16.37,28,full,14.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-max-128,FP16,FP16,8192,16.37,116,full,18.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-96,FP16,FP16,8192,16.37,84,full,36.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m5-ultra-256,FP16,FP16,8192,16.37,244,full,36.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,mac-studio-m3-ultra-96,FP16,FP16,8192,16.37,84,full,25.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-64,FP16,FP16,8192,16.37,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
mistral-7b-v03,laptop-proart-p14-128,FP16,FP16,8192,16.37,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3060-12,Q4,Q4_K_M,8192,8.45,11.4,full,36.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4060ti-16,Q4,Q4_K_M,8192,8.45,15.4,full,29.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3090,Q4,Q4_K_M,8192,8.45,23.4,full,93.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4090,Q4,Q4_K_M,8192,8.45,23.4,full,100.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5090,Q4,Q4_K_M,8192,8.45,31.4,full,176.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5080,Q4,Q4_K_M,8192,8.45,15.4,full,96.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-7900xtx,Q4,Q4_K_M,8192,8.45,23.4,full,49.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3060,Q4,Q4_K_M,8192,8.45,11.4,full,36.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4060ti,Q4,Q4_K_M,8192,8.45,15.4,full,29.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3090,Q4,Q4_K_M,8192,8.45,23.4,full,93.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-7900xtx,Q4,Q4_K_M,8192,8.45,23.4,full,49.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4090,Q4,Q4_K_M,8192,8.45,23.4,full,100.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-5090,Q4,Q4_K_M,8192,8.45,31.4,full,176.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-3090,Q4,Q4_K_M,8192,8.45,46.8,full,102.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-4090,Q4,Q4_K_M,8192,8.45,46.8,full,110.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-16,Q4,Q4_K_M,8192,8.45,10,full,7.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,8.45,54,full,17.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,8.45,28,full,25.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,8.45,116,full,34.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-16,Q4,Q4_K_M,8192,8.45,10,full,9.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-32,Q4,Q4_K_M,8192,8.45,24,full,10.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,8.45,54,full,19.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,8.45,28,full,28.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,8.45,116,full,38.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,8.45,84,full,74.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,8.45,244,full,74.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,8.45,84,full,50.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-64,Q4,Q4_K_M,8192,8.45,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-128,Q4,Q4_K_M,8192,8.45,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,9.47,11.4,full,32.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,9.47,15.4,full,25.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,9.47,23.4,full,82.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,9.47,23.4,full,89.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,9.47,31.4,full,156.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,9.47,15.4,full,84.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,9.47,23.4,full,43.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,9.47,11.4,full,32.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,9.47,15.4,full,25.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,9.47,23.4,full,82.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,9.47,23.4,full,43.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,9.47,23.4,full,89.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,9.47,31.4,full,156.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,9.47,46.8,full,90.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,9.47,46.8,full,97.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,9.47,10,full,6.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,9.47,54,full,15.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,9.47,28,full,22.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,9.47,116,full,30.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,9.47,10,full,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,9.47,24,full,9.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,9.47,54,full,16.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,9.47,28,full,25.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,9.47,116,full,33.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,9.47,84,full,65.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,9.47,244,full,65.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,9.47,84,full,44.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,9.47,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,9.47,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3060-12,Q8,Q8,8192,12.8,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4060ti-16,Q8,Q8,8192,12.8,15.4,full,18.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3090,Q8,Q8,8192,12.8,23.4,full,60.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4090,Q8,Q8,8192,12.8,23.4,full,64.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5090,Q8,Q8,8192,12.8,31.4,full,113.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5080,Q8,Q8,8192,12.8,15.4,full,61.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-7900xtx,Q8,Q8,8192,12.8,23.4,full,31.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3060,Q8,Q8,8192,12.8,11.4,offload,15.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4060ti,Q8,Q8,8192,12.8,15.4,full,18.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3090,Q8,Q8,8192,12.8,23.4,full,60.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-7900xtx,Q8,Q8,8192,12.8,23.4,full,31.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4090,Q8,Q8,8192,12.8,23.4,full,64.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-5090,Q8,Q8,8192,12.8,31.4,full,113.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-3090,Q8,Q8,8192,12.8,46.8,full,66.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-4090,Q8,Q8,8192,12.8,46.8,full,71.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-16,Q8,Q8,8192,12.8,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-pro-64,Q8,Q8,8192,12.8,54,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-36,Q8,Q8,8192,12.8,28,full,16.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-128,Q8,Q8,8192,12.8,116,full,21.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-16,Q8,Q8,8192,12.8,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-32,Q8,Q8,8192,12.8,24,full,6.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m5-pro-64,Q8,Q8,8192,12.8,54,full,12.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-36,Q8,Q8,8192,12.8,28,full,18.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-128,Q8,Q8,8192,12.8,116,full,24.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-96,Q8,Q8,8192,12.8,84,full,47.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-256,Q8,Q8,8192,12.8,244,full,47.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m3-ultra-96,Q8,Q8,8192,12.8,84,full,32.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-64,Q8,Q8,8192,12.8,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-128,Q8,Q8,8192,12.8,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3060-12,FP16,FP16,8192,21.39,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4060ti-16,FP16,FP16,8192,21.39,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-3090,FP16,FP16,8192,21.39,23.4,full,35.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-4090,FP16,FP16,8192,21.39,23.4,full,37.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5090,FP16,FP16,8192,21.39,31.4,full,67.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-5080,FP16,FP16,8192,21.39,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,card-7900xtx,FP16,FP16,8192,21.39,23.4,full,18.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3060,FP16,FP16,8192,21.39,11.4,offload,2.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4060ti,FP16,FP16,8192,21.39,15.4,offload,5.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-3090,FP16,FP16,8192,21.39,23.4,full,35.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-7900xtx,FP16,FP16,8192,21.39,23.4,full,18.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-4090,FP16,FP16,8192,21.39,23.4,full,37.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-5090,FP16,FP16,8192,21.39,31.4,full,67.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-3090,FP16,FP16,8192,21.39,46.8,full,38.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,build-dual-4090,FP16,FP16,8192,21.39,46.8,full,41.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-16,FP16,FP16,8192,21.39,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m4-pro-64,FP16,FP16,8192,21.39,54,full,6.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-36,FP16,FP16,8192,21.39,28,full,9.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m4-max-128,FP16,FP16,8192,21.39,116,full,12.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-16,FP16,FP16,8192,21.39,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m6-32,FP16,FP16,8192,21.39,24,full,4.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-mini-m5-pro-64,FP16,FP16,8192,21.39,54,full,7.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-36,FP16,FP16,8192,21.39,28,full,10.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-max-128,FP16,FP16,8192,21.39,116,full,14.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-96,FP16,FP16,8192,21.39,84,full,27.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m5-ultra-256,FP16,FP16,8192,21.39,244,full,27.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,mac-studio-m3-ultra-96,FP16,FP16,8192,21.39,84,full,19.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-64,FP16,FP16,8192,21.39,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-9b,laptop-proart-p14-128,FP16,FP16,8192,21.39,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3060-12,Q4,Q4_K_M,8192,11.23,11.4,full,26.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4060ti-16,Q4,Q4_K_M,8192,11.23,15.4,full,21.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3090,Q4,Q4_K_M,8192,11.23,23.4,full,69.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4090,Q4,Q4_K_M,8192,11.23,23.4,full,74.