Add RTX PRO 6000 96GB sweep incl. gpt-oss-120b, GLM-4.5-Air Q4 (502 rows, 11 GPUs)
Browse files- README.md +1 -1
- own_measurements.csv +75 -0
README.md
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# Local LLM Advisor: measured llama.cpp benchmarks
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## Attribution (CC BY 4.0)
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# Local LLM Advisor: measured llama.cpp benchmarks
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502 `llama-bench` measurements taken by [Local LLM Advisor](https://localllmadvisor.com) on rented NVIDIA GPUs, covering 11 GPUs (rtx-3060-12, rtx-3090, rtx-4060, rtx-4060ti-16, rtx-4070, rtx-4090, rtx-5070, rtx-5070ti, rtx-5080, rtx-5090, rtx-pro-6000), 13 GGUF models and context depths of 0, 4096, 16384 tokens. Every row is our own run; **no third-party benchmark rows are included** in this dataset.
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## Attribution (CC BY 4.0)
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own_measurements.csv
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@@ -426,3 +426,78 @@ rtx-5090,NVIDIA GeForce RTX 5090,1,CUDA,gpt-oss 20B,Q4_K_M,20.91,10.81,1,99,32,5
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rtx-5090,NVIDIA GeForce RTX 5090,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,0,512,18400.2,128,374.72,3e4dfa8f3,11658,3,2026-10-17,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7532 32-Core Processor, RAM 188 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 4059.14; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.73"
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rtx-5090,NVIDIA GeForce RTX 5090,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,4096,512,17289.11,128,339.33,3e4dfa8f3,11658,3,2026-10-17,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7532 32-Core Processor, RAM 188 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 2009.92; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.30"
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rtx-5090,NVIDIA GeForce RTX 5090,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,16384,512,14069.65,128,331.04,3e4dfa8f3,11658,3,2026-10-17,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7532 32-Core Processor, RAM 188 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 1415.31; HIGH VARIANCE in pp (>10% of mean); tg stddev 5.96"
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rtx-5090,NVIDIA GeForce RTX 5090,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,0,512,18400.2,128,374.72,3e4dfa8f3,11658,3,2026-10-17,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7532 32-Core Processor, RAM 188 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 4059.14; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.73"
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rtx-5090,NVIDIA GeForce RTX 5090,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,4096,512,17289.11,128,339.33,3e4dfa8f3,11658,3,2026-10-17,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7532 32-Core Processor, RAM 188 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 2009.92; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.30"
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rtx-5090,NVIDIA GeForce RTX 5090,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,16384,512,14069.65,128,331.04,3e4dfa8f3,11658,3,2026-10-17,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.84, vast.ai, CPU AMD EPYC 7532 32-Core Processor, RAM 188 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 1415.31; HIGH VARIANCE in pp (>10% of mean); tg stddev 5.96"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,GLM-4.5-Air,Q4_K_M,110.47,67.96,1,99,32,512,0,512,3634.78,128,138.28,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'glm4moe 106B.A12B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/GLM-4.5-Air-GGUF/Q4_K_M/GLM-4.5-Air-Q4_K_M-00001-of-00002.gguf; pp stddev 162.61; tg stddev 0.37"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,GLM-4.5-Air,Q4_K_M,110.47,67.96,1,99,32,512,4096,512,3304.59,128,117.91,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'glm4moe 106B.A12B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/GLM-4.5-Air-GGUF/Q4_K_M/GLM-4.5-Air-Q4_K_M-00001-of-00002.gguf; pp stddev 114.89; tg stddev 0.39"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,GLM-4.5-Air,Q4_K_M,110.47,67.96,1,99,32,512,16384,512,2264.58,128,104.48,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'glm4moe 106B.A12B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/GLM-4.5-Air-GGUF/Q4_K_M/GLM-4.5-Air-Q4_K_M-00001-of-00002.gguf; pp stddev 51.11; tg stddev 0.42"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 