HWBenchedge-AI hardware data, cited & graded

AMD Versal AI Core VCK190 (VC1902) vs HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition)

FPGA / Versal coverage note: 1,243 rows come from the AMD Vitis AI 3.0/3.5 Model Zoo tables; 733 (59%) are image classification. Detection, segmentation and other workloads are thinner, and there is no LLM or speech data for these boards. All are vendor-published (grade D). FPGA / Versal overview.
AMDeval kit (adaptive SoC) · no photo yet
No licensed photo available — placeholder drawing.
HPEdatacenter server · no photo yet
No licensed photo available — placeholder drawing.

No like-for-like comparison yet: both have published results, but model size or batch differ. Treat the numbers below as indicative only.

AMD Versal AI Core VCK190 (VC1902)HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition)
Best object detection1300 FPS D
Older data (2023)
n/a
Powern/an/a
Perf / Wn/an/a
Pricen/an/a
Workloads with data4 of 71 of 7

Best published object detection result per platform. n/a = not published; never estimated.

Show data — all workloads, sources and like-for-like groups

object detection

Only AMD Versal AI Core VCK190 (VC1902) has published object detection results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)70.67 FPS
E2E throughput, multi thread · b=unknown
pt_yolov5s6_coco_1280_1280_17G
INT8 · Vitis AI 3.0 (VART) · small (YOLO-s)
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition):

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No published object detection results for HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition) or AMD Versal AI Core VCK190 (VC1902) 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 AMD Versal AI Core VCK190 (VC1902) or HPE ProLiant Compute DL380a Gen12 (10x 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

Only AMD Versal AI Core VCK190 (VC1902) has published pose estimation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)437 FPS
E2E throughput, multi thread · b=unknown
pt_movenet_coco_192_192_0.5G
INT8 · Vitis AI 3.0 (VART) · unknown
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition):

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No published pose estimation results for HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition) or AMD Versal AI Core VCK190 (VC1902) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

image classification

Only AMD Versal AI Core VCK190 (VC1902) has published image classification results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)4566 FPS
E2E throughput, multi thread · b=unknown
tf_resnetv1_50_imagenet_224_224_0.65_2.45G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition):

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No published image classification results for HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition) or AMD Versal AI Core VCK190 (VC1902) yet.
We only show cited public figures — nothing is estimated to fill gaps. Requests tell us what to source or test next.

semantic segmentation

Only AMD Versal AI Core VCK190 (VC1902) has published semantic segmentation results.

PlatformResultModel · precision · stackGradePowerSource
AMD Versal AI Core VCK190 (VC1902)2938 FPS
E2E throughput, multi thread · b=unknown
tf2_2d-unet_nuclei_128_128_5.31G
INT8 · Vitis AI 3.0 (VART) · mid-size CNN
Dunknown power n/a
no power published
Vitis AI 3.0 Model Zoo performance table
Older data (2023)

HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition):

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No published semantic segmentation results for HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition) or AMD Versal AI Core VCK190 (VC1902) 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

Only HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition) has published speech-to-text results.

PlatformResultModel · precision · stackGradePowerSource
HPE ProLiant Compute DL380a Gen12 (10x NVIDIA RTX PRO 6000 Blackwell Server Edition)18889 FPS
throughput_offline · b=unknown
MLPerf whisper
fp4 · TensorRT 10.11.0.33, CUDA 13.0 · unknown
Aunknown power n/a
no power published
MLPerf Inference v6.0 (closed, datacenter) ID 6.0-0044
undated

AMD Versal AI Core VCK190 (VC1902):

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No published speech-to-text results for AMD Versal AI Core VCK190 (VC1902) or HPE ProLiant Compute DL380a Gen12 (10x 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.

LLM generation

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No published LLM generation results for AMD Versal AI Core VCK190 (VC1902) or HPE ProLiant Compute DL380a Gen12 (10x 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.