gpu,model,concurrency,n_ok,latency_ms_median,latency_ms_p95,throughput_tok_s_median,vram_mib_median
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,1,10,5868.947,5903.056,34.245,22314.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,4,10,6661.833,6697.659,118.114,22314.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,8,10,7274.65,7542.778,232.547,22314.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,16,10,7551.52,7865.504,459.991,22318.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,32,10,8102.508,8312.156,833.824,22318.0
NVIDIA RTX 4090,Qwen/Qwen2.5-VL-7B-Instruct,1,10,4448.225,4474.125,33.942,19962.0
NVIDIA RTX 4090,Qwen/Qwen2.5-VL-7B-Instruct,4,10,4937.669,4975.891,122.175,19962.0
NVIDIA RTX 4090,Qwen/Qwen2.5-VL-7B-Instruct,8,10,5040.972,5072.398,240.553,19962.0
NVIDIA RTX 4090,Qwen/Qwen2.5-VL-7B-Instruct,16,10,5215.652,5240.601,463.076,19966.0
NVIDIA RTX 4090,Qwen/Qwen2.5-VL-7B-Instruct,32,10,5632.634,5663.804,840.924,19966.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,1,10,5784.712,5805.704,34.743,22314.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,4,10,6556.657,6582.406,120.003,22314.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,8,10,7404.304,7443.227,245.626,22314.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,16,10,7447.952,7682.365,468.303,22318.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,32,10,7892.773,8084.863,850.675,22318.0
NVIDIA RTX 4090,numind/NuMarkdown-8B-Thinking,64,10,5833.87,6014.754,2264.351,22318.0
NVIDIA RTX 4090,Qwen/Qwen2.5-VL-7B-Instruct,64,10,4146.289,4162.71,2244.616,19966.0
NVIDIA L40S (x86),numind/NuMarkdown-8B-Thinking,1,10,4867.174,4869.515,48.279,42347.0
NVIDIA L40S (x86),numind/NuMarkdown-8B-Thinking,4,10,5202.308,5203.081,178.564,42347.0
NVIDIA L40S (x86),numind/NuMarkdown-8B-Thinking,8,10,5128.022,5129.031,358.492,42349.0
NVIDIA L40S (x86),numind/NuMarkdown-8B-Thinking,16,10,4917.469,4965.837,649.277,42349.0
NVIDIA L40S (x86),numind/NuMarkdown-8B-Thinking,32,10,6026.184,6031.501,1142.631,42349.0
NVIDIA L40S (x86),Qwen/Qwen2.5-VL-7B-Instruct,1,10,3178.6,3181.626,48.129,41071.0
NVIDIA L40S (x86),Qwen/Qwen2.5-VL-7B-Instruct,4,10,3504.413,3517.07,174.305,41071.0
NVIDIA L40S (x86),Qwen/Qwen2.5-VL-7B-Instruct,8,10,3472.125,3491.574,352.007,41073.0
NVIDIA L40S (x86),Qwen/Qwen2.5-VL-7B-Instruct,16,10,3552.01,3608.572,687.04,41073.0
NVIDIA L40S (x86),Qwen/Qwen2.5-VL-7B-Instruct,32,10,4158.611,4161.946,1170.676,41073.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,1,10,4942.725,5036.921,47.542,42347.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,4,10,5488.963,5520.768,169.235,42347.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,8,10,5392.812,5399.261,340.888,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,16,10,5074.979,5175.455,629.396,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,32,10,6017.502,6025.646,1141.474,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,48,10,6894.926,6898.67,1624.625,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,64,10,7124.633,7190.084,2067.467,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,1,10,4947.018,5041.363,47.499,42347.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,4,10,5469.87,5492.252,169.817,42347.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,8,10,5391.137,5404.208,341.006,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,16,10,4975.006,5038.662,642.072,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,32,10,6043.719,6304.709,1138.245,42349.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,1,10,3178.867,3186.531,48.126,41071.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,4,10,3467.291,3479.751,176.172,41071.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,8,10,3463.761,3472.618,352.906,41073.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,16,10,3562.933,3712.25,685.039,41073.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,32,10,4168.926,4171.638,1168.061,41073.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,1,10,4869.13,4870.676,48.26,42347.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,4,10,5205.986,5207.476,178.432,42347.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,8,10,5130.037,5132.949,358.325,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,16,10,4919.751,4968.654,648.957,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,32,10,5996.791,6301.556,1141.939,42349.0
NVIDIA L40S (Grace ARM),numind/NuMarkdown-8B-Thinking,64,10,7120.041,7191.878,2067.365,42351.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,1,10,3178.882,3181.529,48.126,41071.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,4,10,3423.597,3434.249,178.42,41071.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,8,10,3417.304,3418.431,357.69,41073.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,16,10,3509.057,3561.243,695.425,41073.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,32,10,4170.704,4177.948,1167.702,41073.0
NVIDIA L40S (Grace ARM),Qwen/Qwen2.5-VL-7B-Instruct,64,10,4777.156,4789.813,2023.469,41075.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen2.5-VL-7B-Instruct,1,10,1508.72,1510.51,101.392,90856.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen2.5-VL-7B-Instruct,4,10,1567.279,1580.126,386.1,90856.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen2.5-VL-7B-Instruct,8,10,1594.195,1598.95,756.208,90856.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen2.5-VL-7B-Instruct,16,10,1688.387,1690.967,1404.293,90856.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen3-VL-8B-Instruct,1,10,1629.092,1630.612,93.899,83500.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen3-VL-8B-Instruct,4,10,1691.009,1703.915,359.464,83500.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen3-VL-8B-Instruct,8,10,1743.641,1746.305,691.416,83500.0
NVIDIA RTX PRO 6000 Blackwell,Qwen/Qwen3-VL-8B-Instruct,16,10,1871.846,1876.348,1271.193,83502.0