GPUs & Macs › Apple M3 Ultra (80-core GPU)

Apple M3 Ultra (80-core GPU): local LLM speed

Llama 2 7B (Q4_0) generates 92.1 tokens/s on the Apple M3 Ultra (80-core GPU) (Metal), and processes prompts at 1,471 tokens/s.

Measured results

ModelGenerate
tok/s
Prompt
tok/s
QuantBackendTestSource
Llama 2 7B92.11,471Q4_0Metal FA offtg128llama.cpp #4167 details
Llama 2 7B63.91,488Q8_0Metal FA offtg128llama.cpp #4167 details
Llama 2 7B39.81,538F16Metal FA offtg128llama.cpp #4167 details
Llama 3.2 1B Instruct1785,300Q4_K_Mllamafile LocalScore avg · n=2LocalScore LocalScore details
gpt-oss 20B1162,816MXFP4Metal FA ontg128llama.cpp #15396 details
Llama 3.1 8B Instruct63.01,086Q4_K_Mllamafile LocalScore avg · n=2LocalScore LocalScore details
Qwen2.5 14B Instruct36.3574Q4_K_Mllamafile LocalScore avg · n=2LocalScore LocalScore details

What fits on the Apple M3 Ultra (80-core GPU)

Estimates for this chip are scaled from a measured run: Llama 2 7B F16 at 39.8 tok/s (Metal, source). Fit assumes the whole model in GPU memory with ~8K context.

With 16 GB unified memory

ModelBest quant that fitsFileExpected tok/s
Qwen3.8-27BUD-IQ2_XXS7.3 GB73.8 estimate
gemma-4-12B-itQ6_K9.8 GB54.8 estimate
Qwen3.5-9BQ8_09.5 GB56.3 estimate
Qwen3.5-4BQ8_04.5 GB120 estimate
Qwen3.6-35B-A3BUD-IQ1_M10.0 GB311 estimate
gemma-4-26B-A4B-itUD-IQ2_M10.0 GB174 estimate
MiMo-V2.6-Distill-Qwen-9BQ8_09.5 GB56.2 estimate
gemma-4-E4B-itQ8_08.2 GB65.4 estimate

With 36 GB unified memory

ModelBest quant that fitsFileExpected tok/s
Qwen3.8-27BUD-Q6_K22.0 GB24.4 estimate
gemma-4-12B-itQ8_012.7 GB42.3 estimate
Qwen3.5-9BQ8_09.5 GB56.3 estimate
Qwen3.5-4BQ8_04.5 GB120 estimate
Qwen3.6-35B-A3BUD-Q5_K_S24.9 GB125 estimate
gemma-4-26B-A4B-itUD-Q6_K23.2 GB75.2 estimate
MiMo-V2.6-Distill-Qwen-9BQ8_09.5 GB56.2 estimate
gemma-4-E4B-itQ8_08.2 GB65.4 estimate

With 64 GB unified memory

ModelBest quant that fitsFileExpected tok/s
Qwen3.8-27BQ8_029.0 GB18.5 estimate
gemma-4-12B-itQ8_012.7 GB42.3 estimate
Qwen3.5-9BQ8_09.5 GB56.3 estimate
Qwen3.5-4BQ8_04.5 GB120 estimate
Qwen3.6-35B-A3BQ8_036.9 GB84.8 estimate
gemma-4-26B-A4B-itQ8_026.9 GB64.9 estimate
MiMo-V2.6-Distill-Qwen-9BQ8_09.5 GB56.2 estimate
gemma-4-E4B-itQ8_08.2 GB65.4 estimate

With 128 GB unified memory

ModelBest quant that fitsFileExpected tok/s
Qwen3.8-27BQ8_029.0 GB18.5 estimate
gemma-4-12B-itQ8_012.7 GB42.3 estimate
Qwen3.5-9BQ8_09.5 GB56.3 estimate
Qwen3.5-4BQ8_04.5 GB120 estimate
Qwen3.6-35B-A3BQ8_036.9 GB84.8 estimate
Qwen3.8-Flash-NextUD-IQ3_XXS82.0 GB6.5 estimate
gemma-4-26B-A4B-itQ8_026.9 GB64.9 estimate
MiMo-V2.6-Distill-Qwen-9BQ8_09.5 GB56.2 estimate

Open in the picker

Similar hardware

Apple M1 (7-core GPU) · Apple M1 (8-core GPU) · Apple M1 Pro (14-core GPU) · Apple M1 Pro (16-core GPU) · Apple M1 Max (24-core GPU) · Apple M1 Max (32-core GPU) · Apple M1 Ultra (48-core GPU) · Apple M1 Ultra (64-core GPU)