HWBenchedge-AI hardware data, cited & graded

Cisco UCS X215c M8 - X580P PCIe Node (4x NVIDIA RTX PRO 6000 Blackwell Server Edition): edge AI benchmarks

Ciscodatacenter server · no photo yet
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Vendor CiscoForm factor datacenter serverCompute GPUIndicative price unknownPower envelope unknownPublished rows 9
speech-to-text9237 FPSA perf/W n/aundated

Best published result per workload, across model sizes — open “Show data” for like-for-like groups.

Show data — per-workload tables

object detection

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No published object detection results for Cisco UCS X215c M8 - X580P PCIe Node (4x NVIDIA RTX PRO 6000 Blackwell Server Edition) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

instance segmentation

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No published instance segmentation results for Cisco UCS X215c M8 - X580P PCIe Node (4x NVIDIA RTX PRO 6000 Blackwell Server Edition) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

pose estimation

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No published pose estimation results for Cisco UCS X215c M8 - X580P PCIe Node (4x NVIDIA RTX PRO 6000 Blackwell Server Edition) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

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No published image classification results for Cisco UCS X215c M8 - X580P PCIe Node (4x NVIDIA RTX PRO 6000 Blackwell Server Edition) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

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No published semantic segmentation results for Cisco UCS X215c M8 - X580P PCIe Node (4x NVIDIA RTX PRO 6000 Blackwell Server Edition) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

speech-to-text

Like-for-like groupBest resultModel · precision · stackGradePowerSource · dateRank in group
unknown · b=unknown9237 FPSMLPerf whisper
fp16 · TensorRT 10.14, CUDA 13.1		Aunknown power n/aMLPerf Inference v6.1 (closed, datacenter) ID X215M8_X580P_RTXPro6000_96GBx4_TRT
undated		24 of 48

LLM generation

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No published LLM generation results for Cisco UCS X215c M8 - X580P PCIe Node (4x NVIDIA RTX PRO 6000 Blackwell Server Edition) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

How to read these numbers
Every number is labelled. Confidence: A MLPerf closed, audited · B documented third-party method · C community / review · D vendor-published, not independently verified · E estimate. Power basis: measured with the result · spec vendor spec/envelope · power n/a not published.

Machine-readable: /find.json (see llms.txt); full tables are in “Show data”. Confidence grades: A audited MLPerf closed · B documented third-party · C community · D vendor-published · E estimate. Unknown values are shown as unknown, never estimated. Generated 2026-10-16 from public sources.