K2 Horizon 7B on Pi 5
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.
| Model | Capability / 100 | Output tok/s | Prompt tok/s | First token · s | Task time · s | Peak memory · MiB | Parameters · B |
|---|---|---|---|---|---|---|---|
| K2 Horizon 7BQ4_K_M · 40,960 context · reasoning on | 60 | 2.2 | 10.4 | 36.1 | 229.6 | 14,498 | 9 |
Benchmark breakdown
| Instruction following · IFEval | Tool calling · BFCL | Finding information · RULER |
|---|---|---|
| 75 | 36 | 69 |
Test configuration
- Model publisher
- Institute of Foundation Models / MBZUAI
- Model parameters
- 8.999 billion total
- Published input support
- text (metadata; not device validation)
- Quantization
- Q4_K_M
- Context capacity
- 40,960 tokens
- Reasoning mode
- on
- CPU threads / parallel requests
- 4 / 1
- Temperature / seed
- 0 / 42
- Measurement date
- 2026-10-22T09:54:43.646962+00:00
- Result ID
- split-57e0fd923630540d8cf5
- Runtime revision
- 620d2225cc436ab0b001e3200e590e3b286ef9ab
- Artifact repository / revision
- IFM/K2-Horizon-7B-GGUF / 7a75dbda05e3d440351543131ff3f7fa5687e879
- Artifact SHA256
- eb89c15a0ae9712be2ee462bf43802de14200f20f93b73da6eb68c2ebdd28e4e
- Dataset revision
- a0fc00b6a07455d1efb70cc19d5ca94c5923c5261a0b41095083a41a1592a1f6
- Configuration identity
- fe3f0e3025f8ce900e13462984c331eed4d92f580256b0fa6e3ab12612596770
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 2026-10-22T09:54:43.646962+00:00.