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Can Apple M4 Pro run allenai/Olmo-3-7B-Think?

Runs Q464GB VRAM availableRequires 4GB+

Apple M4 Pro meets the minimum VRAM requirement for Q4 inference of allenai/Olmo-3-7B-Think. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

What this means for you

Apple M4 Pro can run allenai/Olmo-3-7B-Think with Q4 quantization. At approximately 35 tokens/second, you can expect Moderate speed - useful for batch processing.

You have 60GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q44GB64GB35.14 tok/s✅ Fits comfortably
Q88GB64GB26.31 tok/s✅ Fits comfortably
FP1616GB64GB13.19 tok/s✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X
192GB
735.46 tok/s
Price: —
NVIDIA H200 SXM 141GB
141GB
648.89 tok/s
Price: —
AMD Instinct MI300X
192GB
564.72 tok/s
Price: —
NVIDIA H100 SXM5 80GB
80GB
538.80 tok/s
Price: —
NVIDIA H200 SXM 141GB
141GB
480.90 tok/s
Price: —

More questions

Apple M4 Pro specs & pricingFull guide for allenai/Olmo-3-7B-Thinkallenai/Olmo-3-7B-Think speed on Apple M4 Proallenai/Olmo-3-7B-Think Q4 requirements