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5090,Q4,Q4_K_M,8192,11.23,31.4,full,130.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5080,Q4,Q4_K_M,8192,11.23,15.4,full,70.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-7900xtx,Q4,Q4_K_M,8192,11.23,23.4,full,36.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3060,Q4,Q4_K_M,8192,11.23,11.4,full,26.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4060ti,Q4,Q4_K_M,8192,11.23,15.4,full,21.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3090,Q4,Q4_K_M,8192,11.23,23.4,full,69.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-7900xtx,Q4,Q4_K_M,8192,11.23,23.4,full,36.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4090,Q4,Q4_K_M,8192,11.23,23.4,full,74.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-5090,Q4,Q4_K_M,8192,11.23,31.4,full,130.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-3090,Q4,Q4_K_M,8192,11.23,46.8,full,75.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-4090,Q4,Q4_K_M,8192,11.23,46.8,full,81.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-16,Q4,Q4_K_M,8192,11.23,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,11.23,54,full,12.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,11.23,28,full,18.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,11.23,116,full,25.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-16,Q4,Q4_K_M,8192,11.23,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-32,Q4,Q4_K_M,8192,11.23,24,full,7.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,11.23,54,full,14.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,11.23,28,full,21.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,11.23,116,full,28.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,11.23,84,full,54.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,11.23,244,full,54.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,11.23,84,full,37.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-64,Q4,Q4_K_M,8192,11.23,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-128,Q4,Q4_K_M,8192,11.23,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,12.85,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,12.85,15.4,full,18.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,12.85,23.4,full,59.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,12.85,23.4,full,64.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,12.85,31.4,full,113.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,12.85,15.4,full,61.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,12.85,23.4,full,31.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,12.85,11.4,offload,14.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,12.85,15.4,full,18.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,12.85,23.4,full,59.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,12.85,23.4,full,31.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,12.85,23.4,full,64.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,12.85,31.4,full,113.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,12.85,46.8,full,65.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,12.85,46.8,full,70.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,12.85,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,12.85,54,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,12.85,28,full,16.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,12.85,116,full,21.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,12.85,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,12.85,24,full,6.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,12.85,54,full,12.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,12.85,28,full,18.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,12.85,116,full,24.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,12.85,84,full,47.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,12.85,244,full,47.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,12.85,84,full,32.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,12.85,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,12.85,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3060-12,Q8,Q8,8192,18.14,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4060ti-16,Q8,Q8,8192,18.14,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3090,Q8,Q8,8192,18.14,23.4,full,41.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4090,Q8,Q8,8192,18.14,23.4,full,44.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5090,Q8,Q8,8192,18.14,31.4,full,79.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5080,Q8,Q8,8192,18.14,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-7900xtx,Q8,Q8,8192,18.14,23.4,full,22.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3060,Q8,Q8,8192,18.14,11.4,offload,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4060ti,Q8,Q8,8192,18.14,15.4,offload,8.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3090,Q8,Q8,8192,18.14,23.4,full,41.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-7900xtx,Q8,Q8,8192,18.14,23.4,full,22.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4090,Q8,Q8,8192,18.14,23.4,full,44.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-5090,Q8,Q8,8192,18.14,31.4,full,79.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-3090,Q8,Q8,8192,18.14,46.8,full,45.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-4090,Q8,Q8,8192,18.14,46.8,full,49.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-16,Q8,Q8,8192,18.14,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-pro-64,Q8,Q8,8192,18.14,54,full,7.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-36,Q8,Q8,8192,18.14,28,full,11.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-128,Q8,Q8,8192,18.14,116,full,15.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-16,Q8,Q8,8192,18.14,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-32,Q8,Q8,8192,18.14,24,full,4.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m5-pro-64,Q8,Q8,8192,18.14,54,full,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-36,Q8,Q8,8192,18.14,28,full,12.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-128,Q8,Q8,8192,18.14,116,full,16.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-96,Q8,Q8,8192,18.14,84,full,33.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-256,Q8,Q8,8192,18.14,244,full,33.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m3-ultra-96,Q8,Q8,8192,18.14,84,full,22.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-64,Q8,Q8,8192,18.14,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-128,Q8,Q8,8192,18.14,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3060-12,FP16,FP16,8192,31.81,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4060ti-16,FP16,FP16,8192,31.81,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-3090,FP16,FP16,8192,31.81,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-4090,FP16,FP16,8192,31.81,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5090,FP16,FP16,8192,31.81,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-5080,FP16,FP16,8192,31.81,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,card-7900xtx,FP16,FP16,8192,31.81,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3060,FP16,FP16,8192,31.81,11.4,offload,1.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4060ti,FP16,FP16,8192,31.81,15.4,offload,2.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-3090,FP16,FP16,8192,31.81,23.4,offload,2.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-7900xtx,FP16,FP16,8192,31.81,23.4,offload,4.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-4090,FP16,FP16,8192,31.81,23.4,offload,4.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-5090,FP16,FP16,8192,31.81,31.4,offload,44.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-3090,FP16,FP16,8192,31.81,46.8,full,25.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,build-dual-4090,FP16,FP16,8192,31.81,46.8,full,27.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-16,FP16,FP16,8192,31.81,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m4-pro-64,FP16,FP16,8192,31.81,54,full,4.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-36,FP16,FP16,8192,31.81,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m4-max-128,FP16,FP16,8192,31.81,116,full,8.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-16,FP16,FP16,8192,31.81,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m6-32,FP16,FP16,8192,31.81,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-mini-m5-pro-64,FP16,FP16,8192,31.81,54,full,4.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-36,FP16,FP16,8192,31.81,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-max-128,FP16,FP16,8192,31.81,116,full,9.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-96,FP16,FP16,8192,31.81,84,full,18.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m5-ultra-256,FP16,FP16,8192,31.81,244,full,18.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,mac-studio-m3-ultra-96,FP16,FP16,8192,31.81,84,full,12.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-64,FP16,FP16,8192,31.81,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-14b,laptop-proart-p14-128,FP16,FP16,8192,31.81,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3060-12,Q4,Q4_K_M,8192,11.3,11.4,full,26.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4060ti-16,Q4,Q4_K_M,8192,11.3,15.4,full,21.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3090,Q4,Q4_K_M,8192,11.3,23.4,full,68.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4090,Q4,Q4_K_M,8192,11.3,23.4,full,73.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5090,Q4,Q4_K_M,8192,11.3,31.4,full,129.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5080,Q4,Q4_K_M,8192,11.3,15.4,full,70.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-7900xtx,Q4,Q4_K_M,8192,11.3,23.4,full,36.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3060,Q4,Q4_K_M,8192,11.3,11.4,full,26.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4060ti,Q4,Q4_K_M,8192,11.3,15.4,full,21.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3090,Q4,Q4_K_M,8192,11.3,23.4,full,68.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-7900xtx,Q4,Q4_K_M,8192,11.3,23.4,full,36.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4090,Q4,Q4_K_M,8192,11.3,23.4,full,73.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-5090,Q4,Q4_K_M,8192,11.3,31.4,full,129.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-3090,Q4,Q4_K_M,8192,11.3,46.8,full,75.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-4090,Q4,Q4_K_M,8192,11.3,46.8,full,81.