Can Qwen 3.5 4B run on iPhone 15?

YESRuns, barely
Grade B · 65/100 · 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 Q3_K_M version is the safer choice.

Download the Q3_K_M version, which is about 2.3 GB. We expect it to use about 3.3 GB of the roughly 3.9 GB available to a model on this phone.

At the estimated speed, a roughly 300-word answer may take about 40 seconds to finish.

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

8.5tokens/s
estimated · faster than you read
3.7GB
needed at Q4_K_M
Q4_K_M
quant checked
B
grade · 65/100
needs 3.7 GBusable 3.9 GB
Apple A16 Bionic6 GB RAMMetal

Make it bearable

1
Drop to Q3_K_M (2.3 GB) — it runs comfortably here at ~10 tokens/s. Recommended over Q4_K_M.
2
Drop context to 2K — saves ~0.2 GB of KV cache and a little speed.
3
Close every other app before loading — the 0.2 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 8.5 tokens/s — faster than you read. A ~300-word reply takes about 47 seconds on this phone.

Live demo · 8.5 tokens/s

Where the memory goes

ComponentDetailGB
Model weightsQ4_K_M GGUF (2.7 GB) + mmap overhead2.8
KV cache4K context window0.3
Runtimellama.cpp + app overhead0.6
Total neededat Q4_K_M, 4K context3.7
Usable on iPhone 156 GB RAM − iOS reserve (jetsam limit)3.9
Headroomleft for the OS and your other apps0.2

Pick your quant

QuantDownloadVerdictSpeed
Q3_K_M BEST HERE2.3 GB Runs great~10 tokens/s
IQ4_XS 2.5 GB! Runs, barely~9.2 tokens/s
Q4_0 2.6 GB! Runs, barely~8.9 tokens/s
Q4_K_S 2.6 GB! Runs, barely~8.9 tokens/s
Q4_K_M 2.7 GB! Runs, barely~8.5 tokens/s
Q5_K_M 3.1 GB Won't fitwon't fit
Q6_K 3.5 GB Won't fitwon't fit
Q8_0 4.5 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 "Qwen 3.5 4B Q3_K_M" in the in-app model hub — 2.3 GB, use Wi-Fi. Search Hugging Face for unsloth/Qwen3.5-4B-GGUF and pick the Q3_K_M file.
3
Set context to 4K and enable Metal — expect ~10 tokens/s on this phone.

Related checks

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