12B,Q4_K_M,11.96,6.62,1,99,32,512,0,512,9191.99,128,150.41,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 1128.27; HIGH VARIANCE in pp (>10% of mean); tg stddev 0.61"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 12B,Q4_K_M,11.96,6.62,1,99,32,512,4096,512,8503.89,128,143.62,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 633.72; tg stddev 0.53"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 12B,Q4_K_M,11.96,6.62,1,99,32,512,16384,512,7495.32,128,141.65,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q4_K_M.gguf; pp stddev 430.16; tg stddev 0.51"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 12B,Q8_0,11.96,11.78,1,99,32,512,0,512,9336.32,128,101.19,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 1347.70; HIGH VARIANCE in pp (>10% of mean); tg stddev 0.24"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 12B,Q8_0,11.96,11.78,1,99,32,512,4096,512,8675.29,128,97.99,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 660.61; tg stddev 0.25"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 12B,Q8_0,11.96,11.78,1,99,32,512,16384,512,7628.86,128,97.04,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 ?B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-12b-it-GGUF/gemma-4-12b-it-Q8_0.gguf; pp stddev 482.73; tg stddev 0.26"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 26B-A4B,Q4_K_M,25.81,15.77,1,99,32,512,0,512,12584.24,128,229.63,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 2224.04; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.56"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 26B-A4B,Q4_K_M,25.81,15.77,1,99,32,512,4096,512,11476.89,128,214.44,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 1043.11; tg stddev 1.40"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 26B-A4B,Q4_K_M,25.81,15.77,1,99,32,512,16384,512,10349.35,128,211.37,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 26B.A4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf; pp stddev 867.59; tg stddev 1.32"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 26B-A4B,Q8_0,25.81,25.0,1,99,32,512,0,512,12320.37,128,213.84,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 26B.A4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-Q8_0.gguf; pp stddev 2160.40; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.35"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 26B-A4B,Q8_0,25.81,25.0,1,99,32,512,4096,512,11300.81,128,200.31,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 26B.A4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-Q8_0.gguf; pp stddev 1108.28; tg stddev 1.27"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 26B-A4B,Q8_0,25.81,25.0,1,99,32,512,16384,512,10293.33,128,197.91,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 26B.A4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-26B-A4B-it-GGUF/gemma-4-26B-A4B-it-Q8_0.gguf; pp stddev 752.15; tg stddev 1.07"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 31B,Q4_K_M,31.27,17.05,1,99,32,512,0,512,3910.45,128,69.38,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 31B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q4_K_M.gguf; pp stddev 133.54; tg stddev 0.12"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 31B,Q4_K_M,31.27,17.05,1,99,32,512,4096,512,3773.84,128,65.53,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 31B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q4_K_M.gguf; pp stddev 155.42; tg stddev 0.11"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 31B,Q4_K_M,31.27,17.05,1,99,32,512,16384,512,3162.32,128,63.41,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 31B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q4_K_M.gguf; pp stddev 98.66; tg stddev 0.09"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 31B,Q8_0,31.27,30.38,1,99,32,512,0,512,3889.02,128,43.91,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 31B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q8_0.gguf; pp stddev 125.73; tg stddev 0.05"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 31B,Q8_0,31.27,30.38,1,99,32,512,4096,512,3752.68,128,42.26,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 31B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q8_0.gguf; pp stddev 136.01; tg stddev 0.05"
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rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Gemma 4 31B,Q8_0,31.27,30.38,1,99,32,512,16384,512,3134.04,128,41.37,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gemma4 31B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gemma-4-31B-it-GGUF/gemma-4-31B-it-Q8_0.gguf; pp stddev 99.23; tg stddev 0.06"
