HWBench

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Task LLM generation · model-size class by model · batch per group · 35 platforms · edge hardware only · model_key "llama323b"

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 3.2:3b 35 platforms · 0 with published power

Llama 3.2:3b: 0 results with published power, ranked by tok/s per watt; 35 not ranked by efficiency listed below
RankPlatformtok/s/Wtok/sPowerModel · precision · batchGrade · dateSource
–Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)0.443● Measured · Whole system181 tok/s409 WWhole system Measuredllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2025-05-06 (page last edited)Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
–Mac Studio (M3 Ultra 512GB) (as tested by Jeff Geerling)0.693● Measured · Whole system155 tok/s223 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Ryzen 9 9950X (AMD 7900 XT) (as tested by Jeff Geerling)131 tok/s— not publishedLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1D 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–M1 Ultra (64 GPU Core) 128GB (as tested by Jeff Geerling)128 tok/s— not publishedLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–M1 Ultra (48 GPU Core) 64GB (as tested by Jeff Geerling)109 tok/s— not publishedLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1D 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Dell Pro Max with GB100.762● Measured · Whole system97.93 tok/s129 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–System76 Thelio Astra (Nvidia A4000) (as tested by Jeff Geerling)0.373● Measured · Whole system90.92 tok/s244 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)0.663● Measured · Whole system88.14 tok/s133 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Pi CM5 - 16GB (AMD AI Pro R9700) (as tested by Jeff Geerling)0.276● Measured · Whole system77.54 tok/s281 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Minisforum MS-R1 (as tested by Jeff Geerling)71.36 tok/s— not publishedllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2025-11-10 (page last edited)Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
–M1 Max Mac Studio (10 core - 64GB) (as tested by Jeff Geerling)59.38 tok/s— not publishedLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1D 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Apple M4 (10-core GPU, 120 GB/s)1.37● Measured · Whole system41.31 tok/s30.10 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling)1.37● Measured · Whole system41.31 tok/s30.10 WWhole system Measuredllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2024-11-11 (page last edited)Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19
–System76 Thelio Astra (Nvidia A400) (as tested by Jeff Geerling)0.213● Measured · Whole system35.51 tok/s167 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Nvidia A400 (as tested by Jeff Geerling)0.213● Measured · Whole system35.51 tok/s167 WWhole system Measuredllama3.2:3bOllama 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+ - 16GB (Intel Arc Pro B50) (as tested by Jeff Geerling)0.380● Measured · Whole system29.80 tok/s78.50 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Dell XPS 13 (Intel Core 5 320) (as tested by Jeff Geerling)1.71● Measured · Whole system23.88 tok/s14.00 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling)0.466● Measured · Whole system23.81 tok/s51.10 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–MetaComputing AI PC Framework 13 Mainboard (as tested by Jeff Geerling)0.452● Measured · Whole system13.10 tok/s29.00 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Radxa Dragon Q8B (as tested by Jeff Geerling)0.506● Measured · Whole system12.30 tok/s24.30 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–GMKtec G3 Plus (Intel N150) - 16GB (as tested by Jeff Geerling)0.343● Measured · Whole system9.06 tok/s26.40 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling)0.343● Measured · Whole system9.06 tok/s26.40 WWhole system Measuredllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2025-02-04 (page last edited)Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
–Pi 500+ - 16GB (as tested by Jeff Geerling)0.427● Measured · Whole system5.55 tok/s13.00 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Axelera Metis Edge 130p PCIe card (16GB)5.50 tok/s— not publishedllama3.2-3bnot stated · batch 1C 2026-10-15 (page last edited)Axelera Voyager SDK model zoo (docs/reference/models/model-zoo.md)Voyager SDK 1.9.0 (model-zoo.md @ f184b09)
–Raspberry Pi 5 (CPU only)0.410● Measured · Whole system4.88 tok/s11.90 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Raspberry Pi CM5 - 4GB (as tested by Jeff Geerling)4.58 tok/s— not publishedllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2024-11-27 (page last edited)Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19
–Pi 500 - 8GB (as tested by Jeff Geerling)0.436● Measured · Whole system4.53 tok/s10.40 WWhole system Measuredllama3.2:3bOllama 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
–Pi 400 - 4GB (as tested by Jeff Geerling)0.267● Measured · Whole system1.60 tok/s6.00 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Raspberry Pi 400 - 4GB (as tested by Jeff Geerling)0.267● Measured · Whole system1.60 tok/s6.00 WWhole system Measuredllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2024-11-30 (page last edited)Jeff Geerling sbc-reviews (AI / LLM inference tables)ai-benchmarks README @ 2f56f19
–Dell Optiplex 780 (C2Q Q8400) (as tested by Jeff Geerling)0.00747● Measured · Whole system1.09 tok/s146 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–Dell Optiplex 780 (Intel Core 2 Quad Q8400) (as tested by Jeff Geerling)1.09 tok/s— not publishedllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2025-11-05 (page last edited)Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
–DC-ROMA Mainboard II (8-core RISC-V) (as tested by Jeff Geerling)0.0101● Measured · Whole system0.310 tok/s30.60 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–DC-ROMA RISC-V Mainboard II (as tested by Jeff Geerling)0.310 tok/s— not publishedllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2025-10-17 (page last edited)Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
–HiFive Premier P550 (4-core RISC-V) (as tested by Jeff Geerling)0.0178● Measured · Whole system0.240 tok/s13.50 WWhole system MeasuredLlama 3.2:3bas in linked issue (Ollama default tags are 4-bit) · batch 1C 2026-09-22 (page last edited)Jeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
–HiFive Premier P550 (as tested by Jeff Geerling)0.0178● Measured · Whole system0.240 tok/s13.50 WWhole system Measuredllama3.2:3bOllama default tag (4-bit unless tag says otherwise) · batch 1C 2025-02-06 (page last edited)Jeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
Excluded from ranking (26)

