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ASUSTeK · ESC8000_E12P_RTX_PRO_6000_PCIE_96GBx8

Llama-3.1-8B (MLPerf reference) · llama3.1-8b · Server · run 01a00b49-b54e…
valid · Reported evidence
Measurements
output_token_throughput_tps · reported47,581 tokens_s

Llama-3.1-8B (MLPerf reference) · llama3.1-8b · Server · server · 8× NVIDIA RTX PRO 6000 Blackwell Server Edition · mlperf_closed_99 · observed 2026-03-26

Identity
modelLlama-3.1-8B (MLPerf reference)
stackTensorRT 10.14, CUDA 13.1
workloadllama3.1-8b · Server
topology8× NVIDIA RTX PRO 6000 Blackwell Server Edition
harnessmlperf_loadgen v6.0
quality policymlperf_closed_99
comparison keysha256:c8d15fa42ff09836…
sha256:ffc51cf435e76556390e61b…

Launch configuration

dtypefp4
notesData bandwidth for GPU-PCIe: 504 GB/s; PCIe-NIC: 126 GB/s
systemESC8000_E12P_RTX_PRO_6000_PCIE_96GBx8
softwareTensorRT 10.14, CUDA 13.1
availabilityavailable

Workload

namellama3.1-8b · Server
streamingyes
load generationopen_loop

Canonical manifest

Show manifest
{
  "kind": "ServingRun",
  "spec": {
    "status": "valid",
    "harness": {
      "name": "mlperf_loadgen",
      "version": "v6.0"
    },
    "topology": {
      "nodeCount": 1,
      "acceleratorModel": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
      "acceleratorVendor": "nvidia",
      "acceleratorsPerNode": 8
    },
    "observedAt": "2026-03-26T19:39:54Z",
    "modelDigest": "sha256:dafdb8bb411a12b698d36856eed69f16242fb467999fb68680ca09a5601b6bd4",
    "measurements": [
      {
        "unit": "tokens_s",
        "value": 47581,
        "metric": "output_token_throughput_tps",
        "statistic": "reported"
      }
    ],
    "sourceNative": {
      "source": "mlperf-inference",
      "metrics": {
        "performance_units": "Tokens/s",
        "performance_result": 47581
      },
      "category": "datacenter",
      "division": "closed",
      "scenario": "server",
      "benchmark": "llama3.1-8b",
      "externalId": "v6.0/6.0-0005"
    },
    "qualityPolicy": "mlperf_closed_99",
    "workloadDigest": "sha256:209ab3ba41ef397171c081377f84bcb2512e3d47cd6334278a712a3858d8eedd",
    "configurationDigest": "sha256:507d6f6f6cf071ae39bef21a0e1540b0c942d8980263da9e1bb1021734a6b0f5"
  },
  "metadata": {
    "name": "mlperf-v6-0-6-0-0005",
    "title": "ASUSTeK · llama3.1-8b · Server",
    "sourceRefs": [
      {
        "url": "https://github.com/mlcommons/submissions_inference_v6.0/tree/main/closed/ASUSTeK/results/ESC8000_E12P_RTX_PRO_6000_PCIE_96GBx8_TRT"
      }
    ]
  },
  "apiVersion": "kernelindex.dev/v1alpha1"
}
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