趋近智
Apple M3 Pro (36GB)
Apple M3 Pro (36GB) 采用统一内存架构。为了在避免系统内存压力的情况下确保本地大模型稳定推理，本评测以 75% 可用配额（27 GB）及 150 GB/s 统一内存带宽进行建模。
总显存
36 GB
可用显存上限
27 GB （75% 可用预算）
显存带宽
150 GB/s
最大推理模型级别
32B 模型 (Q4)
热设计功耗
75W
显存占用随上下文长度变化曲线
随上下文长度增长的显存需求评估。当曲线超过参考线时将导致显存不足（OOM）。
量化精度:
Apple M3 Pro (36GB) 最佳运行大模型与速度矩阵
主流开源大模型在 Apple M3 Pro (36GB) 上的推理速度、显存兼容性与生成吞吐表现。
排序:
上下文长度:
KV 缓存:
| 排名 | 模型 | 参数量 | 量化精度 | 预估 TPS | TTFT | 可运行 |
|---|---|---|---|---|---|---|
#33 | Qwen 3.8 27B | 27B | INT4 | 8 tok/s | ~42.4s | |
#48 | Agnes 3.0 Flash | 33B | INT4 | 7 tok/s | ~51.5s | |
#72 | K2 Horizon MoVA 36B A4B | 36B (4B active) | INT4 | 37 tok/s | ~8.3s | |
#83 | Qwen3.5-27B | 27B | INT4 | 8 tok/s | ~42.4s | |
#92 | Sarvam-30B | 32B (2.4B active) | INT4 | 51 tok/s | ~5.8s | |
#94 | Qwen3.6 35B A3B | 35B (3B active) | INT4 | 44 tok/s | ~6.7s | |
#96 | Muse Glimmer 30B | 30B | INT4 | 7 tok/s | ~47.0s | |
#100 | Phi-4 Reasoning Plus | 14B | INT4 Q8 | 11 tok/s 7 tok/s | ~22.3s ~22.3s | |
#101 | MiMo V2 Flash | 15B (309B active) | INT4 Q8 | 1 tok/s 1 tok/s | ~463.5s ~464.6s | |
#108 | Gemma 4 26B A4B | 25.2B (3.8B active) | INT4 Q8 | 40 tok/s 24 tok/s | ~7.6s ~8.9s | |
#109 | Gemma 4 12B | 11.95B | INT4 Q8 FP16 | 12 tok/s 8 tok/s 4 tok/s | ~19.1s ~19.1s ~22.6s | |
#113 | Qwen3.5-9B | 9B | INT4 Q8 FP16 | 23 tok/s 13 tok/s 7 tok/s | ~14.4s ~14.4s ~14.5s | |
#114 | Qwen3.5-35B-A3B | 35B (3B active) | INT4 | 44 tok/s | ~6.7s | |
#118 | K2 Horizon 7B | 7B | INT4 Q8 FP16 | 28 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
#128 | NVIDIA Nemotron 3 Nano 30B-A3B | 3.5B (30B active) | INT4 Q8 FP16 | 7 tok/s 4 tok/s 2 tok/s | ~45.5s ~45.6s ~45.8s | |
#129 | Gemma 4 31B | 30.7B | INT4 | 7 tok/s | ~48.0s | |
#131 | Nemotron 3.5 Lightning | 30B (3B active) | INT4 | 15 tok/s | ~7.2s | |
#132 | Qwen3.5-4B | 4B | INT4 Q8 FP16 | 45 tok/s 28 tok/s 15 tok/s | ~6.6s ~6.6s ~6.7s | |
#133 | Qwen3-30B-A3B | 30B (3B active) | INT4 | 45 tok/s | ~6.6s | |
#136 | GPT-OSS 20B | 21B (3.6B active) | INT4 Q8 | 18 tok/s 13 tok/s | ~7.1s ~8.4s | |
#146 | Granite 4.2 8B | 8B | INT4 Q8 FP16 | 25 tok/s 15 tok/s 8 tok/s | ~12.8s ~12.9s ~12.9s | |
