Datasets:

rtx-pro-4000
/

benchmarks

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	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	54.84	58.09	8.014	150.082	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	51.19	56.96	8.068	146.854	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	44.18	54.19	8.291	145.876	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	27.73	42.24	9.359	121.551	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	54.81	57.31	8.67	188.319	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	52.08	56.54	8.764	183.555	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	44.74	53.7	9.15	188.536	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-12b-ggml-q4km	12	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	28.07	42.04	11.053	159.081	off	owner-measured	Andrew	2026-06-06T00:00:00	Seeded from llm-lab card-bench gemma4-12b-ggml-q4km-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	13,064.82	120.63	21.262	140.535	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	12,605.53	118.49	21.934	146.558	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	9,334.83	110.79	22.355	149.598	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	4,470.77	103.3	22.357	149.786	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	11,943.84	182.58	43.984	169.035	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	12,379.46	174.03	44.34	206.528	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	10,850.93	154.39	44.598	246.071	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-aeon-nvfp4	26	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	6,685.85	149.28	44.531	280.518	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-aeon-nvfp4-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	94.87	121.76	16.613	130.124	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	87	118.36	16.682	126.528	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	66.11	99.04	17.039	127.894	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	34.35	62.13	18.504	127.859	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	96.44	124.78	17.166	173.613	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	88.8	121.34	17.273	172.334	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	68.78	102.48	17.893	171.012	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-26b-a4b-q4-k-m	26	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	34.48	62.36	20.389	161.146	off	owner-measured	Andrew	2026-06-10T00:00:00	Seeded from llm-lab card-bench gemma4-26b-a4b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-31b-q4-k-m	31	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	25.9	27.33	18.811	149.912	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-31b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-31b-q4-k-m	31	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	26.3	28.24	19.635	206.227	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-31b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-31b-q4-k-m	31	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	25.14	27.36	19.928	205.479	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-31b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-31b-q8-0	31	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	16.37	17.16	32.963	194.326	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-31b-q8-0-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-31b-q8-0	31	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	15.97	16.83	33.256	195.838	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-31b-q8-0-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-e4b-q4-k-m	4	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	94.57	118.57	3.652	126.544	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-e4b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	gemma4-e4b-q4-k-m	4	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	86.32	113.53	3.707	131.442	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-e4b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-e4b-q4-k-m	4	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	92.83	115.71	4.297	171.542	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-e4b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	gemma4-e4b-q4-k-m	4	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	85.34	111.64	4.396	172.237	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench gemma4-e4b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	granite41-30b-q4-k-m	30	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	30.13	30.75	17.682	148.817	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-30b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	granite41-30b-q4-k-m	30	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	27.95	28.63	18.484	148.818	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-30b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	granite41-30b-q4-k-m	30	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	30.67	31.71	18.576	203.93	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-30b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	granite41-30b-q4-k-m	30	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	28.24	29.63	19.42	202.924	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-30b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	granite41-8b-q4-k-m	8	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	82.54	92.88	5.773	148.572	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-8b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	granite41-8b-q4-k-m	8	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	75.7	80.86	6.277	139.174	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-8b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	granite41-8b-q4-k-m	8	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	84.33	95.06	6.379	193.811	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-8b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	granite41-8b-q4-k-m	8	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	77.67	84.18	6.924	196.692	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench granite41-8b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	nex-n2-mini-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	186.99	148.18	20.953	172.378	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench nex-n2-mini-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	nex-n2-mini-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	181.67	143.54	21.062	176.56	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench nex-n2-mini-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-aeon-text-nvfp4-mtp-xs	27	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	4,732.34	33.61	23.295	149.63	off	owner-measured	Andrew	2026-06-11T00:00:00	Seeded from llm-lab card-bench qwen36-27b-aeon-text-nvfp4-mtp-xs-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-aeon-text-nvfp4-mtp-xs	27	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	4,796.8	33.56	21.512	149.919	off	owner-measured	Andrew	2026-06-11T00:00:00	Seeded from llm-lab card-bench qwen36-27b-aeon-text-nvfp4-mtp-xs-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-aeon-text-nvfp4-mtp-xs	27	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	3,838.19	32.39	21.518	150.993	off	owner-measured	Andrew	2026-06-11T00:00:00	Seeded from llm-lab card-bench qwen36-27b-aeon-text-nvfp4-mtp-xs-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-aeon-text-nvfp4-mtp-xs	27	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	5,323.27	58.96	45.285	277.982	off	owner-measured	Andrew	2026-06-12T00:00:00	Seeded from llm-lab card-bench qwen36-27b-aeon-text-nvfp4-mtp-xs-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-aeon-text-nvfp4-mtp-xs	27	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	5,513.98	58.82	45.285	275.046	off	owner-measured	Andrew	2026-06-12T00:00:00	Seeded from llm-lab card-bench qwen36-27b-aeon-text-nvfp4-mtp-xs-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-aeon-text-nvfp4-mtp-xs	27	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	4,848.17	57.78	45.293	270.915	off	owner-measured	Andrew	2026-06-12T00:00:00	Seeded from llm-lab card-bench qwen36-27b-aeon-text-nvfp4-mtp-xs-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-aeon-text-nvfp4-mtp-xs	27	nvfp4	vllm	0.22.1-f1900e87	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	3,104.49	53.69	45.285	285.68	off	owner-measured	Andrew	2026-06-12T00:00:00	Seeded from llm-lab card-bench qwen36-27b-aeon-text-nvfp4-mtp-xs-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-dense-stock-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	