Find edge AI hardware
Task LLM generation · model-size class by model · batch per group · 8 platforms · edge hardware only · model_key "llama318b"
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.
Llama 3.1 8B 8 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) | 0.239● Measured · Whole system | 113 tok/s | 471 WWhole system Measured | llama3.1:8bOllama 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 |
| – | NVIDIA Jetson AGX Thor | ≥0.318Module TDP · Module · floor | 41.30 tok/s | 130 WModuleModule TDP · max of range 40-130 W | Llama 3.1 8Bn/s on page · batch 1 | D on or before 2025-11-08 | NVIDIA Jetson BenchmarksJetPack 7.0, CUDA 13.0, TensorRT 10.13 (stated on page) |
| – | Minisforum MS-R1 (as tested by Jeff Geerling) | 34.52 tok/s | — not published | llama3.1:8bOllama 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 | |
| – | M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | 0.713● Measured · Whole system | 20.95 tok/s | 29.40 WWhole system Measured | llama3.1:8bOllama 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 |
| – | Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling) | 0.202● Measured · Whole system | 10.46 tok/s | 51.70 WWhole system Measured | llama3.1:8bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-12 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| – | Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | 0.131● Measured · Whole system | 3.91 tok/s | 29.80 WWhole system Measured | llama3.1:8bOllama 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 |
| – | Raspberry Pi CM5 - 8GB (as tested by Jeff Geerling) | 1.93 tok/s | — not published | llama3.1:8bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-27 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 | |
| – | HiFive Premier P550 (as tested by Jeff Geerling) | 0.00735● Measured · Whole system | 0.100 tok/s | 13.60 WWhole system Measured | llama3.1:8bOllama 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) | 0.239● Measured · Whole system | 113 tok/s | 471 WWhole system Measured | llama3.1:8bOllama 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 | NVIDIA Jetson AGX Thor | ≥0.318Module TDP · Module · floor | 41.30 tok/s | 130 WModuleModule TDP · max of range 40-130 W | Llama 3.1 8Bn/s on page · batch 1 | D on or before 2025-11-08 | NVIDIA Jetson BenchmarksJetPack 7.0, CUDA 13.0, TensorRT 10.13 (stated on page) |
| 3 | Minisforum MS-R1 (as tested by Jeff Geerling) | 34.52 tok/s | — not published | llama3.1:8bOllama 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 | |
| 4 | M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling) | 0.713● Measured · Whole system | 20.95 tok/s | 29.40 WWhole system Measured | llama3.1:8bOllama 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 |
| 5 | Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling) | 0.202● Measured · Whole system | 10.46 tok/s | 51.70 WWhole system Measured | llama3.1:8bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2025-11-12 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 |
| 6 | Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | 0.131● Measured · Whole system | 3.91 tok/s | 29.80 WWhole system Measured | llama3.1:8bOllama 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 |
| 7 | Raspberry Pi CM5 - 8GB (as tested by Jeff Geerling) | 1.93 tok/s | — not published | llama3.1:8bOllama default tag (4-bit unless tag says otherwise) · batch 1 | C 2024-11-27 (page last edited) | Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19 | |
| 8 | HiFive Premier P550 (as tested by Jeff Geerling) | 0.00735● Measured · Whole system | 0.100 tok/s | 13.60 WWhole system Measured | llama3.1:8bOllama 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 (6)
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) | llama3.1:8b | 20.95 tok/s | 29.40 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 |
| NVIDIA Jetson AGX Thor | Llama 3.1 8B | 41.30 tok/s | 130 WModuleModule TDP · max of range 40-130 W | Efficiency ranking | HWBench Data has not verified tok/s/W rows for ranking yet | NVIDIA Jetson BenchmarksJetPack 7.0, CUDA 13.0, TensorRT 10.13 (stated on page) |
| Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling) | llama3.1:8b | 113 tok/s | 471 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 |
| Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling) | llama3.1:8b | 10.46 tok/s | 51.70 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 |
| Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling) | llama3.1:8b | 3.91 tok/s | 29.80 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 |
| HiFive Premier P550 (as tested by Jeff Geerling) | llama3.1:8b | 0.100 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 |