#150 | Gemma 4 E4B | 8B | INT4 Q8 FP16 | 25 tok/s 15 tok/s 8 tok/s | ~12.8s ~12.9s ~12.9s | |
#151 | Nemotron 3.5 Lightning 30B A3B | 30B (3B active) | INT4 | 45 tok/s | ~6.6s | |
#153 | Qwen3-32B | 32B | INT4 | 7 tok/s | ~50.0s | |
#156 | GLM-4 | 32B | INT4 | 5 tok/s | ~54.4s | |
#158 | GLM-4V | 9B | INT4 Q8 FP16 | 16 tok/s 11 tok/s 6 tok/s | ~14.4s ~14.5s ~14.5s | |
#159 | Gemma 3 27B | 27B | INT4 | 8 tok/s | ~42.4s | |
#160 | Phi-4 | 14B | INT4 Q8 | 15 tok/s 9 tok/s | ~22.3s ~22.3s | |
#162 | DeepSeek-R1 32B | 32B | INT4 | 7 tok/s | ~50.0s | |
#164 | Qwen2.5-32B | 32B | INT4 | 7 tok/s | ~50.0s | |
#168 | Magistral Small | 24B | INT4 | 7 tok/s | ~37.8s | |
#169 | OLMo 3 7B Think | 7B | INT4 Q8 FP16 | 19 tok/s 13 tok/s 8 tok/s | ~11.3s ~11.3s ~11.4s | |
#170 | OLMo 3.1 32B Instruct | 32B | INT4 | 5 tok/s | ~54.4s | |
#172 | DeepSeek-R1 14B | 14B | INT4 Q8 | 15 tok/s 9 tok/s | ~22.3s ~22.3s | |
#173 | Ministral 3 14B | 14B | INT4 Q8 | 11 tok/s 7 tok/s | ~22.3s ~22.3s | |
#177 | Gemma 3 12B | 12B | INT4 Q8 FP16 | 17 tok/s 10 tok/s 5 tok/s | ~19.1s ~19.2s ~20.9s | |
#180 | OLMo 3 32B Base | 32B | INT4 | 5 tok/s | ~54.4s | |
#181 | Mistral-Small-2501 | 24B | INT4 Q8 | 9 tok/s 5 tok/s | ~37.7s ~44.5s | |
#182 | Ministral 3 8B | 8B | INT4 Q8 FP16 | 18 tok/s 12 tok/s 7 tok/s | ~12.9s ~12.9s ~12.9s | |
#183 | Qwen3.5-2B | 2B | INT4 Q8 FP16 | 75 tok/s 49 tok/s 28 tok/s | ~3.5s ~3.5s ~3.5s | |
#184 | MiniCPM5-2B | 2B | INT4 Q8 FP16 | 75 tok/s 49 tok/s 28 tok/s | ~3.5s ~3.5s ~3.5s | |
#185 | Qwen2.5-14B | 14B | INT4 Q8 | 15 tok/s 9 tok/s | ~22.3s ~22.3s | |
#186 | Gemma 2 27B | 27B | INT4 | 8 tok/s | ~42.4s | |
#187 | OLMo 3.1 32B Think | 32B | INT4 | 5 tok/s | ~54.4s | |
#188 | Gemma 4 E2B | 5.1B | INT4 Q8 FP16 | 37 tok/s 22 tok/s 12 tok/s | ~8.3s ~8.3s ~8.4s | |
#189 | Qwen3-4B | 4B | INT4 Q8 FP16 | 45 tok/s 28 tok/s 15 tok/s | ~6.6s ~6.6s ~6.7s | |
#190 | DeepSeek-R1 8B | 8B | INT4 Q8 FP16 | 26 tok/s 15 tok/s 8 tok/s | ~12.8s ~12.9s ~12.9s | |
#193 | Ministral 3 3B | 3B | INT4 Q8 FP16 | 35 tok/s 26 tok/s 16 tok/s | ~5.1s ~5.1s ~5.1s | |