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-16,Q4,Q4_K_M,8192,11.3,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,11.3,54,full,12.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-36,Q4,Q4_K_M,8192,11.3,28,full,18.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-128,Q4,Q4_K_M,8192,11.3,116,full,24.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-16,Q4,Q4_K_M,8192,11.3,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-32,Q4,Q4_K_M,8192,11.3,24,full,7.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,11.3,54,full,14.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-36,Q4,Q4_K_M,8192,11.3,28,full,20.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-128,Q4,Q4_K_M,8192,11.3,116,full,27.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,11.3,84,full,54.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,11.3,244,full,54.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,11.3,84,full,37.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-64,Q4,Q4_K_M,8192,11.3,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-128,Q4,Q4_K_M,8192,11.3,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,12.91,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,12.91,15.4,full,18.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3090,Q5,Q5 (~0.71 bytes/param),8192,12.91,23.4,full,59.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4090,Q5,Q5 (~0.71 bytes/param),8192,12.91,23.4,full,64.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5090,Q5,Q5 (~0.71 bytes/param),8192,12.91,31.4,full,112.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5080,Q5,Q5 (~0.71 bytes/param),8192,12.91,15.4,full,61.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,12.91,23.4,full,31.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3060,Q5,Q5 (~0.71 bytes/param),8192,12.91,11.4,offload,13.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,12.91,15.4,full,18.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3090,Q5,Q5 (~0.71 bytes/param),8192,12.91,23.4,full,59.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,12.91,23.4,full,31.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4090,Q5,Q5 (~0.71 bytes/param),8192,12.91,23.4,full,64.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-5090,Q5,Q5 (~0.71 bytes/param),8192,12.91,31.4,full,112.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,12.91,46.8,full,65.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,12.91,46.8,full,70.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,12.91,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,12.91,54,full,10.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,12.91,28,full,16.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,12.91,116,full,21.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,12.91,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,12.91,24,full,6.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,12.91,54,full,12.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,12.91,28,full,18.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,12.91,116,full,24.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,12.91,84,full,47.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,12.91,244,full,47.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,12.91,84,full,32.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,12.91,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,12.91,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3060-12,Q8,Q8,8192,18.21,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4060ti-16,Q8,Q8,8192,18.21,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3090,Q8,Q8,8192,18.21,23.4,full,41.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4090,Q8,Q8,8192,18.21,23.4,full,44.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5090,Q8,Q8,8192,18.21,31.4,full,79.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5080,Q8,Q8,8192,18.21,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-7900xtx,Q8,Q8,8192,18.21,23.4,full,22.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3060,Q8,Q8,8192,18.21,11.4,offload,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4060ti,Q8,Q8,8192,18.21,15.4,offload,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3090,Q8,Q8,8192,18.21,23.4,full,41.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-7900xtx,Q8,Q8,8192,18.21,23.4,full,22.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4090,Q8,Q8,8192,18.21,23.4,full,44.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-5090,Q8,Q8,8192,18.21,31.4,full,79.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-3090,Q8,Q8,8192,18.21,46.8,full,45.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-4090,Q8,Q8,8192,18.21,46.8,full,49.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-16,Q8,Q8,8192,18.21,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-pro-64,Q8,Q8,8192,18.21,54,full,7.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-36,Q8,Q8,8192,18.21,28,full,11.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-128,Q8,Q8,8192,18.21,116,full,15.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-16,Q8,Q8,8192,18.21,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-32,Q8,Q8,8192,18.21,24,full,4.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m5-pro-64,Q8,Q8,8192,18.21,54,full,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-36,Q8,Q8,8192,18.21,28,full,12.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-128,Q8,Q8,8192,18.21,116,full,16.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-96,Q8,Q8,8192,18.21,84,full,32.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-256,Q8,Q8,8192,18.21,244,full,32.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m3-ultra-96,Q8,Q8,8192,18.21,84,full,22.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-64,Q8,Q8,8192,18.21,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-128,Q8,Q8,8192,18.21,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3060-12,FP16,FP16,8192,31.88,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4060ti-16,FP16,FP16,8192,31.88,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-3090,FP16,FP16,8192,31.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-4090,FP16,FP16,8192,31.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5090,FP16,FP16,8192,31.88,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-5080,FP16,FP16,8192,31.88,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,card-7900xtx,FP16,FP16,8192,31.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3060,FP16,FP16,8192,31.88,11.4,offload,1.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4060ti,FP16,FP16,8192,31.88,15.4,offload,2.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-3090,FP16,FP16,8192,31.88,23.4,offload,2.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-7900xtx,FP16,FP16,8192,31.88,23.4,offload,4.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-4090,FP16,FP16,8192,31.88,23.4,offload,4.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-5090,FP16,FP16,8192,31.88,31.4,offload,44.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-3090,FP16,FP16,8192,31.88,46.8,full,25.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,build-dual-4090,FP16,FP16,8192,31.88,46.8,full,27.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-16,FP16,FP16,8192,31.88,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m4-pro-64,FP16,FP16,8192,31.88,54,full,4.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-36,FP16,FP16,8192,31.88,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m4-max-128,FP16,FP16,8192,31.88,116,full,8.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-16,FP16,FP16,8192,31.88,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m6-32,FP16,FP16,8192,31.88,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-mini-m5-pro-64,FP16,FP16,8192,31.88,54,full,4.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-36,FP16,FP16,8192,31.88,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-max-128,FP16,FP16,8192,31.88,116,full,9.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-96,FP16,FP16,8192,31.88,84,full,18.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m5-ultra-256,FP16,FP16,8192,31.88,244,full,18.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,mac-studio-m3-ultra-96,FP16,FP16,8192,31.88,84,full,12.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-64,FP16,FP16,8192,31.88,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
phi-4,laptop-proart-p14-128,FP16,FP16,8192,31.88,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3060-12,Q4,Q4_K_M,8192,19.44,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4060ti-16,Q4,Q4_K_M,8192,19.44,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3090,Q4,Q4_K_M,8192,19.44,23.4,full,38.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4090,Q4,Q4_K_M,8192,19.44,23.4,full,41.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5090,Q4,Q4_K_M,8192,19.44,31.4,full,73.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5080,Q4,Q4_K_M,8192,19.44,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-7900xtx,Q4,Q4_K_M,8192,19.44,23.4,full,20.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3060,Q4,Q4_K_M,8192,19.44,11.4,offload,2.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4060ti,Q4,Q4_K_M,8192,19.44,15.4,offload,6.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3090,Q4,Q4_K_M,8192,19.44,23.4,full,38.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-7900xtx,Q4,Q4_K_M,8192,19.44,23.4,full,20.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4090,Q4,Q4_K_M,8192,19.44,23.4,full,41.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-5090,Q4,Q4_K_M,8192,19.44,31.4,full,73.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-3090,Q4,Q4_K_M,8192,19.44,46.8,full,42.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-4090,Q4,Q4_K_M,8192,19.44,46.8,full,46.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-16,Q4,Q4_K_M,8192,19.44,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,19.44,54,full,7.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,19.44,28,full,10.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,19.44,116,full,14.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-16,Q4,Q4_K_M,8192,19.44,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-32,Q4,Q4_K_M,8192,19.44,24,full,4.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,19.44,54,full,7.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,19.44,28,full,11.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,19.44,116,full,15.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,19.44,84,full,30.