Hardware: M5 MacBook Air 32GB
Inference Framework: oMLX v0.5.1
Settings:
- Thinking: Disabled
- Chat template parameter: enable_thinking=false (forced)
- TurboQuant KV Cache: Disabled (if enable: reduces speed)
- Native MTP: Enabled (key speed improvement)

Performance Benchmarks

Note: Results are for reference only and may vary depending on hardware, software configuration, and workload.

Test	TTFT(ms)	TPOT(ms)	pp TPS	tg TPS	E2E(s)	Throughput	Peak Mem
pp1024/tg128	1654.0	27.87	619.1 tok/s	36.2 tok/s	5.224	220.5 tok/s	7.16 GB
pp4096/tg128	6545.4	27.50	625.8 tok/s	36.6 tok/s	10.072	419.4 tok/s	7.75 GB

Continuous Batching (pp1024 / tg128)

Batch	tg TPS	Speedup	pp TPS	pp TPS/req	TTFT(ms)	E2E(s)
1x	36.2 tok/s	1.00x	619.1 tok/s	619.1 tok/s	1654.0	5.224
2x	39.7 tok/s	1.10x	574.8 tok/s	287.4 tok/s	3562.8	10.005
4x	62.6 tok/s	1.73x	557.2 tok/s	139.3 tok/s	7169.9	15.529

Intelligence Benchmark

Note: Each benchmark round tests only 30 questions. Results are for reference only.

Benchmark	Accuracy	Correct	Total	Time(s)	Think
MMLU	70.0%	21	30	38.5	No
TRUTHFULQA	93.3%	28	30	15.0	No
GSM8K	86.7%	26	30	136.0	No
MATHQA	43.3%	13	30	22.1	No
HUMANEVAL	80.0%	24	30	109.0	No