62.01	31.1	16.096	149.937	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench qwen36-27b-dense-stock-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-dense-stock-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	65.26	32.78	16.609	205.533	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench qwen36-27b-dense-stock-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-dense-stock-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	65.98	31.86	16.855	206.801	off	owner-measured	Andrew	2026-06-18T00:00:00	Seeded from llm-lab card-bench qwen36-27b-dense-stock-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-pi-tune-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	67.08	32.5	16.879	205.577	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-27b-pi-tune-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	66.92	31.22	16.141	149.438	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	66.02	30.51	16.346	149.68	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	55.45	28.29	17.25	149.166	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	39.28	21.12	20.906	148.321	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	64.84	32.46	16.861	206.597	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	63.35	31.81	17.107	207.185	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	57.12	29.5	18.26	208.383	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q4-k-m	27	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	40.45	22.57	22.947	209.611	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q4-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	64.02	27.53	18.5	150.187	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	60.35	27.18	18.705	149.927	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	53.78	25.18	19.609	149.663	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	38.8	19.32	23.266	148.805	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	62.54	28.63	19.221	206.442	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	61.5	28.11	19.467	206.911	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	54.54	26.31	20.619	208.565	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q5-k-m	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	39.65	20.61	25.307	209.822	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q5-k-m-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q6-k	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	60.69	24.29	21.15	149.933	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q6-k-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-27b-q6-k	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	59.91	23.84	21.355	150.005	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q6-k-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q6-k	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	61.42	25.22	21.869	208.977	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q6-k-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q6-k	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	60.29	24.82	22.115	209.72	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q6-k-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q6-k	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	54.38	23.41	23.268	210.662	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q6-k-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q6-k	27	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	39.75	18.71	27.955	211.029	off	owner-measured	Andrew	2026-06-20T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q6-k-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q8-0	27	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	57.44	20.56	27.238	195.785	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q8-0-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q8-0	27	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	56.33	20.3	27.484	197.105	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q8-0-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	2	qwen36-27b-q8-0	27	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	51.36	19.36	28.637	198.847	off	owner-measured	Andrew	2026-06-21T00:00:00	Seeded from llm-lab card-bench qwen36-27b-q8-0-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-35b-a3b-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	190.68	131.93	20.932	129.957	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-35b-a3b-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	183.94	128.38	21	127.788	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-35b-a3b-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	16,384	1	175.01	122.31	21.105	131.545	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-35b-a3b-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	20,000	1	170.63	120.78	21.154	131.666	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-1gpu; one row per context; median of kept runs; production stack stopped for clean measurement.
desktop	24	gddr7	192	672	140	16	1	qwen36-35b-a3b-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	158.7	113.1	21.318	136.912	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-1gpu; 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-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	191.06	135.2	21.408	166.278	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-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-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	183.92	130.08	21.518	165.614	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-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-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	16,384	1	177.3	124.76	21.689	167.464	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-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-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	159.38	116.25	22.041	170.65	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-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-q4-k-m	35	gguf-q4_k_m	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	98.39	77.03	24.162	181.737	off	owner-measured	Andrew	2026-06-15T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q4-k-m-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-q5-k-m	35	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	182.97	128.49	25.434	165.47	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q5-k-m-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-q5-k-m	35	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	178.37	124.51	25.543	181.605	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q5-k-m-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-q5-k-m	35	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	154.71	111.12	26.066	180.086	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q5-k-m-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-q5-k-m	35	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	98.21	75.1	28.188	183.598	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q5-k-m-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-q6-k	35	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	177.95	125.62	28.09	166.017	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q6-k-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-q6-k	35	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	171.19	121.63	28.199	181.394	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q6-k-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-q6-k	35	other	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	95.98	74.12	30.844	183.706	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q6-k-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-q8-0	35	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	2,048	1	178.06	119.41	35.166	159.313	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q8-0-2gpu; 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-q8-0	35	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	8,192	1	173.8	115.91	35.275	175.325	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q8-0-2gpu; 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-q8-0	35	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	32,768	1	151.94	105	35.799	180.171	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q8-0-2gpu; 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-q8-0	35	gguf-q8_0	llama.cpp	94a220cd6745e6e3f8de62870b66fd5b9bc92700	610.43.02	Ubuntu 24.04.4 LTS	131,072	1	95.49	71.84	37.92	179.894	off	owner-measured	Andrew	2026-06-17T00:00:00	Seeded from llm-lab card-bench qwen36-35b-a3b-q8-0-2gpu; one row per context; median of kept runs; production stack stopped for clean measurement.

