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Nebius · Nebius GB200 (4x GB200-186GB_aarch64, TensorRT)

Llama-3.1-405B (MLPerf reference) · llama3.1-405b · Server · run 01a00b49-8074…
valid · Reported evidence
Measurements
output_token_throughput_tps · reported596.108 tokens_s

Llama-3.1-405B (MLPerf reference) · llama3.1-405b · Server · server · 4× NVIDIA GB200 · mlperf_closed_99 · observed 2025-09-04

Identity
modelLlama-3.1-405B (MLPerf reference)
stackTensorRT 10.11, CUDA 12.9
workloadllama3.1-405b · Server
topology4× NVIDIA GB200
harnessmlperf_loadgen v5.1
quality policymlperf_closed_99
comparison keysha256:63fcc24fda753d2c…
sha256:5ac0c86933abcc86ee9c67d…

Launch configuration

dtypefp4
notesNVIDIA GB200 NVL72
systemNebius GB200 (4x GB200-186GB_aarch64, TensorRT)
softwareTensorRT 10.11, CUDA 12.9
availabilityavailable

Workload

namellama3.1-405b · Server
streamingyes
load generationopen_loop

Canonical manifest

Show manifest
{
  "kind": "ServingRun",
  "spec": {
    "status": "valid",
    "harness": {
      "name": "mlperf_loadgen",
      "version": "v5.1"
    },
    "topology": {
      "nodeCount": 1,
      "acceleratorModel": "NVIDIA GB200",
      "acceleratorVendor": "nvidia",
      "acceleratorsPerNode": 4
    },
    "observedAt": "2025-09-04T19:30:14Z",
    "modelDigest": "sha256:bc69ffe83643f1c91a137a177c5ef85829a1f5b65ae51771adb75ef783baf031",
    "measurements": [
      {
        "unit": "tokens_s",
        "value": 596.108,
        "metric": "output_token_throughput_tps",
        "statistic": "reported"
      }
    ],
    "sourceNative": {
      "source": "mlperf-inference",
      "metrics": {
        "performance_units": "Tokens/s",
        "performance_result": 596.108
      },
      "category": "datacenter",
      "division": "closed",
      "scenario": "server",
      "benchmark": "llama3.1-405b",
      "externalId": "v5.1/5.1-0074"
    },
    "qualityPolicy": "mlperf_closed_99",
    "workloadDigest": "sha256:3428d964054278646d17c2f6064b4e29982b970b7fa607362cf50b7f7dff994c",
    "configurationDigest": "sha256:fc35217d2964cdea213b230b6c985998b805e6495d905b5f3f3db12a5ae6ebab"
  },
  "metadata": {
    "name": "mlperf-v5-1-5-1-0074",
    "title": "Nebius · llama3.1-405b · Server",
    "sourceRefs": [
      {
        "url": "https://github.com/mlcommons/inference_results_v5.1/tree/main/closed/Nebius/results/GB200-NVL72_GB200-186GB_aarch64x4_TRT"
      }
    ]
  },
  "apiVersion": "kernelindex.dev/v1alpha1"
}
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