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,19.44,244,full,30.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,19.44,84,full,21.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-64,Q4,Q4_K_M,8192,19.44,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-128,Q4,Q4_K_M,8192,19.44,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,22.43,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,22.43,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,22.43,23.4,full,33.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,22.43,23.4,full,36.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,22.43,31.4,full,63.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,22.43,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,22.43,23.4,full,17.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,22.43,11.4,offload,2.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,22.43,15.4,offload,4.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,22.43,23.4,full,33.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,22.43,23.4,full,17.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,22.43,23.4,full,36.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,22.43,31.4,full,63.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,22.43,46.8,full,36.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,22.43,46.8,full,39.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,22.43,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,22.43,54,full,6.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,22.43,28,full,9.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,22.43,116,full,12.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,22.43,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,22.43,24,full,3.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,22.43,54,full,6.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,22.43,28,full,10.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,22.43,116,full,13.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,22.43,84,full,26.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,22.43,244,full,26.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,22.43,84,full,18.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,22.43,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,22.43,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3060-12,Q8,Q8,8192,32.22,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4060ti-16,Q8,Q8,8192,32.22,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3090,Q8,Q8,8192,32.22,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4090,Q8,Q8,8192,32.22,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5090,Q8,Q8,8192,32.22,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5080,Q8,Q8,8192,32.22,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-7900xtx,Q8,Q8,8192,32.22,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3060,Q8,Q8,8192,32.22,11.4,offload,1.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4060ti,Q8,Q8,8192,32.22,15.4,offload,2.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3090,Q8,Q8,8192,32.22,23.4,offload,2.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-7900xtx,Q8,Q8,8192,32.22,23.4,offload,3.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4090,Q8,Q8,8192,32.22,23.4,offload,4.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-5090,Q8,Q8,8192,32.22,31.4,offload,43.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-3090,Q8,Q8,8192,32.22,46.8,full,25.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-4090,Q8,Q8,8192,32.22,46.8,full,27.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-16,Q8,Q8,8192,32.22,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-pro-64,Q8,Q8,8192,32.22,54,full,4.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-36,Q8,Q8,8192,32.22,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-128,Q8,Q8,8192,32.22,116,full,8.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-16,Q8,Q8,8192,32.22,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-32,Q8,Q8,8192,32.22,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m5-pro-64,Q8,Q8,8192,32.22,54,full,4.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-36,Q8,Q8,8192,32.22,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-128,Q8,Q8,8192,32.22,116,full,9.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-96,Q8,Q8,8192,32.22,84,full,18.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-256,Q8,Q8,8192,32.22,244,full,18.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m3-ultra-96,Q8,Q8,8192,32.22,84,full,12.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-64,Q8,Q8,8192,32.22,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-128,Q8,Q8,8192,32.22,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3060-12,FP16,FP16,8192,57.52,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4060ti-16,FP16,FP16,8192,57.52,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-3090,FP16,FP16,8192,57.52,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-4090,FP16,FP16,8192,57.52,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5090,FP16,FP16,8192,57.52,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-5080,FP16,FP16,8192,57.52,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,card-7900xtx,FP16,FP16,8192,57.52,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3060,FP16,FP16,8192,57.52,11.4,offload,0.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4060ti,FP16,FP16,8192,57.52,15.4,offload,0.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-3090,FP16,FP16,8192,57.52,23.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-7900xtx,FP16,FP16,8192,57.52,23.4,offload,1.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-4090,FP16,FP16,8192,57.52,23.4,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-5090,FP16,FP16,8192,57.52,31.4,offload,1.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-3090,FP16,FP16,8192,57.52,46.8,offload,2.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,build-dual-4090,FP16,FP16,8192,57.52,46.8,offload,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-16,FP16,FP16,8192,57.52,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m4-pro-64,FP16,FP16,8192,57.52,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-36,FP16,FP16,8192,57.52,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m4-max-128,FP16,FP16,8192,57.52,116,full,4.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-16,FP16,FP16,8192,57.52,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m6-32,FP16,FP16,8192,57.52,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-mini-m5-pro-64,FP16,FP16,8192,57.52,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-36,FP16,FP16,8192,57.52,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-max-128,FP16,FP16,8192,57.52,116,full,5.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-96,FP16,FP16,8192,57.52,84,full,10.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m5-ultra-256,FP16,FP16,8192,57.52,244,full,10.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,mac-studio-m3-ultra-96,FP16,FP16,8192,57.52,84,full,6.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-64,FP16,FP16,8192,57.52,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
gemma-2-27b,laptop-proart-p14-128,FP16,FP16,8192,57.52,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3060-12,Q4,Q4_K_M,8192,22.63,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4060ti-16,Q4,Q4_K_M,8192,22.63,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3090,Q4,Q4_K_M,8192,22.63,23.4,full,33.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4090,Q4,Q4_K_M,8192,22.63,23.4,full,35.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5090,Q4,Q4_K_M,8192,22.63,31.4,full,63.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5080,Q4,Q4_K_M,8192,22.63,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-7900xtx,Q4,Q4_K_M,8192,22.63,23.4,full,17.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3060,Q4,Q4_K_M,8192,22.63,11.4,offload,2.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4060ti,Q4,Q4_K_M,8192,22.63,15.4,offload,4.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3090,Q4,Q4_K_M,8192,22.63,23.4,full,33.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-7900xtx,Q4,Q4_K_M,8192,22.63,23.4,full,17.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4090,Q4,Q4_K_M,8192,22.63,23.4,full,35.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-5090,Q4,Q4_K_M,8192,22.63,31.4,full,63.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-3090,Q4,Q4_K_M,8192,22.63,46.8,full,36.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-4090,Q4,Q4_K_M,8192,22.63,46.8,full,39.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-16,Q4,Q4_K_M,8192,22.63,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,22.63,54,full,6.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,22.63,28,full,9.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,22.63,116,full,12.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-16,Q4,Q4_K_M,8192,22.63,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-32,Q4,Q4_K_M,8192,22.63,24,full,3.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,22.63,54,full,6.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,22.63,28,full,10.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,22.63,116,full,13.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,22.63,84,full,26.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,22.63,244,full,26.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,22.63,84,full,17.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-64,Q4,Q4_K_M,8192,22.63,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-128,Q4,Q4_K_M,8192,22.63,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,26.24,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,26.24,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,26.24,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,26.24,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,26.24,31.4,full,54.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,26.24,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,26.24,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,26.24,11.4,offload,1.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,26.24,15.4,offload,3.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,26.24,23.4,offload,8.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,26.24,23.4,offload,9.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,26.24,23.4,offload,12.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,26.24,31.4,full,54.