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RTX PRO 4000 Blackwell Owner Benchmarks

This dataset records owner-operated inference benchmark rows for the NVIDIA RTX PRO 4000 Blackwell family, anchored on the desktop 24 GB card.

The point of the dataset is measured workstation behavior. Cloud benchmark rows, vendor marketing rows, and unverified screenshots are out of scope.

Files

data/results.jsonl - benchmark rows, one JSON object per line.
schema.json - machine-readable JSON Schema.
SCHEMA.md - human-readable field contract and variant rules.
METHODOLOGY.md - how runs should be measured and compared.
CONTRIBUTING.md - contribution rules and submission template.
validate.py - local validator used before accepting rows.
tests/ - validator fixtures; not benchmark data.

Variant Rule

Every row must set variant to one of:

desktop
sff
laptop

The validator cross-checks variant against bandwidth_gbps, tdp_w, and pcie_lanes for desktop/SFF rows. vram_gb, memory_type, and bus_width_bit are required metadata, but they are not desktop/SFF discriminators: desktop and SFF rows are both 24 GB GDDR7 ECC on a 192-bit bus. Results for SFF and laptop hardware are welcome, but they remain segregated by variant and are never merged into desktop tables.

Seed Rows

The initial seed rows are Andrew's owner-measured llm-lab card-bench results on dual desktop RTX PRO 4000 Blackwell cards. They are marked:

variant=desktop
memory_type=gddr7
bus_width_bit=192
tdp_w=140
pcie_lanes=16
source=owner-measured
submitter=Andrew

The seed rows are representative, not a full export of every local artifact. Their notes record the llm-lab run label and provenance.

License

Dataset rows are released under CC-BY-4.0 unless a future row states a stricter compatible license in its notes.

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