Find edge AI hardware
Task LLM generation · model-size class by model · batch per group · 6 platforms · edge hardware only · model_key "llama213b"
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.
llama2:13b 6 platforms · 0 with published power
| Rank | Platform | tok/s/W | tok/s | Power | Model · precision · batch | Grade · date | Source |
|---|---|---|---|---|---|---|---|
| – | Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) | 0.186● Measured · Whole system | 84.21 tok/s | 453 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-05-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| – | M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | 0.456● Measured · Whole system | 13.60 tok/s | 29.80 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-11 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| – | Nvidia A400 (as tested by Jeff Geerling) | 0.0356● Measured · Whole system | 7.93 tok/s | 223 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-10-22 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| – | Minisforum MS-R1 (as tested by Jeff Geerling) | 3.91 tok/s | — not published | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-10 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| – | Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | 0.0902● Measured · Whole system | 2.57 tok/s | 28.50 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-04 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| – | HiFive Premier P550 (as tested by Jeff Geerling) | 0.00809● Measured · Whole system | 0.110 tok/s | 13.60 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| Rank | Platform | tok/s/W | tok/s | Power | Model · precision · batch | Grade · date | Source |
|---|---|---|---|---|---|---|---|
| 1 | Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) | 0.186● Measured · Whole system | 84.21 tok/s | 453 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-05-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| 2 | M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | 0.456● Measured · Whole system | 13.60 tok/s | 29.80 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-11 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| 3 | Nvidia A400 (as tested by Jeff Geerling) | 0.0356● Measured · Whole system | 7.93 tok/s | 223 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-10-22 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| 4 | Minisforum MS-R1 (as tested by Jeff Geerling) | 3.91 tok/s | — not published | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-10 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 | |
| 5 | Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | 0.0902● Measured · Whole system | 2.57 tok/s | 28.50 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-04 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| 6 | HiFive Premier P550 (as tested by Jeff Geerling) | 0.00809● Measured · Whole system | 0.110 tok/s | 13.60 WWhole system Measured | llama2:13bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-02-06 (page last edited) | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
Excluded from ranking (5)
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.
| Platform | Model | Result | Power | Left out of | Why | Source |
|---|---|---|---|---|---|---|
| M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | llama2:13b | 13.60 tok/s | 29.80 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) | llama2:13b | 84.21 tok/s | 453 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | llama2:13b | 2.57 tok/s | 28.50 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |
| Nvidia A400 (as tested by Jeff Geerling) | llama2:13b | 7.93 tok/s | 223 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| HiFive Premier P550 (as tested by Jeff Geerling) | llama2:13b | 0.110 tok/s | 13.60 WWhole system Measured | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19 |