HWBench

Find edge AI hardware

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Task LLM generation · model-size class by model · batch per group · 2 platforms · edge hardware only · model_key "llama328b"

Results are compared only within the same model. 1 model have results for this task.

How to read power: results are compared only within the same model. By efficiency ranks only results whose source publishes a power figure; By speed ranks every result. Measured = measured for this workload. Vendor-measured (typical/avg) = the vendor’s own measurement at typical or average load, not an independent test and not a maximum, so fps/W looks better than at max TDP. Chip, Module or Board TDP = the vendor’s published maximum, not measured. Typical power, not max TDP = only a typical figure is published, so fps/W looks better than at full load. Scope says what the watts cover: Accelerator only (host not included), Module, or Whole system. Max of range = top of a published range, so fps/W is a floor (≥). “— not published” = the source gives no power; we never estimate one.

llama3.2:8b 2 platforms · 0 with published power

llama3.2:8b: 0 results with published power, ranked by tok/s per watt; 2 not ranked by efficiency listed below
RankPlatformtok/s/Wtok/sPowerModel · precision · batchGrade · dateSource
–Nvidia A400 (as tested by Jeff Geerling)0.0147● Measured · Whole system2.79 tok/s190 WWhole system Measuredllama3.2:8bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2024-10-22 (page last edited)Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19
–Pi 500 - 8GB (as tested by Jeff Geerling)0.179● Measured · Whole system1.90 tok/s10.60 WWhole system Measuredllama3.2:8bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2024-12-09 (page last edited)Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19
Excluded from ranking (2)

Partial or suspected partial models, fps/W outliers and rows HWBench Data flags (rank_note) are kept out of the rankings. Rows with a published power figure that Data does not mark for the default fps/W ranking still appear under By speed. Every row stays in /find.json.

Excluded from ranking
PlatformModelResultPowerLeft out ofWhySource
Pi 500 - 8GB (as tested by Jeff Geerling)llama3.2:8b1.90 tok/s10.60 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19
Nvidia A400 (as tested by Jeff Geerling)llama3.2:8b2.79 tok/s190 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19