#195 | Qwen3-14B | 14B | INT4 Q8 | 15 tok/s 9 tok/s | ~22.3s ~22.3s | |
#197 | Gemma 2 9B | 9B | INT4 Q8 FP16 | 23 tok/s 13 tok/s 7 tok/s | ~14.4s ~14.4s ~14.5s | |
#198 | Qwen2.5-7B | 7B | INT4 Q8 FP16 | 28 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
#199 | Qwen3-8B | 8B | INT4 Q8 FP16 | 25 tok/s 15 tok/s 8 tok/s | ~12.8s ~12.9s ~12.9s | |
#200 | Gemma 3 4B | 4B | INT4 Q8 FP16 | 45 tok/s 28 tok/s 15 tok/s | ~6.6s ~6.6s ~6.7s | |
#201 | DeepSeek-R1 7B | 7B | INT4 Q8 FP16 | 29 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
#202 | Llama 3.1 8B | 8B | INT4 Q8 FP16 | 25 tok/s 15 tok/s 8 tok/s | ~12.8s ~12.9s ~12.9s | |
#204 | Qwen3-1.7B | 1.7B | INT4 Q8 FP16 | 85 tok/s 56 tok/s 32 tok/s | ~3.0s ~3.0s ~3.0s | |
#205 | Command R | 35B | INT4 | 5 tok/s | ~59.4s | |
#206 | Gemma 3 270M | 0.27B | INT4 Q8 FP16 | 178 tok/s 154 tok/s 116 tok/s | ~464 ms ~465 ms ~467 ms | |
#208 | Llama 3 8B | 8B | INT4 Q8 FP16 | 25 tok/s 15 tok/s 8 tok/s | ~12.8s ~12.9s ~12.9s | |
#209 | Qwen3-0.6B | 0.6B | INT4 Q8 FP16 | 160 tok/s 119 tok/s 76 tok/s | ~1.0s ~1.0s ~1.1s | |
#210 | Phi-4-Mini | 3.8B | INT4 Q8 FP16 | 47 tok/s 29 tok/s 16 tok/s | ~6.3s ~6.3s ~6.3s | |
#211 | Mixtral-8x7B-v0.1 | 46.7B (7B active) | INT4 | 22 tok/s | ~15.4s | |
#212 | Ministral-8B-2410 | 8B | INT4 Q8 FP16 | 25 tok/s 15 tok/s 8 tok/s | ~12.8s ~12.9s ~12.9s | |
#213 | DeepSeek-R1 1.5B | 1.5B | INT4 Q8 FP16 | 92 tok/s 62 tok/s 36 tok/s | ~2.6s ~2.7s ~2.7s | |
#214 | Llama 3.2 3B | 3B | INT4 Q8 FP16 | 57 tok/s 35 tok/s 19 tok/s | ~5.0s ~5.1s ~5.1s | |
#215 | Qwen3.5-0.8B | 0.8B | INT4 Q8 FP16 | 137 tok/s 99 tok/s 61 tok/s | ~1.4s ~1.4s ~1.4s | |
#216 | Phi-3-mini | 3.8B | INT4 Q8 FP16 | 47 tok/s 29 tok/s 16 tok/s | ~6.3s ~6.3s ~6.3s | |
#217 | Gemma 3n E2B IT | 6B (2B active) | INT4 Q8 FP16 | 35 tok/s 29 tok/s 20 tok/s | ~3.8s ~3.8s ~3.8s | |
#218 | Mistral-7B-Instruct-v0.1 | 7.3B | INT4 Q8 FP16 | 27 tok/s 16 tok/s 8 tok/s | ~11.7s ~11.8s ~11.8s | |
#219 | Llama 3.2 1B | 1B | INT4 Q8 FP16 | 119 tok/s 84 tok/s 51 tok/s | ~1.8s ~1.8s ~1.8s | |
