Agents-A1 4B 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
Agents-A1 4BQ4_K_M · 4,096 context · reasoning off	62	3.5	19.3	19.4	—	5,612	4.5

Benchmark breakdown

Instruction following · IFEval	Tool calling · BFCL	Finding information · RULER
80	78	29

Test configuration

Model publisher: InternScience
Model parameters: 4.539 billion total
Published input support: text, image, video (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: 2026-10-19T12:10:25.844988+00:00
Result ID: split-493a9d762e5bbc03ad00
Runtime revision: 620d2225cc436ab0b001e3200e590e3b286ef9ab
Artifact repository / revision: InternScience/Agents-A1-4B-Q4_K_M-GGUF / d92b02e27074b27542384f72bc0e72203c970f0f
Artifact SHA256: d93c393a9bd5139a4b5cfe24d31ef553c5a497bfb8afec178a354ecbf508f062
Dataset revision: a0fc00b6a07455d1efb70cc19d5ca94c5923c5261a0b41095083a41a1592a1f6
Configuration identity: 4527ea2e8f49d6821712f8926251d3412a1e97b581aa3c6771db9fdc2db5b08e

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 2026-10-19T12:10:25.844988+00:00.