Llama 3.1 8B Instruct on Pi 5

Snapshot 2026-10-27 · 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.
Model	Capability / 100	Output tok/s	Prompt tok/s	First token · s	Task time · s	Peak memory · MiB	Parameters · B
Llama 3.1 8B InstructQ4_K_M · 4,096 context · reasoning off	75	2.6	11	38.9	165.7	9,809	8

Benchmark breakdown

Instruction following · IFEval	Tool calling · BFCL	Finding information · RULER
78	81	66

Test configuration

Model publisher: Meta
Model parameters: 8.03 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: 2026-10-19T13:56:49.412571+00:00
Result ID: split-e46b227f0bc9f081bfa9
Runtime revision: 620d2225cc436ab0b001e3200e590e3b286ef9ab
Artifact repository / revision: bartowski/Meta-Llama-3.1-8B-Instruct-GGUF / bf5b95e96dac0462e2a09145ec66cae9a3f12067
Artifact SHA256: 7b064f5842bf9532c91456deda288a1b672397a54fa729aa665952863033557c
Dataset revision: a0fc00b6a07455d1efb70cc19d5ca94c5923c5261a0b41095083a41a1592a1f6
Configuration identity: 5fe68da79ee55fe1626d611abce74c787191398c646d7b25fae3088d35fa9e33

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.

All Pi 5 measurements Methodology Publisher model card ↗Pinned engine source ↗

Measured 2026-10-19T13:56:49.412571+00:00.