#220 | Gemma 2 2B | 2B | INT4 Q8 FP16 | 75 tok/s 49 tok/s 28 tok/s | ~3.5s ~3.5s ~3.5s | |
#221 | Phi-3-medium | 14B | INT4 Q8 | 15 tok/s 9 tok/s | ~22.3s ~22.3s | |
#222 | OLMo 3 7B Instruct | 7B | INT4 Q8 FP16 | 19 tok/s 13 tok/s 8 tok/s | ~11.3s ~11.3s ~11.4s | |
#223 | Yi-34B | 34B | INT4 | 5 tok/s | ~57.7s | |
#224 | Qwen2-7B | 7B | INT4 Q8 FP16 | 28 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
#225 | Phi-3-small | 7B | INT4 Q8 FP16 | 28 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
#226 | Gemma 3 1B | 1B | INT4 Q8 FP16 | 119 tok/s 84 tok/s 51 tok/s | ~1.8s ~1.8s ~1.8s | |
#227 | Mistral-7B-Instruct-v0.2 | 7.3B | INT4 Q8 FP16 | 27 tok/s 16 tok/s 8 tok/s | ~11.7s ~11.8s ~11.8s | |
#229 | Gemma 1 7B | 7B | INT4 Q8 FP16 | 19 tok/s 13 tok/s 8 tok/s | ~11.3s ~11.3s ~11.4s | |
#230 | Gemma 1 2B | 2B | INT4 Q8 FP16 | 82 tok/s 52 tok/s 29 tok/s | ~3.5s ~3.5s ~3.5s | |
#231 | ChatGLM3-6B | 6B | INT4 Q8 FP16 | 22 tok/s 15 tok/s 9 tok/s | ~9.7s ~9.8s ~9.8s | |
#232 | ChatGLM2-6B | 6B | INT4 Q8 FP16 | 22 tok/s 15 tok/s 9 tok/s | ~9.7s ~9.8s ~9.8s | |
#233 | ChatGLM-6B | 6B | INT4 Q8 FP16 | 22 tok/s 15 tok/s 9 tok/s | ~9.7s ~9.8s ~9.8s | |
未上榜模型（按推理速度排序） | ||||||
- | Qwen2-0.5B | 0.5B | INT4 Q8 FP16 | 174 tok/s 133 tok/s 87 tok/s | ~866 ms ~868 ms ~871 ms | |
- | Qwen2.5-0.5B | 0.5B | INT4 Q8 FP16 | 174 tok/s 133 tok/s 87 tok/s | ~866 ms ~868 ms ~871 ms | |
- | ERNIE-4.5-0.3B | 0.3B | INT4 Q8 FP16 | 168 tok/s 145 tok/s 108 tok/s | ~518 ms ~519 ms ~521 ms | |
- | ERNIE-4.5-0.3B-Base | 0.3B | INT4 Q8 FP16 | 168 tok/s 145 tok/s 108 tok/s | ~518 ms ~519 ms ~521 ms | |
- | Falcon-1B | 1B | INT4 Q8 FP16 | 129 tok/s 88 tok/s 52 tok/s | ~1.8s ~1.8s ~1.8s | |
- | Falcon3-1B | 1B | INT4 Q8 FP16 | 119 tok/s 84 tok/s 51 tok/s | ~1.8s ~1.8s ~1.8s | |
- | Qwen2-1.5B | 1.5B | INT4 Q8 FP16 | 92 tok/s 62 tok/s 36 tok/s | ~2.6s ~2.7s ~2.7s | |
- | Qwen2.5-1.5B | 1.5B | INT4 Q8 FP16 | 92 tok/s 62 tok/s 36 tok/s | ~2.6s ~2.7s ~2.7s | |
- | Spark X2.5 1.7B | 1.7B | INT4 Q8 FP16 | 85 tok/s 56 tok/s 32 tok/s | ~3.0s ~3.0s ~3.0s | |
