variant string | vram_gb int64 | memory_type string | bus_width_bit int64 | bandwidth_gbps int64 | tdp_w int64 | pcie_lanes int64 | gpu_count int64 | model string | params_b int64 | quant string | backend string | backend_version string | driver_version string | os string | context_len int64 | concurrency int64 | tok_s_prefill float64 | tok_s_decode float64 | vram_used_gb float64 | power_w float64 | thinking string | source string | submitter string | date timestamp[s] | notes string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | qwopus36-27b-q4km | 27 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 8,192 | 1 | 61.47 | 31.1 | 16.34 | 149.381 | off | owner-measured | Andrew | 2026-06-18T00:00:00 | Seeded from llm-lab card-bench qwopus36-27b-q4km-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | qwopus36-27b-q4km | 27 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 2,048 | 1 | 64.89 | 32.79 | 16.855 | 206.083 | off | owner-measured | Andrew | 2026-06-18T00:00:00 | Seeded from llm-lab card-bench qwopus36-27b-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | qwopus36-27b-q4km | 27 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 8,192 | 1 | 65.15 | 31.86 | 17.102 | 205.447 | off | owner-measured | Andrew | 2026-06-18T00:00:00 | Seeded from llm-lab card-bench qwopus36-27b-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | qwen36-35b-a3b-nvfp4-verifier | 35 | nvfp4 | vllm | 0.23.0-a24a03aa | 610.43.02 | Ubuntu 24.04.4 LTS | 8,192 | 1 | 14,178.05 | 198.99 | 44.912 | 232.333 | off | owner-measured | Andrew | 2026-06-22T00:00:00 | vLLM concurrency bench 2026-06-22: stock NVFP4 ModelOpt verifier of Qwen3.6-35B-A3B served alone (no DFlash draft) on the 0.23.0-cu129 container, dual-GPU tensor-parallel + expert-parallel. Single-stream decode, 3-run median, client-stream timing. Same-session llama.cpp Q4_K_M baseline 130.69 tok/s decode at this conte... |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | qwen36-35b-a3b-nvfp4-verifier | 35 | nvfp4 | vllm | 0.23.0-a24a03aa | 610.43.02 | Ubuntu 24.04.4 LTS | 4,096 | 4 | null | 391.79 | 45.12 | null | off | owner-measured | Andrew | 2026-06-22T00:00:00 | vLLM concurrency bench 2026-06-22 (CC-PROMPT-vllm-concurrency-bench). 4-way concurrent SUSTAINED decode: tok_s_decode is the aggregate over 4 streams at 256 tok/stream forced via ignore_eos (equal-length vs llama's natural 256); EP = tensor-parallel-size 2 + expert-parallel, 0.23.0-cu129 container. NOT natural-chat thr... |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | qwen36-35b-a3b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 4,096 | 4 | null | 253.44 | 22.368 | 178.307 | off | owner-measured | Andrew | 2026-06-22T00:00:00 | vLLM concurrency bench 2026-06-22: llama.cpp production baseline, 4-way concurrent SUSTAINED decode: tok_s_decode is the aggregate over 4 streams at 256 tok/stream (natural, hit the 256 cap), dual-GPU layer-split, q8_0 KV. Single measured volley (one-shot), not a 3-run median. tok_s_prefill is null - not separately mea... |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 2,048 | 1 | 193.76 | 152.07 | 20.27 | 128.304 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 8,192 | 1 | 186.21 | 145.67 | 20.338 | 132.346 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 32,768 | 1 | 160.79 | 127.47 | 20.656 | 137.918 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 131,072 | 1 | 99.38 | 79.63 | 21.934 | 139.528 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-1gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 2,048 | 1 | 195.39 | 155.66 | 20.748 | 168.426 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 8,192 | 1 | 187.73 | 149.5 | 20.857 | 176.072 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 32,768 | 1 | 163.43 | 130.59 | 21.381 | 180.588 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | ornith-1.0-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 131,072 | 1 | 99.75 | 83.03 | 23.504 | 188.749 | on | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench ornith-1.0-35b-q4-k-m-2gpu; reasoning-on serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 2,048 | 1 | 191.12 | 152.05 | 20.27 | 119.553 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 8,192 | 1 | 183.93 | 145.94 | 20.338 | 129.156 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 32,768 | 1 | 157.88 | 126.98 | 20.656 | 121.624 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 1 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 131,072 | 1 | 99.59 | 80.85 | 21.934 | 134.196 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-1gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 2,048 | 1 | 190.15 | 156.47 | 20.748 | 158.476 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 8,192 | 1 | 180.79 | 149.69 | 20.857 | 174.615 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 32,768 | 1 | 160.56 | 131.36 | 21.381 | 160.318 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
desktop | 24 | gddr7 | 192 | 672 | 140 | 16 | 2 | titus-cyber-35b-q4-k-m | 35 | gguf-q4_k_m | llama.cpp | 94a220cd6745e6e3f8de62870b66fd5b9bc92700 | 610.43.02 | Ubuntu 24.04.4 LTS | 131,072 | 1 | 97.74 | 83.88 | 23.502 | 166.126 | off | owner-measured | Andrew | 2026-06-26T00:00:00 | Seeded from llm-lab card-bench titus-cyber-35b-q4-k-m-2gpu; reasoning-off serve; one row per context; median of kept runs; production stack stopped for clean measurement. |
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