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
Dell XPS 13 (Intel Core 5 320) (as tested by Jeff Geerling)Llama 3.2:3b23.88 tok/s14.00 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Apple M4 (10-core GPU, 120 GB/s)Llama 3.2:3b41.31 tok/s30.10 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
M4 Mac mini (10 core CPU) / 32GB (as tested by Jeff Geerling)llama3.2:3b41.31 tok/s30.10 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
Dell Pro Max with GB10Llama 3.2:3b97.93 tok/s129 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Mac Studio (M3 Ultra 512GB) (as tested by Jeff Geerling)Llama 3.2:3b155 tok/s223 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)Llama 3.2:3b88.14 tok/s133 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Radxa Dragon Q8B (as tested by Jeff Geerling)Llama 3.2:3b12.30 tok/s24.30 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Framework 13 (Ryzen AI 5 340) (as tested by Jeff Geerling)Llama 3.2:3b23.81 tok/s51.10 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
MetaComputing AI PC Framework 13 Mainboard (as tested by Jeff Geerling)Llama 3.2:3b13.10 tok/s29.00 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Radxa Oryon O6 Mini ITX Board (as tested by Jeff Geerling)llama3.2:3b181 tok/s409 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
Pi 500 - 8GB (as tested by Jeff Geerling)llama3.2:3b4.53 tok/s10.40 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
Pi 500+ - 16GB (as tested by Jeff Geerling)Llama 3.2:3b5.55 tok/s13.00 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Raspberry Pi 5 (CPU only)Llama 3.2:3b4.88 tok/s11.90 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Pi 500+ - 16GB (Intel Arc Pro B50) (as tested by Jeff Geerling)Llama 3.2:3b29.80 tok/s78.50 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
System76 Thelio Astra (Nvidia A4000) (as tested by Jeff Geerling)Llama 3.2:3b90.92 tok/s244 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
GMKtec G3 Plus (Intel N150) - 16GB (as tested by Jeff Geerling)Llama 3.2:3b9.06 tok/s26.40 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Intel N150 Mini PC (GMKTek G3 Plus) (as tested by Jeff Geerling)llama3.2:3b9.06 tok/s26.40 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
Pi CM5 - 16GB (AMD AI Pro R9700) (as tested by Jeff Geerling)Llama 3.2:3b77.54 tok/s281 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Pi 400 - 4GB (as tested by Jeff Geerling)Llama 3.2:3b1.60 tok/s6.00 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Raspberry Pi 400 - 4GB (as tested by Jeff Geerling)llama3.2:3b1.60 tok/s6.00 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
System76 Thelio Astra (Nvidia A400) (as tested by Jeff Geerling)Llama 3.2:3b35.51 tok/s167 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Nvidia A400 (as tested by Jeff Geerling)llama3.2:3b35.51 tok/s167 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
HiFive Premier P550 (4-core RISC-V) (as tested by Jeff Geerling)Llama 3.2:3b0.240 tok/s13.50 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
HiFive Premier P550 (as tested by Jeff Geerling)llama3.2:3b0.240 tok/s13.50 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks issue results (comments)ai-benchmarks README @ 2f56f19
DC-ROMA Mainboard II (8-core RISC-V) (as tested by Jeff Geerling)Llama 3.2:3b0.310 tok/s30.60 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19
Dell Optiplex 780 (C2Q Q8400) (as tested by Jeff Geerling)Llama 3.2:3b1.09 tok/s146 WWhole system MeasuredEfficiency rankingHWBench Data has not verified tok/s/W rows for ranking yetJeff Geerling ai-benchmarks README (Findings tables)ai-benchmarks README @ 2f56f19