Can grug 9B (ProCreations) run on iPhone 17 Pro Max?

YESRuns, barely
Grade B · 59/100 · formula estimate

What this means

The checked Q4_K_M version should run, but there is very little memory left for the operating system and other apps. The smaller Q2_K version is the safer choice.

Download the Q2_K version, which is about 4.1 GB. We expect it to use about 5.6 GB of the roughly 7.8 GB available to a model on this phone.

At the estimated speed, a roughly 300-word answer may take about 48 seconds to finish.

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

5.9tokens/s
estimated · reading pace
7.5GB
needed at Q4_K_M
Q4_K_M
quant checked
B
grade · 59/100
needs 7.5 GBusable 7.8 GB
Apple A19 Pro12 GB RAMMetal

Make it bearable

1
Drop to Q2_K (4.1 GB) — it runs comfortably here at ~8.4 tokens/s. Recommended over Q4_K_M.
2
Drop context to 2K — saves ~0.4 GB of KV cache and a little speed.
3
Close every other app before loading — the 0.3 GB headroom is real; iOS may evict the model otherwise.
4
Expect throttling after ~10 min of sustained generation on a phone chassis.

See how fast it feels

Estimated at 5.9 tokens/s — reading pace. A ~300-word reply takes about 68 seconds on this phone.

Live demo · 5.9 tokens/s

Where the memory goes

ComponentDetailGB
Model weightsQ4_K_M GGUF (5.9 GB) + mmap overhead6.2
KV cache4K context window0.7
Runtimellama.cpp + app overhead0.6
Total neededat Q4_K_M, 4K context7.5
Usable on iPhone 17 Pro Max12 GB RAM − iOS reserve (jetsam limit)7.8
Headroomleft for the OS and your other apps0.3

Pick your quant

QuantDownloadVerdictSpeed
Q2_K BEST HERE4.1 GB Runs great~8.4 tokens/s
Q3_K_M 4.9 GB! Runs, barely~7.1 tokens/s
IQ4_XS 5.2 GB! Runs, barely~6.6 tokens/s
Q4_0 5.5 GB! Runs, barely~6.3 tokens/s
Q4_K_S 5.6 GB! Runs, barely~6.2 tokens/s
Q4_K_M 5.9 GB! Runs, barely~5.9 tokens/s
Q5_K_M 6.9 GB Won't fitwon't fit
Q6_K 7.7 GB Won't fitwon't fit
Q8_0 9.5 GB Won't fitwon't fit

Get it running in 3 steps

1
Install PocketPal from the App Store — free, no account needed.
2
Download "grug 9B (ProCreations) Q2_K" in the in-app model hub — 4.1 GB, use Wi-Fi. Search Hugging Face for bartowski/ProCreations_grug-9b-GGUF and pick the Q2_K file.
3
Set context to 4K and enable Metal — expect ~8.4 tokens/s on this phone.

Related checks

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