HWBenchedge-AI hardware data, cited & graded

Pi CM5 - 16GB (AMD Radeon AI Pro R9700) (as tested by Jeff Geerling): edge AI benchmarks

(independent test)independent test system · no photo yet
No licensed photo available — placeholder drawing.
Vendor (independent test)Form factor independent test systemCompute GPUIndicative price unknownPower envelope unknownPublished rows 1
LLM generation19.59 tok/sC 0.0615 tok/s/W measuredundated

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

Show data — per-workload tables

object detection

◌

No published object detection results for Pi CM5 - 16GB (AMD Radeon AI Pro R9700) (as tested by Jeff Geerling) 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 Pi CM5 - 16GB (AMD Radeon AI Pro R9700) (as tested by Jeff Geerling) 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 Pi CM5 - 16GB (AMD Radeon AI Pro R9700) (as tested by Jeff Geerling) 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 Pi CM5 - 16GB (AMD Radeon AI Pro R9700) (as tested by Jeff Geerling) 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 Pi CM5 - 16GB (AMD Radeon AI Pro R9700) (as tested by Jeff Geerling) 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 Pi CM5 - 16GB (AMD Radeon AI Pro R9700) (as tested by Jeff Geerling) 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 groupBest resultModel · precision · stackGradePowerSource · dateRank in group
LLM 15–40B · b=119.59 tok/sgpt-oss 20b
as in linked issue (Ollama default tags are 4-bit) · llama.cpp (Vulkan)
C318 W measuredJeff Geerling ai-benchmarks README (Findings tables)
undated
20 of 22
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.