Can UI-Mate 27B run on ROG Phone 9 Pro?

YESRuns, barely
Formula estimate

What this means

Our estimate says UI-Mate 27B should fit, but there is very little memory left for the operating system and other apps.

Download the Q4_K_S version, which is about 16.5 GB. We expect it to use about 19.8 GB of the roughly 20 GB available to a model on this phone.

At the estimated speed, a roughly 300-word answer may take about 3 minutes to finish.

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

2.1tokens/s
estimated · slower than you read
19.8GB
needed at Q4_K_S
Q4_K_S
quant checked
needs 19.8 GBusable 20 GB
Snapdragon 8 Elite24 GB RAMCPU / GPUAlso sold with 16 GB

Make it bearable

1
Drop context to 2K — saves ~1 GB of KV cache and a little speed.
2
Close every other app before loading — the 0.2 GB headroom is real; Android may kill the app otherwise.
3
Expect throttling after ~10 min of sustained generation on a phone chassis.

See how fast it feels

Estimated at 2.1 tokens/s — slower than you read. A ~300-word reply takes about 190 seconds on this phone.

Live demo · 2.1 tokens/s

Where the memory goes

ComponentDetailGB
Model weightsQ4_K_S GGUF (16.5 GB) + mmap overhead17.3
KV cache4K context window1.9
Runtimellama.cpp + app overhead0.6
Total neededat Q4_K_S, 4K context19.8
Working budget24 GB RAM Android system reserve20
Headroomremaining inside the working budget0.2

Pick your quant

QuantDownloadVerdictSpeed
Q2_K 11.6 GB! Runs, barely~3 tokens/s
Q3_K_M 14.4 GB! Runs, barely~2.4 tokens/s
IQ4_XS 15.3 GB! Runs, barely~2.3 tokens/s
Q4_0 16.1 GB! Runs, barely~2.1 tokens/s
Q4_K_S BEST HERE16.5 GB! Runs, barely~2.1 tokens/s
Q4_K_M 17.5 GB Won't fitwon't fit
Q5_K_M 20.5 GB Won't fitwon't fit
Q6_K 23.2 GB Won't fitwon't fit
Q8_0 28.7 GB Won't fitwon't fit

Get your first offline chat working

Recommended app: PocketPal. Follow the point-and-click steps below. The speed above is an estimate, not a measurement from this exact app and phone.
1
Install or update PocketPal from Google Play. It is free and does not require an account. Use a current version so its loader supports newer model architectures.
2
Open the exact model. In PocketPal, go to Models → + → Add from Hugging Face, then paste bartowski/tencent_UI-Mate-27B-GGUF.
3
Choose the Q4_K_S GGUF file. The download is about 16.5 GB, so use Wi-Fi and keep the app open. Choose the main GGUF weights, not a vision projector, mmproj, or other helper file.
4
Tap Download, then Load. Start with a 4K (4096-token) context. Keep the app’s default Android backend for the first run.
5
Send a simple first prompt. Try “Explain why the sky is blue in three sentences.” This page estimates about 2.1 tokens/s, but that number is not a PocketPal measurement unless it carries a ✓ Verified label.
6
Confirm it is really offline. After the first reply, turn on airplane mode and ask a second question. If it still answers, the model is running on your phone.
If it does not work
  • Model not listed: update PocketPal and paste the exact repository bartowski/tencent_UI-Mate-27B-GGUF.
  • App closes while loading: close other apps, restart the phone, and try 2K context. If it still closes, choose a smaller model.
  • No offline reply: confirm that the Q4_K_S GGUF file is loaded in the chat rather than a remote model.

Related checks

More on ROG Phone 9 Pro
Qwen3 0.6BQwen3 1.7BLlama 3.2 1BLlama 3.2 3BGemma 3 1B
UI-Mate 27B on other phones
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