HPE ProLiant DL345 Gen12 (4x NVIDIA RTX PRO 4500 Blackwell-PCIe-32GB): edge AI benchmarks
Key results
| Workload | Best result | Model · precision | Power · perf/W | Grade · date | Source |
|---|---|---|---|---|---|
| LLM generation | 9558 tok/s batch unknown | MLPerf llama3.1-8b-edge fp4 · TensorRT 10.15.1.29, CUDA 13.2 | unknown | B 2026-09-16 (published) | MLPerf Inference v6.1, open division, edge suite |
Best published result per workload, across model sizes. For like-for-like groups, open the per-workload tables below.
Show data — per-workload tables
object detection
No published object detection results for HPE ProLiant DL345 Gen12 (4x NVIDIA RTX PRO 4500 Blackwell-PCIe-32GB) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
instance segmentation
No published instance segmentation results for HPE ProLiant DL345 Gen12 (4x NVIDIA RTX PRO 4500 Blackwell-PCIe-32GB) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
pose estimation
No published pose estimation results for HPE ProLiant DL345 Gen12 (4x NVIDIA RTX PRO 4500 Blackwell-PCIe-32GB) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
image classification
No published image classification results for HPE ProLiant DL345 Gen12 (4x NVIDIA RTX PRO 4500 Blackwell-PCIe-32GB) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
semantic segmentation
No published semantic segmentation results for HPE ProLiant DL345 Gen12 (4x NVIDIA RTX PRO 4500 Blackwell-PCIe-32GB) 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
No published speech-to-text results for HPE ProLiant DL345 Gen12 (4x NVIDIA RTX PRO 4500 Blackwell-PCIe-32GB) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.
LLM generation
| Like-for-like group | Best result | Model · precision · stack | Grade | Power | Source · date | Rank in group |
|---|---|---|---|---|---|---|
| LLM 5–14B · b=unknown | 9558 tok/s | MLPerf llama3.1-8b-edge fp4 · TensorRT 10.15.1.29, CUDA 13.2 | B | unknown power n/a | MLPerf Inference v6.1, open division, edge suite 2026-09-16 (published) | 1 of 2 |
How to read these numbers
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.