ai-tier / edge

LFM2-1.2B on Pi 5

Snapshot · ai-tier

Raspberry Pi 5 · 16 GB RAMAll performance measurements are for this device.

Capability shows how well the model answers the benchmark questions. Speed, response time and memory are measured on Raspberry Pi 5 · 16 GB.

Capability summarises instruction following, tool calling and finding information in long prompts. Speed and memory refer to the Raspberry Pi 5. — means unavailable.
ModelCapability / 100Output tok/sPrompt tok/sFirst token · sTask time · sPeak memory · MiBParameters · B
LFM2-1.2BQ4_K_M · 4,096 context · reasoning off601680.25.3241,5471.2

Benchmark breakdown

Instruction following · IFEvalTool calling · BFCLFinding information · RULER
617444

Test configuration

Model publisher
Liquid AI
Model parameters
1.17 billion total
Published input support
text (metadata; not device validation)
Quantization
Q4_K_M
Context capacity
4,096 tokens
Reasoning mode
off
CPU threads / parallel requests
4 / 1
Temperature / seed
0 / 42
Measurement date
2026-10-18T17:38:15.952357+00:00
Result ID
split-5018295a8bbfa1cafab9
Runtime revision
620d2225cc436ab0b001e3200e590e3b286ef9ab
Artifact repository / revision
unsloth/LFM2-1.2B-GGUF / 154016c6696a2d84ea8c5c2a9e6b2c97f2547f59
Artifact SHA256
ac63aeef935e5a4ca147ad6d966487bb0c23220ea20a5f49ad315614392f104e
Dataset revision
a0fc00b6a07455d1efb70cc19d5ca94c5923c5261a0b41095083a41a1592a1f6
Configuration identity
a6aa07df56836b959b680e28b9cb0e52bc3b5f0feb05ced3f94ba841d58df1d3

Measurement limits

Speed tests read 256 input tokens and generate 128 output tokens, repeated ten times. The output speed test starts without a long conversation history. Answer time uses six fixed prompts with up to 128 output tokens, repeated three times. First-text time is measured from the application making the request. Peak memory includes the loaded model; it excludes other applications on the device. Longer prompts may need more memory. Capability uses a fixed selection of public questions, rather than the full official benchmarks.

Measured 2026-10-18T17:38:15.952357+00:00.