llamaperf

Llama 3.2 3B

on Unknown GPU · mlc-llm

Oct 4, 2026
Throughput
6.1 t/s gen · 8.8 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
q4f16_1 (MLC)

Summary

User benchmarks mlc-llm on an Orange Pi 5 Pro running Ubuntu off an m.2 NVMe SSD, with mlc-llm compiled for OpenCL. The table reports prefill and decode tok/s for seven models; the record captures Llama-3.2-3B-Instruct-q4f16_1-MLC at 8.8 prefill tok/s and 6.1 decode tok/s. Other rows: SmolLM-1.7B-Instruct 16.6/10.1, Qwen2.5-3B-Instruct 8.5/5.1, Phi-3.5-mini-instruct 5.5/4.8, SmolLM-360M-Instruct 44.4/25.7, SmolLM-1.7B-Instruct 18/9.8, TinyLlama-1.1B-Chat-v1.0 25.9/13.9.