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,26.24,46.8,full,31.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,26.24,46.8,full,33.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,26.24,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,26.24,54,full,5.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,26.24,28,full,7.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,26.24,116,full,10.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,26.24,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,26.24,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,26.24,54,full,5.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,26.24,28,full,8.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,26.24,116,full,11.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,26.24,84,full,22.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,26.24,244,full,22.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,26.24,84,full,15.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,26.24,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,26.24,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3060-12,Q8,Q8,8192,38.04,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4060ti-16,Q8,Q8,8192,38.04,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3090,Q8,Q8,8192,38.04,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4090,Q8,Q8,8192,38.04,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5090,Q8,Q8,8192,38.04,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5080,Q8,Q8,8192,38.04,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-7900xtx,Q8,Q8,8192,38.04,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3060,Q8,Q8,8192,38.04,11.4,offload,0.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4060ti,Q8,Q8,8192,38.04,15.4,offload,1.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3090,Q8,Q8,8192,38.04,23.4,offload,1.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-7900xtx,Q8,Q8,8192,38.04,23.4,offload,2.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4090,Q8,Q8,8192,38.04,23.4,offload,2.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-5090,Q8,Q8,8192,38.04,31.4,offload,6.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-3090,Q8,Q8,8192,38.04,46.8,full,21.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-4090,Q8,Q8,8192,38.04,46.8,full,23.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-16,Q8,Q8,8192,38.04,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-pro-64,Q8,Q8,8192,38.04,54,full,3.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-36,Q8,Q8,8192,38.04,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-128,Q8,Q8,8192,38.04,116,full,7.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-16,Q8,Q8,8192,38.04,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-32,Q8,Q8,8192,38.04,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m5-pro-64,Q8,Q8,8192,38.04,54,full,4.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-36,Q8,Q8,8192,38.04,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-128,Q8,Q8,8192,38.04,116,full,7.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-96,Q8,Q8,8192,38.04,84,full,15.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-256,Q8,Q8,8192,38.04,244,full,15.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m3-ultra-96,Q8,Q8,8192,38.04,84,full,10.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-64,Q8,Q8,8192,38.04,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-128,Q8,Q8,8192,38.04,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3060-12,FP16,FP16,8192,68.55,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4060ti-16,FP16,FP16,8192,68.55,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-3090,FP16,FP16,8192,68.55,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-4090,FP16,FP16,8192,68.55,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5090,FP16,FP16,8192,68.55,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-5080,FP16,FP16,8192,68.55,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,card-7900xtx,FP16,FP16,8192,68.55,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3060,FP16,FP16,8192,68.55,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4060ti,FP16,FP16,8192,68.55,15.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-3090,FP16,FP16,8192,68.55,23.4,offload,0.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-7900xtx,FP16,FP16,8192,68.55,23.4,offload,0.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-4090,FP16,FP16,8192,68.55,23.4,offload,0.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-5090,FP16,FP16,8192,68.55,31.4,offload,1.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-3090,FP16,FP16,8192,68.55,46.8,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,build-dual-4090,FP16,FP16,8192,68.55,46.8,offload,1.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-16,FP16,FP16,8192,68.55,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m4-pro-64,FP16,FP16,8192,68.55,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-36,FP16,FP16,8192,68.55,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m4-max-128,FP16,FP16,8192,68.55,116,full,3.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-16,FP16,FP16,8192,68.55,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m6-32,FP16,FP16,8192,68.55,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-mini-m5-pro-64,FP16,FP16,8192,68.55,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-36,FP16,FP16,8192,68.55,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-max-128,FP16,FP16,8192,68.55,116,full,4.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-96,FP16,FP16,8192,68.55,84,full,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m5-ultra-256,FP16,FP16,8192,68.55,244,full,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,mac-studio-m3-ultra-96,FP16,FP16,8192,68.55,84,full,5.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-64,FP16,FP16,8192,68.55,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-32b,laptop-proart-p14-128,FP16,FP16,8192,68.55,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3060-12,Q4,Q4_K_M,8192,45.84,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4060ti-16,Q4,Q4_K_M,8192,45.84,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3090,Q4,Q4_K_M,8192,45.84,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4090,Q4,Q4_K_M,8192,45.84,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5090,Q4,Q4_K_M,8192,45.84,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5080,Q4,Q4_K_M,8192,45.84,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-7900xtx,Q4,Q4_K_M,8192,45.84,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3060,Q4,Q4_K_M,8192,45.84,11.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4060ti,Q4,Q4_K_M,8192,45.84,15.4,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3090,Q4,Q4_K_M,8192,45.84,23.4,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-7900xtx,Q4,Q4_K_M,8192,45.84,23.4,offload,1.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4090,Q4,Q4_K_M,8192,45.84,23.4,offload,1.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-5090,Q4,Q4_K_M,8192,45.84,31.4,offload,2.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-3090,Q4,Q4_K_M,8192,45.84,46.8,full,17.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-4090,Q4,Q4_K_M,8192,45.84,46.8,full,19.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-16,Q4,Q4_K_M,8192,45.84,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,45.84,54,full,2.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,45.84,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,45.84,116,full,5.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-16,Q4,Q4_K_M,8192,45.84,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-32,Q4,Q4_K_M,8192,45.84,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,45.84,54,full,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,45.84,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,45.84,116,full,6.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,45.84,84,full,12.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,45.84,244,full,12.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,45.84,84,full,8.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-64,Q4,Q4_K_M,8192,45.84,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-128,Q4,Q4_K_M,8192,45.84,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,53.61,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,53.61,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,53.61,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,53.61,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,53.61,11.4,offload,0.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,53.61,15.4,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,offload,0.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,53.61,31.4,offload,1.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,53.61,46.8,offload,3.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,53.61,46.8,offload,4.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,53.61,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,53.61,54,full,2.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,53.61,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,53.61,116,full,5.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,53.61,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,53.61,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,53.61,54,full,2.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,53.61,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,53.61,116,full,5.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,53.61,84,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,53.61,244,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,53.61,84,full,7.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,53.61,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,53.61,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3060-12,Q8,Q8,8192,79.03,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4060ti-16,Q8,Q8,8192,79.03,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3090,Q8,Q8,8192,79.03,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4090,Q8,Q8,8192,79.03,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5090,Q8,Q8,8192,79.03,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5080,Q8,Q8,8192,79.03,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-7900xtx,Q8,Q8,8192,79.03,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3060,Q8,Q8,8192,79.03,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4060ti,Q8,Q8,8192,79.03,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3090,Q8,Q8,8192,79.03,23.4,offload,0.