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| 450 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Mistral Small 3.2 24B,Q4_K_M,24.01,13.34,1,99,32,512,0,512,5393.81,128,97.84,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_K_M.gguf; pp stddev 161.68; tg stddev 0.11"
|
| 451 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Mistral Small 3.2 24B,Q4_K_M,24.01,13.34,1,99,32,512,4096,512,5312.16,128,93.28,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_K_M.gguf; pp stddev 184.31; tg stddev 0.16"
|
| 452 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Mistral Small 3.2 24B,Q4_K_M,24.01,13.34,1,99,32,512,16384,512,4522.27,128,83.34,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'llama 13B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q4_K_M.gguf; pp stddev 147.84; tg stddev 0.08"
|
| 453 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Mistral Small 3.2 24B,Q8_0,24.01,23.33,1,99,32,512,0,512,5547.25,128,62.15,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'llama 13B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q8_0.gguf; pp stddev 149.67; tg stddev 0.06"
|
| 454 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Mistral Small 3.2 24B,Q8_0,24.01,23.33,1,99,32,512,4096,512,5492.47,128,60.32,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'llama 13B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q8_0.gguf; pp stddev 172.68; tg stddev 0.06"
|
| 455 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Mistral Small 3.2 24B,Q8_0,24.01,23.33,1,99,32,512,16384,512,4678.82,128,56.06,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'llama 13B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF/Mistral-Small-3.2-24B-Instruct-2506-Q8_0.gguf; pp stddev 122.71; tg stddev 0.06"
|
| 456 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-Coder 30B-A3B,Q4_K_M,30.53,17.28,1,99,32,512,0,512,11393.13,128,346.25,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp stddev 1938.35; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.56"
|
| 457 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-Coder 30B-A3B,Q4_K_M,30.53,17.28,1,99,32,512,4096,512,10436.91,128,293.11,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp stddev 839.44; tg stddev 2.34"
|
| 458 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-Coder 30B-A3B,Q4_K_M,30.53,17.28,1,99,32,512,16384,512,7645.71,128,246.12,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M.gguf; pp stddev 509.80; tg stddev 2.14"
|
| 459 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-Coder 30B-A3B,Q8_0,30.53,30.25,1,99,32,512,0,512,11602.57,128,275.5,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q8_0.gguf; pp stddev 1954.77; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.37"
|
| 460 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-Coder 30B-A3B,Q8_0,30.53,30.25,1,99,32,512,4096,512,10509.24,128,239.79,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q8_0.gguf; pp stddev 873.42; tg stddev 1.99"
|
| 461 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-Coder 30B-A3B,Q8_0,30.53,30.25,1,99,32,512,16384,512,7672.51,128,207.65,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3moe 30B.A3B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF/Qwen3-Coder-30B-A3B-Instruct-Q8_0.gguf; pp stddev 571.90; tg stddev 1.61"
|
| 462 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-VL 8B,Q4_K_M,8.77,4.68,1,99,32,512,0,512,13811.9,128,239.61,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 1956.75; HIGH VARIANCE in pp (>10% of mean); tg stddev 0.80"
|
| 463 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-VL 8B,Q4_K_M,8.77,4.68,1,99,32,512,4096,512,12279.31,128,215.77,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 922.47; tg stddev 0.72"
|
| 464 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-VL 8B,Q4_K_M,8.77,4.68,1,99,32,512,16384,512,9216.91,128,172.41,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q4_K_M.gguf; pp stddev 461.21; tg stddev 0.48"
|
| 465 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-VL 8B,Q8_0,8.77,8.11,1,99,32,512,0,512,14173.59,128,163.23,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q8_0.gguf; pp stddev 2138.70; HIGH VARIANCE in pp (>10% of mean); tg stddev 0.41"
|
| 466 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-VL 8B,Q8_0,8.77,8.11,1,99,32,512,4096,512,12674.81,128,152.19,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q8_0.gguf; pp stddev 941.53; tg stddev 0.37"
|
| 467 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3-VL 8B,Q8_0,8.77,8.11,1,99,32,512,16384,512,9331.35,128,129.7,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen3vl 8B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3-VL-8B-Instruct-GGUF/Qwen3-VL-8B-Instruct-Q8_0.gguf; pp stddev 572.56; tg stddev 0.31"
|
