Can Ternary Bonsai 27B run on iPhone 15?

NOWon't fit
Formula estimate

What this means

None of the versions we checked fit safely on this phone. The checked version needs about 8.4 GB, while we estimate that the model can use about 3.9 GB.

Try a smaller model, or use this model on a device with more memory.

This result is calculated from the phone and model specifications. It has not been measured on this exact phone and setup.

−4.5GB short
memory that doesn't exist here
8.4GB
needed at Q2_0
Q2_0
quant checked
needs 8.4 GBusable 3.9 GB · short 4.5 GB
Apple A16 Bionic6 GB RAMMetal

Three ways forward

1
Try a smaller quant
No quant of Ternary Bonsai 27B fits this phone — even the smallest is too big. Options 2 and 3 are your real choices.
2
Best model that fits
Qwen3 0.6B · Q8_0 · 0.6 GB
~38.4 tokens/s here
check Qwen3 0.6B
3
Run it in the cloud
The full Ternary Bonsai 27B, no download, at data-center speed — pay per token.
provider recommendations coming later

Where the memory goes

ComponentDetailGB
Model weightsQ2_0 GGUF (7.2 GB) + mmap overhead7.6
KV cache4K context window0.3
Runtimellama.cpp + app overhead0.6
Total neededat Q2_0, 4K context8.4
Working budget6 GB RAM iOS reserve (jetsam limit)3.9
Headroommemory shortfall−4.5

Pick your quant

QuantDownloadVerdictSpeed
Q2_0 7.2 GB Won't fitwon't fit
Q2_g64 7.6 GB Won't fitwon't fit

Related checks

More on iPhone 15
Qwen3 0.6BLlama 3.2 1BGemma 3 1BDeepSeek R1 Distill 1.5BSmolLM2 1.7B
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