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-7900xtx,Q8,Q8,8192,79.03,23.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4090,Q8,Q8,8192,79.03,23.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-5090,Q8,Q8,8192,79.03,31.4,offload,0.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-3090,Q8,Q8,8192,79.03,46.8,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-4090,Q8,Q8,8192,79.03,46.8,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-16,Q8,Q8,8192,79.03,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-pro-64,Q8,Q8,8192,79.03,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-36,Q8,Q8,8192,79.03,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-128,Q8,Q8,8192,79.03,116,full,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-16,Q8,Q8,8192,79.03,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-32,Q8,Q8,8192,79.03,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m5-pro-64,Q8,Q8,8192,79.03,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-36,Q8,Q8,8192,79.03,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-128,Q8,Q8,8192,79.03,116,full,3.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-96,Q8,Q8,8192,79.03,84,full,7.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-256,Q8,Q8,8192,79.03,244,full,7.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m3-ultra-96,Q8,Q8,8192,79.03,84,full,5.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-64,Q8,Q8,8192,79.03,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-128,Q8,Q8,8192,79.03,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3060-12,FP16,FP16,8192,144.68,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4060ti-16,FP16,FP16,8192,144.68,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-3090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-4090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5090,FP16,FP16,8192,144.68,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-5080,FP16,FP16,8192,144.68,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,card-7900xtx,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3060,FP16,FP16,8192,144.68,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4060ti,FP16,FP16,8192,144.68,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-3090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-7900xtx,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-4090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-5090,FP16,FP16,8192,144.68,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-3090,FP16,FP16,8192,144.68,46.8,offload,0.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,build-dual-4090,FP16,FP16,8192,144.68,46.8,offload,0.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-16,FP16,FP16,8192,144.68,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m4-pro-64,FP16,FP16,8192,144.68,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-36,FP16,FP16,8192,144.68,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m4-max-128,FP16,FP16,8192,144.68,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-16,FP16,FP16,8192,144.68,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m6-32,FP16,FP16,8192,144.68,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-mini-m5-pro-64,FP16,FP16,8192,144.68,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-36,FP16,FP16,8192,144.68,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-max-128,FP16,FP16,8192,144.68,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-96,FP16,FP16,8192,144.68,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m5-ultra-256,FP16,FP16,8192,144.68,244,full,4.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,mac-studio-m3-ultra-96,FP16,FP16,8192,144.68,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-64,FP16,FP16,8192,144.68,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
llama-3.3-70b,laptop-proart-p14-128,FP16,FP16,8192,144.68,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3060-12,Q4,Q4_K_M,8192,47.1,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4060ti-16,Q4,Q4_K_M,8192,47.1,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3090,Q4,Q4_K_M,8192,47.1,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4090,Q4,Q4_K_M,8192,47.1,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5090,Q4,Q4_K_M,8192,47.1,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5080,Q4,Q4_K_M,8192,47.1,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-7900xtx,Q4,Q4_K_M,8192,47.1,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3060,Q4,Q4_K_M,8192,47.1,11.4,offload,0.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4060ti,Q4,Q4_K_M,8192,47.1,15.4,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3090,Q4,Q4_K_M,8192,47.1,23.4,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-7900xtx,Q4,Q4_K_M,8192,47.1,23.4,offload,1.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4090,Q4,Q4_K_M,8192,47.1,23.4,offload,1.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-5090,Q4,Q4_K_M,8192,47.1,31.4,offload,2.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-3090,Q4,Q4_K_M,8192,47.1,46.8,offload,17.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-4090,Q4,Q4_K_M,8192,47.1,46.8,offload,18.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-16,Q4,Q4_K_M,8192,47.1,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,47.1,54,full,2.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,47.1,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,47.1,116,full,5.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-16,Q4,Q4_K_M,8192,47.1,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-32,Q4,Q4_K_M,8192,47.1,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,47.1,54,full,3.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,47.1,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,47.1,116,full,6.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,47.1,84,full,12.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,47.1,244,full,12.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,47.1,84,full,8.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-64,Q4,Q4_K_M,8192,47.1,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-128,Q4,Q4_K_M,8192,47.1,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,55.1,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,55.1,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,55.1,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,55.1,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,55.1,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,55.1,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,55.1,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,55.1,11.4,offload,0.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,55.1,15.4,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,55.1,23.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,55.1,23.4,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,55.1,23.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,55.1,31.4,offload,1.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,55.1,46.8,offload,2.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,55.1,46.8,offload,4.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,55.1,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,55.1,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,55.1,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,55.1,116,full,4.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,55.1,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,55.1,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,55.1,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,55.1,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,55.1,116,full,5.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,55.1,84,full,10.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,55.1,244,full,10.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,55.1,84,full,7.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,55.1,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,55.1,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3060-12,Q8,Q8,8192,81.27,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4060ti-16,Q8,Q8,8192,81.27,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3090,Q8,Q8,8192,81.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4090,Q8,Q8,8192,81.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5090,Q8,Q8,8192,81.27,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5080,Q8,Q8,8192,81.27,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-7900xtx,Q8,Q8,8192,81.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3060,Q8,Q8,8192,81.27,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4060ti,Q8,Q8,8192,81.27,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3090,Q8,Q8,8192,81.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-7900xtx,Q8,Q8,8192,81.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4090,Q8,Q8,8192,81.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-5090,Q8,Q8,8192,81.27,31.4,offload,0.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-3090,Q8,Q8,8192,81.27,46.8,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-4090,Q8,Q8,8192,81.27,46.8,offload,1.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-16,Q8,Q8,8192,81.27,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-pro-64,Q8,Q8,8192,81.27,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-36,Q8,Q8,8192,81.27,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-128,Q8,Q8,8192,81.27,116,full,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-16,Q8,Q8,8192,81.27,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-32,Q8,Q8,8192,81.27,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m5-pro-64,Q8,Q8,8192,81.27,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-36,Q8,Q8,8192,81.27,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-128,Q8,Q8,8192,81.27,116,full,3.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-96,Q8,Q8,8192,81.27,84,full,7.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-256,Q8,Q8,8192,81.27,244,full,7.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m3-ultra-96,Q8,Q8,8192,81.27,84,full,4.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-64,Q8,Q8,8192,81.27,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-128,Q8,Q8,8192,81.27,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3060-12,FP16,FP16,8192,148.88,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4060ti-16,FP16,FP16,8192,148.88,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-3090,FP16,FP16,8192,148.