Can Llama 3.1 8B run on ROG Phone 9 Pro?

YESRuns, barely
Grade A · 79/100 · formula estimate

What this means

The checked Q4_K_M version should run, but replies are likely to arrive slowly. The smaller Q3_K_M version is the safer choice.

Download the Q3_K_M version, which is about 4 GB. We expect it to use about 5.4 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 47 seconds to finish.

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

7.1tokens/s
estimated · reading pace
6.3GB
needed at Q4_K_M
Q4_K_M
quant checked
A
grade · 79/100
needs 6.3 GBusable 20 GB
Snapdragon 8 Elite24 GB RAMCPU / GPUalso sold with 16 GB

Make it bearable

1
Drop to Q3_K_M (4 GB) — it runs comfortably here at ~8.6 tokens/s. Recommended over Q4_K_M.
2
Drop context to 2K — saves ~0.3 GB of KV cache and a little speed.
3
Close every other app before loading — the 13.7 GB headroom is real; Android may kill the app otherwise.
4
Expect throttling after ~10 min of sustained generation on a phone chassis.

See how fast it feels

Estimated at 7.1 tokens/s — reading pace. A ~300-word reply takes about 56 seconds on this phone.

Live demo · 7.1 tokens/s

Where the memory goes

ComponentDetailGB
Model weightsQ4_K_M GGUF (4.9 GB) + mmap overhead5.1
KV cache4K context window0.6
Runtimellama.cpp + app overhead0.6
Total neededat Q4_K_M, 4K context6.3
Usable on ROG Phone 9 Pro24 GB RAM − Android system reserve20
Headroomleft for the OS and your other apps13.7

Pick your quant

QuantDownloadVerdictSpeed
Q2_K 3.2 GB Runs great~10.8 tokens/s
Q3_K_M BEST HERE4 GB Runs great~8.6 tokens/s
IQ4_XS 4.4 GB! Runs, barely~7.9 tokens/s
Q4_0 4.7 GB! Runs, barely~7.4 tokens/s
Q4_K_S 4.7 GB! Runs, barely~7.4 tokens/s
Q4_K_M 4.9 GB! Runs, barely~7.1 tokens/s
Q5_K_M 5.7 GB! Runs, barely~6.1 tokens/s
Q6_K 6.6 GB! Runs, barely~5.2 tokens/s
Q8_0 8.5 GB! Runs, barely~4.1 tokens/s

Get it running in 3 steps

1
Install PocketPal from the Play Store — free, no account needed.
2
Download "Llama 3.1 8B Q3_K_M" in the in-app model hub — 4 GB, use Wi-Fi. Search Hugging Face for bartowski/Meta-Llama-3.1-8B-Instruct-GGUF and pick the Q3_K_M file.
3
Set context to 4K — expect ~8.6 tokens/s on this phone.

Related checks

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