hw_id stringclasses 13
values | device_raw stringclasses 14
values | device_count int64 1 1 | backend stringclasses 1
value | model stringclasses 14
values | quant stringclasses 4
values | params_b float64 4.66 117 | size_gib float64 2.54 68 | fa int64 1 1 | ngl int64 99 99 | threads int64 6 128 | ubatch int64 512 512 | depth int64 0 131k | pp_n int64 130 4.1k | pp_tps float64 49.3 20.5k | tg_n int64 64 768 | tg_tps float64 4.18 396 | build stringclasses 1
value | build_num int64 11.7k 11.7k | n_samples int64 1 3 | date stringdate 2026-10-16 00:00:00 2026-10-28 00:00:00 | notes stringlengths 250 507 | engine stringclasses 1
value |
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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 | 4,353.24 | 128 | 76.11 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 4,096 | 512 | 4,432.81 | 128 | 74.02 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 16,384 | 512 | 3,965.62 | 128 | 72.45 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 4,416.94 | 128 | 51.1 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 4,096 | 512 | 4,496.24 | 128 | 50.08 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 16,384 | 512 | 4,022.41 | 128 | 49.44 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 10,646.5 | 128 | 260.07 | 3e4dfa8f3 | 11,658 | 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; HI... | llama.cpp |
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 | 4,096 | 512 | 10,237.43 | 128 | 242.63 | 3e4dfa8f3 | 11,658 | 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; HI... | llama.cpp |
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 | 16,384 | 512 | 9,363.49 | 128 | 245.59 | 3e4dfa8f3 | 11,658 | 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 ... | llama.cpp |
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 | 10,165.49 | 128 | 246.84 | 3e4dfa8f3 | 11,658 | 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... | llama.cpp |
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 | 4,096 | 512 | 9,802.7 | 128 | 233.1 | 3e4dfa8f3 | 11,658 | 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... | llama.cpp |
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 | 16,384 | 512 | 9,013.7 | 128 | 235.19 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 9,016.89 | 128 | 276.94 | 3e4dfa8f3 | 11,658 | 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 131... | llama.cpp |
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 | 4,096 | 512 | 8,761.2 | 128 | 249.85 | 3e4dfa8f3 | 11,658 | 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... | llama.cpp |
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 | 16,384 | 512 | 7,707.92 | 128 | 242.46 | 3e4dfa8f3 | 11,658 | 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... | llama.cpp |
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 | 9,341.7 | 128 | 260.76 | 3e4dfa8f3 | 11,658 | 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 VA... | llama.cpp |
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 | 4,096 | 512 | 8,968.1 | 128 | 237.07 | 3e4dfa8f3 | 11,658 | 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 stdde... | llama.cpp |
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 | 16,384 | 512 | 7,870.16 | 128 | 231.41 | 3e4dfa8f3 | 11,658 | 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 stdde... | llama.cpp |
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 | 19,560.11 | 128 | 395.98 | 3e4dfa8f3 | 11,658 | 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... | llama.cpp |
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 | 4,096 | 512 | 18,372.03 | 128 | 359.91 | 3e4dfa8f3 | 11,658 | 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... | llama.cpp |
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 | 16,384 | 512 | 15,172.33 | 128 | 349.43 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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 | 20,480.04 | 128 | 375.71 | 3e4dfa8f3 | 11,658 | 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 m... | llama.cpp |
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 | 4,096 | 512 | 19,177.05 | 128 | 342.79 | 3e4dfa8f3 | 11,658 | 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 m... | llama.cpp |
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 | 16,384 | 512 | 15,721.88 | 128 | 332.3 | 3e4dfa8f3 | 11,658 | 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 | llama.cpp |
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