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-4090,FP16,FP16,8192,148.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5090,FP16,FP16,8192,148.88,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-5080,FP16,FP16,8192,148.88,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,card-7900xtx,FP16,FP16,8192,148.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3060,FP16,FP16,8192,148.88,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4060ti,FP16,FP16,8192,148.88,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-3090,FP16,FP16,8192,148.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-7900xtx,FP16,FP16,8192,148.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-4090,FP16,FP16,8192,148.88,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-5090,FP16,FP16,8192,148.88,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-3090,FP16,FP16,8192,148.88,46.8,offload,0.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,build-dual-4090,FP16,FP16,8192,148.88,46.8,offload,0.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-16,FP16,FP16,8192,148.88,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m4-pro-64,FP16,FP16,8192,148.88,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-36,FP16,FP16,8192,148.88,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m4-max-128,FP16,FP16,8192,148.88,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-16,FP16,FP16,8192,148.88,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m6-32,FP16,FP16,8192,148.88,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-mini-m5-pro-64,FP16,FP16,8192,148.88,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-36,FP16,FP16,8192,148.88,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-max-128,FP16,FP16,8192,148.88,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-96,FP16,FP16,8192,148.88,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m5-ultra-256,FP16,FP16,8192,148.88,244,full,3.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,mac-studio-m3-ultra-96,FP16,FP16,8192,148.88,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-64,FP16,FP16,8192,148.88,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
qwen2.5-72b,laptop-proart-p14-128,FP16,FP16,8192,148.88,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3060-12,Q4,Q4_K_M,8192,45.84,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4060ti-16,Q4,Q4_K_M,8192,45.84,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3090,Q4,Q4_K_M,8192,45.84,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4090,Q4,Q4_K_M,8192,45.84,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5090,Q4,Q4_K_M,8192,45.84,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5080,Q4,Q4_K_M,8192,45.84,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-7900xtx,Q4,Q4_K_M,8192,45.84,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3060,Q4,Q4_K_M,8192,45.84,11.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4060ti,Q4,Q4_K_M,8192,45.84,15.4,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3090,Q4,Q4_K_M,8192,45.84,23.4,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-7900xtx,Q4,Q4_K_M,8192,45.84,23.4,offload,1.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4090,Q4,Q4_K_M,8192,45.84,23.4,offload,1.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-5090,Q4,Q4_K_M,8192,45.84,31.4,offload,2.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-3090,Q4,Q4_K_M,8192,45.84,46.8,full,17.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-4090,Q4,Q4_K_M,8192,45.84,46.8,full,19.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-16,Q4,Q4_K_M,8192,45.84,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,45.84,54,full,2.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,45.84,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,45.84,116,full,5.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-16,Q4,Q4_K_M,8192,45.84,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-32,Q4,Q4_K_M,8192,45.84,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,45.84,54,full,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,45.84,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,45.84,116,full,6.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,45.84,84,full,12.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,45.84,244,full,12.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,45.84,84,full,8.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-64,Q4,Q4_K_M,8192,45.84,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-128,Q4,Q4_K_M,8192,45.84,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,53.61,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,53.61,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,53.61,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,53.61,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,53.61,11.4,offload,0.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,53.61,15.4,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,offload,0.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,53.61,23.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,53.61,31.4,offload,1.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,53.61,46.8,offload,3.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,53.61,46.8,offload,4.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,53.61,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,53.61,54,full,2.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,53.61,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,53.61,116,full,5.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,53.61,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,53.61,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,53.61,54,full,2.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,53.61,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,53.61,116,full,5.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,53.61,84,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,53.61,244,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,53.61,84,full,7.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,53.61,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,53.61,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3060-12,Q8,Q8,8192,79.03,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4060ti-16,Q8,Q8,8192,79.03,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3090,Q8,Q8,8192,79.03,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4090,Q8,Q8,8192,79.03,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5090,Q8,Q8,8192,79.03,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5080,Q8,Q8,8192,79.03,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-7900xtx,Q8,Q8,8192,79.03,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3060,Q8,Q8,8192,79.03,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4060ti,Q8,Q8,8192,79.03,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3090,Q8,Q8,8192,79.03,23.4,offload,0.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-7900xtx,Q8,Q8,8192,79.03,23.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4090,Q8,Q8,8192,79.03,23.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-5090,Q8,Q8,8192,79.03,31.4,offload,0.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-3090,Q8,Q8,8192,79.03,46.8,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-4090,Q8,Q8,8192,79.03,46.8,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-16,Q8,Q8,8192,79.03,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-pro-64,Q8,Q8,8192,79.03,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-36,Q8,Q8,8192,79.03,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-128,Q8,Q8,8192,79.03,116,full,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-16,Q8,Q8,8192,79.03,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-32,Q8,Q8,8192,79.03,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m5-pro-64,Q8,Q8,8192,79.03,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-36,Q8,Q8,8192,79.03,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-128,Q8,Q8,8192,79.03,116,full,3.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-96,Q8,Q8,8192,79.03,84,full,7.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-256,Q8,Q8,8192,79.03,244,full,7.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m3-ultra-96,Q8,Q8,8192,79.03,84,full,5.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-64,Q8,Q8,8192,79.03,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-128,Q8,Q8,8192,79.03,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3060-12,FP16,FP16,8192,144.68,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4060ti-16,FP16,FP16,8192,144.68,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-3090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-4090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5090,FP16,FP16,8192,144.68,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-5080,FP16,FP16,8192,144.68,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,card-7900xtx,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3060,FP16,FP16,8192,144.68,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4060ti,FP16,FP16,8192,144.68,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-3090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-7900xtx,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-4090,FP16,FP16,8192,144.68,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-5090,FP16,FP16,8192,144.68,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-3090,FP16,FP16,8192,144.68,46.8,offload,0.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,build-dual-4090,FP16,FP16,8192,144.68,46.8,offload,0.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-16,FP16,FP16,8192,144.68,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m4-pro-64,FP16,FP16,8192,144.68,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-36,FP16,FP16,8192,144.68,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m4-max-128,FP16,FP16,8192,144.68,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-16,FP16,FP16,8192,144.68,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m6-32,FP16,FP16,8192,144.68,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-mini-m5-pro-64,FP16,FP16,8192,144.68,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-36,FP16,FP16,8192,144.68,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-max-128,FP16,FP16,8192,144.68,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-96,FP16,FP16,8192,144.68,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m5-ultra-256,FP16,FP16,8192,144.68,244,full,4.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,mac-studio-m3-ultra-96,FP16,FP16,8192,144.68,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-64,FP16,FP16,8192,144.68,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