| 468 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 4B,Q4_K_M,4.66,2.54,1,99,32,512,0,512,17977.45,128,314.88,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 3914.01; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.01"
|
| 469 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 4B,Q4_K_M,4.66,2.54,1,99,32,512,4096,512,17462.41,128,299.13,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 1728.78; tg stddev 1.84"
|
| 470 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 4B,Q4_K_M,4.66,2.54,1,99,32,512,16384,512,15185.03,128,283.39,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q4_K_M.gguf; pp stddev 1408.44; tg stddev 1.71"
|
| 471 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 4B,Q8_0,4.66,4.16,1,99,32,512,0,512,19065.9,128,243.63,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q8_0.gguf; pp stddev 4108.23; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.23"
|
| 472 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 4B,Q8_0,4.66,4.16,1,99,32,512,4096,512,18319.75,128,233.82,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q8_0.gguf; pp stddev 2340.48; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.27"
|
| 473 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 4B,Q8_0,4.66,4.16,1,99,32,512,16384,512,15879.53,128,225.05,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 4B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-4B-GGUF/Qwen3.5-4B-Q8_0.gguf; pp stddev 1588.95; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.07"
|
| 474 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 9B,Q4_K_M,9.65,5.28,1,99,32,512,0,512,13098.49,128,219.59,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 1970.36; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.11"
|
| 475 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 9B,Q4_K_M,9.65,5.28,1,99,32,512,4096,512,12837.03,128,211.48,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 1135.08; tg stddev 0.93"
|
| 476 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 9B,Q4_K_M,9.65,5.28,1,99,32,512,16384,512,11578.67,128,204.07,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q4_K_M.gguf; pp stddev 877.14; tg stddev 0.95"
|
| 477 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 9B,Q8_0,9.65,8.86,1,99,32,512,0,512,13411.39,128,153.43,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 2156.15; HIGH VARIANCE in pp (>10% of mean); tg stddev 0.52"
|
| 478 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 9B,Q8_0,9.65,8.86,1,99,32,512,4096,512,13046.27,128,149.39,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 1212.20; tg stddev 0.47"
|
| 479 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.5 9B,Q8_0,9.65,8.86,1,99,32,512,16384,512,11778.45,128,145.84,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 9B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.5-9B-GGUF/Qwen3.5-9B-Q8_0.gguf; pp stddev 916.79; tg stddev 0.48"
|
| 480 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 27B,Q4_K_M,27.78,15.65,1,99,32,512,0,512,4353.24,128,76.11,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 339.48; tg stddev 0.27"
|
| 481 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 27B,Q4_K_M,27.78,15.65,1,99,32,512,4096,512,4432.81,128,74.02,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 242.48; tg stddev 0.20"
|
| 482 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 27B,Q4_K_M,27.78,15.65,1,99,32,512,16384,512,3965.62,128,72.45,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q4_K_M.gguf; pp stddev 193.27; tg stddev 0.18"
|
| 483 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 27B,Q8_0,27.78,26.62,1,99,32,512,0,512,4416.94,128,51.1,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q8_0.gguf; pp stddev 420.23; tg stddev 0.13"
|
| 484 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 27B,Q8_0,27.78,26.62,1,99,32,512,4096,512,4496.24,128,50.08,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q8_0.gguf; pp stddev 260.64; tg stddev 0.16"
|
| 485 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 27B,Q8_0,27.78,26.62,1,99,32,512,16384,512,4022.41,128,49.44,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35 27B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-27B-GGUF/Qwen3.6-27B-Q8_0.gguf; pp stddev 219.64; tg stddev 0.10"
|
| 486 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 35B-A3B,Q4_K_M,35.95,20.6,1,99,32,512,0,512,10646.5,128,260.07,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 2175.74; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.55"
|
| 487 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 35B-A3B,Q4_K_M,35.95,20.6,1,99,32,512,4096,512,10237.43,128,242.63,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 1216.38; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.99"
|