- | Hy-MT2 1.8B | 1.8B | INT4 Q8 FP16 | 82 tok/s 54 tok/s 31 tok/s | ~3.2s ~3.2s ~3.2s | |
- | Falcon-3B | 3B | INT4 Q8 FP16 | 61 tok/s 37 tok/s 20 tok/s | ~5.0s ~5.1s ~5.1s | |
- | CroissantLLM Base | 1.3B | INT4 Q8 FP16 | 59 tok/s 48 tok/s 32 tok/s | ~2.3s ~2.3s ~2.3s | |
- | Phi-1 | 1.3B | INT4 Q8 FP16 | 59 tok/s 48 tok/s 32 tok/s | ~2.3s ~2.3s ~2.3s | |
- | Phi-1.5 | 1.3B | INT4 Q8 FP16 | 59 tok/s 48 tok/s 32 tok/s | ~2.3s ~2.3s ~2.3s | |
- | DeepSeek-R1 3B | 3B | INT4 Q8 FP16 | 58 tok/s 36 tok/s 19 tok/s | ~5.0s ~5.1s ~5.1s | |
- | Falcon3-3B | 3B | INT4 Q8 FP16 | 57 tok/s 35 tok/s 19 tok/s | ~5.0s ~5.1s ~5.1s | |
- | Qwen2.5-3B | 3B | INT4 Q8 FP16 | 57 tok/s 35 tok/s 19 tok/s | ~5.0s ~5.1s ~5.1s | |
- | ERNIE-4.5-21B-A3B | 21B (3B active) | INT4 Q8 | 48 tok/s 30 tok/s | ~6.2s ~6.7s | |
- | ERNIE-4.5-21B-A3B-Base | 21B (3B active) | INT4 Q8 | 48 tok/s 30 tok/s | ~6.2s ~6.7s | |
- | ERNIE-4.5-VL-28B-A3B | 28B (3B active) | INT4 | 46 tok/s | ~6.5s | |
- | ERNIE-4.5-VL-28B-A3B-Base | 28B (3B active) | INT4 | 46 tok/s | ~6.5s | |
- | Hy-MT2 30B A3B | 30B (3B active) | INT4 | 45 tok/s | ~6.6s | |
- | Spark X2.5 4B | 4B | INT4 Q8 FP16 | 45 tok/s 28 tok/s 15 tok/s | ~6.6s ~6.6s ~6.7s | |
- | Phi-2 | 2.7B | INT4 Q8 FP16 | 37 tok/s 28 tok/s 18 tok/s | ~4.6s ~4.6s ~4.6s | |
- | MaLLaM-3B | 3B | INT4 Q8 FP16 | 35 tok/s 26 tok/s 16 tok/s | ~5.1s ~5.1s ~5.1s | |
- | SmolLM3 3B | 3B | INT4 Q8 FP16 | 35 tok/s 26 tok/s 16 tok/s | ~5.1s ~5.1s ~5.1s | |
- | Falcon-7B | 7B | INT4 Q8 FP16 | 30 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
- | Falcon3-7B | 7B | INT4 Q8 FP16 | 28 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
- | Hy-MT2 7B | 7B | INT4 Q8 FP16 | 28 tok/s 17 tok/s 9 tok/s | ~11.3s ~11.3s ~11.4s | |
- | Mistral-7B-v0.1 | 7.3B | INT4 Q8 FP16 | 27 tok/s 16 tok/s 8 tok/s | ~11.7s ~11.8s ~11.8s | |
- | LensVLM 9B | 9B | INT4 Q8 FP16 | 23 tok/s 13 tok/s 7 tok/s | ~14.4s ~14.4s ~14.5s | |
- | MiMo V2.6 Distill Qwen 9B | 9B | INT4 Q8 FP16 | 23 tok/s 13 tok/s 7 tok/s | ~14.4s ~14.4s ~14.5s | |
- | ChatGLM3-6B-32K | 6B | INT4 Q8 FP16 | 22 tok/s 15 tok/s 9 tok/s | ~9.7s ~9.8s ~9.8s | |
