ASUSTeK · ESC8000_E12P_RTX_PRO_6000_PCIE_96GBx8
Llama-3.1-8B (MLPerf reference) · llama3.1-8b · Offline · run 01a00b49-b4c7…
valid · Reported evidence
Measurements
output_token_throughput_tps · reported48,613.8 tokens_s
Llama-3.1-8B (MLPerf reference) · llama3.1-8b · Offline · offline · 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 · Offline
topology8× NVIDIA RTX PRO 6000 Blackwell Server Edition
harnessmlperf_loadgen v6.0
quality policymlperf_closed_99
comparison keysha256:2ff30ecfdd943656…
sha256:bf85b2eb1471a33480ebb32…
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 · Offline
streamingno
load generationoffline
Canonical manifest
Show manifestHide 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": 48613.8,
"metric": "output_token_throughput_tps",
"statistic": "reported"
}
],
"sourceNative": {
"source": "mlperf-inference",
"metrics": {
"performance_units": "Tokens/s",
"performance_result": 48613.8
},
"category": "datacenter",
"division": "closed",
"scenario": "offline",
"benchmark": "llama3.1-8b",
"externalId": "v6.0/6.0-0005"
},
"qualityPolicy": "mlperf_closed_99",
"workloadDigest": "sha256:a49a37592d011507287e85cda6488466913158a2cd8c7ecb16cf07f92327bf15",
"configurationDigest": "sha256:507d6f6f6cf071ae39bef21a0e1540b0c942d8980263da9e1bb1021734a6b0f5"
},
"metadata": {
"name": "mlperf-v6-0-6-0-0005",
"title": "ASUSTeK · llama3.1-8b · Offline",
"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"
}Cite this result (permalink, digest, access date)
Report an issue with this serving run
MLPerf Inference · closed/datacenter · entry v6.0/6.0-0005 · shown unmodified as publishedAll serving results →JSON