deepseek-r1-distill-70b,laptop-proart-p14-128,FP16,FP16,8192,144.68,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3060-12,Q4,Q4_K_M,8192,45.27,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4060ti-16,Q4,Q4_K_M,8192,45.27,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3090,Q4,Q4_K_M,8192,45.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4090,Q4,Q4_K_M,8192,45.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5090,Q4,Q4_K_M,8192,45.27,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5080,Q4,Q4_K_M,8192,45.27,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-7900xtx,Q4,Q4_K_M,8192,45.27,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3060,Q4,Q4_K_M,8192,45.27,11.4,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4060ti,Q4,Q4_K_M,8192,45.27,15.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3090,Q4,Q4_K_M,8192,45.27,23.4,offload,1.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-7900xtx,Q4,Q4_K_M,8192,45.27,23.4,offload,1.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4090,Q4,Q4_K_M,8192,45.27,23.4,offload,1.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-5090,Q4,Q4_K_M,8192,45.27,31.4,offload,2.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-3090,Q4,Q4_K_M,8192,45.27,46.8,full,18.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-4090,Q4,Q4_K_M,8192,45.27,46.8,full,19.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-16,Q4,Q4_K_M,8192,45.27,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-pro-64,Q4,Q4_K_M,8192,45.27,54,full,2.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-36,Q4,Q4_K_M,8192,45.27,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-128,Q4,Q4_K_M,8192,45.27,116,full,5.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-16,Q4,Q4_K_M,8192,45.27,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-32,Q4,Q4_K_M,8192,45.27,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m5-pro-64,Q4,Q4_K_M,8192,45.27,54,full,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-36,Q4,Q4_K_M,8192,45.27,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-128,Q4,Q4_K_M,8192,45.27,116,full,6.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-96,Q4,Q4_K_M,8192,45.27,84,full,12.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-256,Q4,Q4_K_M,8192,45.27,244,full,12.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m3-ultra-96,Q4,Q4_K_M,8192,45.27,84,full,8.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-64,Q4,Q4_K_M,8192,45.27,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-128,Q4,Q4_K_M,8192,45.27,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3060-12,Q5,Q5 (~0.71 bytes/param),8192,53.41,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4060ti-16,Q5,Q5 (~0.71 bytes/param),8192,53.41,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3090,Q5,Q5 (~0.71 bytes/param),8192,53.41,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4090,Q5,Q5 (~0.71 bytes/param),8192,53.41,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5090,Q5,Q5 (~0.71 bytes/param),8192,53.41,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5080,Q5,Q5 (~0.71 bytes/param),8192,53.41,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,53.41,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3060,Q5,Q5 (~0.71 bytes/param),8192,53.41,11.4,offload,0.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4060ti,Q5,Q5 (~0.71 bytes/param),8192,53.41,15.4,offload,1.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3090,Q5,Q5 (~0.71 bytes/param),8192,53.41,23.4,offload,0.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-7900xtx,Q5,Q5 (~0.71 bytes/param),8192,53.41,23.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4090,Q5,Q5 (~0.71 bytes/param),8192,53.41,23.4,offload,1.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-5090,Q5,Q5 (~0.71 bytes/param),8192,53.41,31.4,offload,1.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-3090,Q5,Q5 (~0.71 bytes/param),8192,53.41,46.8,offload,3.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-4090,Q5,Q5 (~0.71 bytes/param),8192,53.41,46.8,offload,5.1,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-16,Q5,Q5 (~0.71 bytes/param),8192,53.41,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-pro-64,Q5,Q5 (~0.71 bytes/param),8192,53.41,54,full,2.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-36,Q5,Q5 (~0.71 bytes/param),8192,53.41,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-128,Q5,Q5 (~0.71 bytes/param),8192,53.41,116,full,5.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-16,Q5,Q5 (~0.71 bytes/param),8192,53.41,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-32,Q5,Q5 (~0.71 bytes/param),8192,53.41,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m5-pro-64,Q5,Q5 (~0.71 bytes/param),8192,53.41,54,full,2.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-36,Q5,Q5 (~0.71 bytes/param),8192,53.41,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-128,Q5,Q5 (~0.71 bytes/param),8192,53.41,116,full,5.6,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,53.41,84,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-256,Q5,Q5 (~0.71 bytes/param),8192,53.41,244,full,10.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m3-ultra-96,Q5,Q5 (~0.71 bytes/param),8192,53.41,84,full,7.5,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-64,Q5,Q5 (~0.71 bytes/param),8192,53.41,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-128,Q5,Q5 (~0.71 bytes/param),8192,53.41,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3060-12,Q8,Q8,8192,80.05,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4060ti-16,Q8,Q8,8192,80.05,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3090,Q8,Q8,8192,80.05,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4090,Q8,Q8,8192,80.05,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5090,Q8,Q8,8192,80.05,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5080,Q8,Q8,8192,80.05,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-7900xtx,Q8,Q8,8192,80.05,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3060,Q8,Q8,8192,80.05,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4060ti,Q8,Q8,8192,80.05,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3090,Q8,Q8,8192,80.05,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-7900xtx,Q8,Q8,8192,80.05,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4090,Q8,Q8,8192,80.05,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-5090,Q8,Q8,8192,80.05,31.4,offload,0.8,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-3090,Q8,Q8,8192,80.05,46.8,offload,0.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-4090,Q8,Q8,8192,80.05,46.8,offload,1.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-16,Q8,Q8,8192,80.05,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-pro-64,Q8,Q8,8192,80.05,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-36,Q8,Q8,8192,80.05,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-128,Q8,Q8,8192,80.05,116,full,3.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-16,Q8,Q8,8192,80.05,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-32,Q8,Q8,8192,80.05,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m5-pro-64,Q8,Q8,8192,80.05,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-36,Q8,Q8,8192,80.05,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-128,Q8,Q8,8192,80.05,116,full,3.7,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-96,Q8,Q8,8192,80.05,84,full,7.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-256,Q8,Q8,8192,80.05,244,full,7.3,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m3-ultra-96,Q8,Q8,8192,80.05,84,full,5.0,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-64,Q8,Q8,8192,80.05,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-128,Q8,Q8,8192,80.05,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3060-12,FP16,FP16,8192,148.87,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4060ti-16,FP16,FP16,8192,148.87,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-3090,FP16,FP16,8192,148.87,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-4090,FP16,FP16,8192,148.87,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5090,FP16,FP16,8192,148.87,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-5080,FP16,FP16,8192,148.87,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,card-7900xtx,FP16,FP16,8192,148.87,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3060,FP16,FP16,8192,148.87,11.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4060ti,FP16,FP16,8192,148.87,15.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-3090,FP16,FP16,8192,148.87,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-7900xtx,FP16,FP16,8192,148.87,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-4090,FP16,FP16,8192,148.87,23.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-5090,FP16,FP16,8192,148.87,31.4,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-3090,FP16,FP16,8192,148.87,46.8,offload,0.2,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,build-dual-4090,FP16,FP16,8192,148.87,46.8,offload,0.4,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-16,FP16,FP16,8192,148.87,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m4-pro-64,FP16,FP16,8192,148.87,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-36,FP16,FP16,8192,148.87,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m4-max-128,FP16,FP16,8192,148.87,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-16,FP16,FP16,8192,148.87,10,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m6-32,FP16,FP16,8192,148.87,24,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-mini-m5-pro-64,FP16,FP16,8192,148.87,54,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-36,FP16,FP16,8192,148.87,28,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-max-128,FP16,FP16,8192,148.87,116,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-96,FP16,FP16,8192,148.87,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m5-ultra-256,FP16,FP16,8192,148.87,244,full,3.9,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,mac-studio-m3-ultra-96,FP16,FP16,8192,148.87,84,no,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-64,FP16,FP16,8192,148.87,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)
nemotron-3-5-bolt-74b,laptop-proart-p14-128,FP16,FP16,8192,148.87,,unscored,,True,localllmrig formula 2026-10-14 (bandwidth-bound decode)