- | Yi-6B | 6B | INT4 Q8 FP16 | 22 tok/s 15 tok/s 9 tok/s | ~9.7s ~9.8s ~9.8s | |
- | Kimi-VL-A3B-Instruct | 16B (3B active) | INT4 Q8 | 21 tok/s 18 tok/s | ~6.0s ~6.0s | |
- | Falcon2-11B | 11B | INT4 Q8 FP16 | 20 tok/s 11 tok/s 5 tok/s | ~17.5s ~17.6s ~19.2s | |
- | Falcon3-10B | 10B | INT4 Q8 FP16 | 20 tok/s 12 tok/s 6 tok/s | ~16.0s ~16.0s ~16.1s | |
- | Hunyuan Lite | 7B | INT4 Q8 FP16 | 19 tok/s 13 tok/s 8 tok/s | ~11.3s ~11.3s ~11.4s | |
- | OLMo 3 7B Base | 7B | INT4 Q8 FP16 | 19 tok/s 13 tok/s 8 tok/s | ~11.3s ~11.3s ~11.4s | |
- | SEA-LION-7B | 7.1B | INT4 Q8 FP16 | 19 tok/s 13 tok/s 8 tok/s | ~11.4s ~11.5s ~11.5s | |
- | SEA-LION-7B-Instruct | 7.1B | INT4 Q8 FP16 | 19 tok/s 13 tok/s 8 tok/s | ~11.4s ~11.5s ~11.5s | |
- | Sahabat-AI-Llama3-8B-Instruct | 8B | INT4 Q8 FP16 | 18 tok/s 12 tok/s 7 tok/s | ~12.9s ~12.9s ~12.9s | |
- | Typhoon-2-8B | 8B | INT4 Q8 FP16 | 18 tok/s 12 tok/s 7 tok/s | ~12.9s ~12.9s ~12.9s | |
- | GLM-4-9B | 9B | INT4 Q8 FP16 | 16 tok/s 11 tok/s 6 tok/s | ~14.4s ~14.5s ~14.5s | |
- | GLM-4-9B-Chat | 9B | INT4 Q8 FP16 | 16 tok/s 11 tok/s 6 tok/s | ~14.4s ~14.5s ~14.5s | |
- | GLM-4-9B-Chat-1M | 9B | INT4 Q8 FP16 | 16 tok/s 11 tok/s 6 tok/s | ~14.4s ~14.5s ~14.5s | |
- | Sahabat-AI-Gemma2-9B | 9.2B | INT4 Q8 FP16 | 16 tok/s 10 tok/s 6 tok/s | ~14.7s ~14.8s ~16.1s | |
- | Sahabat-AI-Gemma2-9B-Instruct | 9.2B | INT4 Q8 FP16 | 16 tok/s 10 tok/s 6 tok/s | ~14.7s ~14.8s ~16.1s | |
- | Yi-9B | 9B | INT4 Q8 FP16 | 16 tok/s 11 tok/s 6 tok/s | ~14.4s ~14.5s ~14.5s | |
- | GreenMind-14B-R1 | 14B | INT4 Q8 | 11 tok/s 7 tok/s | ~22.3s ~22.3s | |
- | Falcon-40B | 40B | INT4 | 5 tok/s | ~67.6s | |
推理能力评估
不同量化精度下可运行的最大模型参数级别。
上下文长度:
4位量化
32B 模型
8位精度
14B 模型
16位全精度
8B 模型
微调能力评估
本地模型训练与适配器微调支持能力。
微调上下文:
QLoRA
32B 模型
LoRA
14B 模型
全参数微调
3B 模型
负载与选型建议
Apple M3 Pro (36GB) 上的最佳量化精度与运行规格建议。
最佳推理区间
适合在全精度或 Q8 精度下运行 14B 模型，以及在 Q4 精度下搭配最高 32k 上下文运行 32B 模型。
显存带宽与推理速率
具备 150 GB/s 聚合带宽，单批次推理处于显存带宽受限模式。8B Q4 模型预估生成速度约 33 tok/s，70B Q4 模型预估生成速度约 4 tok/s。
统一内存配额
采用 75% 可用分配预算建模，以保留系统内存供 macOS 系统及图形渲染进程稳定运行。