| 488 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 35B-A3B,Q4_K_M,35.95,20.6,1,99,32,512,16384,512,9363.49,128,245.59,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf; pp stddev 920.28; tg stddev 2.09"
|
| 489 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 35B-A3B,Q8_0,35.95,34.36,1,99,32,512,0,512,10165.49,128,246.84,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-Q8_0.gguf; pp stddev 2067.63; HIGH VARIANCE in pp (>10% of mean); tg stddev 3.27"
|
| 490 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 35B-A3B,Q8_0,35.95,34.36,1,99,32,512,4096,512,9802.7,128,233.1,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-Q8_0.gguf; pp stddev 1139.17; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.83"
|
| 491 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,Qwen3.6 35B-A3B,Q8_0,35.95,34.36,1,99,32,512,16384,512,9013.7,128,235.19,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'qwen35moe 35B.A3B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/Qwen3.6-35B-A3B-GGUF/Qwen3.6-35B-A3B-Q8_0.gguf; pp stddev 864.29; tg stddev 1.81"
|
| 492 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 120B,Q4_K_M,116.83,58.45,1,99,32,512,0,512,9016.89,128,276.94,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 120B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-120b-GGUF/Q4_K_M/gpt-oss-120b-Q4_K_M-00001-of-00002.gguf; pp stddev 1314.02; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.65"
|
| 493 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 120B,Q4_K_M,116.83,58.45,1,99,32,512,4096,512,8761.2,128,249.85,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 120B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-120b-GGUF/Q4_K_M/gpt-oss-120b-Q4_K_M-00001-of-00002.gguf; pp stddev 730.86; tg stddev 1.47"
|
| 494 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 120B,Q4_K_M,116.83,58.45,1,99,32,512,16384,512,7707.92,128,242.46,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 120B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-120b-GGUF/Q4_K_M/gpt-oss-120b-Q4_K_M-00001-of-00002.gguf; pp stddev 533.66; tg stddev 4.31"
|
| 495 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 120B,Q8_0,116.83,59.02,1,99,32,512,0,512,9341.7,128,260.76,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 120B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-120b-GGUF/Q8_0/gpt-oss-120b-Q8_0-00001-of-00002.gguf; pp stddev 1273.44; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.53"
|
| 496 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 120B,Q8_0,116.83,59.02,1,99,32,512,4096,512,8968.1,128,237.07,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 120B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-120b-GGUF/Q8_0/gpt-oss-120b-Q8_0-00001-of-00002.gguf; pp stddev 725.82; tg stddev 1.45"
|
| 497 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 120B,Q8_0,116.83,59.02,1,99,32,512,16384,512,7870.16,128,231.41,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 120B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-120b-GGUF/Q8_0/gpt-oss-120b-Q8_0-00001-of-00002.gguf; pp stddev 500.23; tg stddev 2.67"
|
| 498 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 20B,Q4_K_M,20.91,10.81,1,99,32,512,0,512,19560.11,128,395.98,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 3559.13; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.15"
|
| 499 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 20B,Q4_K_M,20.91,10.81,1,99,32,512,4096,512,18372.03,128,359.91,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 1929.49; HIGH VARIANCE in pp (>10% of mean); tg stddev 2.21"
|
| 500 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 20B,Q4_K_M,20.91,10.81,1,99,32,512,16384,512,15172.33,128,349.43,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q4_K - Medium'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q4_K_M.gguf; pp stddev 1303.63; tg stddev 5.76"
|
| 501 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,0,512,20480.04,128,375.71,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 4026.30; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.97"
|
| 502 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,4096,512,19177.05,128,342.79,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 2106.76; HIGH VARIANCE in pp (>10% of mean); tg stddev 1.70"
|
| 503 |
+
rtx-pro-6000,NVIDIA RTX PRO 6000 Blackwell Workstation Edition,1,CUDA,gpt-oss 20B,Q8_0,20.91,11.27,1,99,32,512,16384,512,15721.88,128,332.3,3e4dfa8f3,11658,3,2026-10-18,"own run, llama-bench from llama.cpp b11658 (commit 3e4dfa8f3), CUDA 12.8 build, driver 595.91.07, vast.ai, CPU AMD EPYC 7543 32-Core Processor, RAM 503 GiB; llama-bench model_type 'gpt-oss 20B Q8_0'; -r 3; GPU 0 only; GGUF unsloth/gpt-oss-20b-GGUF/gpt-oss-20b-Q8_0.gguf; pp stddev 1230.16; tg stddev 4.67"
|