Can Bonsai 27B (1-bit) run on vivo S2?

YESRuns, barely
Formula estimate

What this means

Our estimate says Bonsai 27B (1-bit) should fit, but replies are likely to arrive slowly.

Download the Q1_0 version, which is about 3.8 GB. We expect it to use about 4.8 GB of the roughly 6 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.

2tokens/s
estimated · slower than you read
4.8GB
needed at Q1_0
Q1_0
quant checked
needs 4.8 GBusable 6 GB
Dimensity 7360-Turbo8 GB RAMCPU / GPU

Make it bearable

1
Drop context to 2K — saves ~0.2 GB of KV cache and a little speed.
2
Close every other app before loading — the 1.2 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 tokens/s — slower than you read. A ~300-word reply takes about 200 seconds on this phone.

Live demo · 2 tokens/s

Where the memory goes

ComponentDetailGB
Model weightsQ1_0 GGUF (3.8 GB) + mmap overhead4
KV cache4K context window0.3
Runtimellama.cpp + app overhead0.6
Total neededat Q1_0, 4K context4.8
Working budget8 GB RAM Android system reserve6
Headroomremaining inside the working budget1.2

Pick your quant

QuantDownloadVerdictSpeed
Q1_0 BEST HERE3.8 GB! Runs, barely~2 tokens/s

Get your first offline chat working

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. Tap Open in PocketPal. If that does not open the app, go to Models → + → Add from Hugging Face and paste prism-ml/Bonsai-27B-gguf.
3
Choose Bonsai-27B-Q1_0.gguf. The download is about 3.8 GB, so use Wi-Fi and keep the app open. Do not choose F16, mmproj, mtp, or dspark helper files.
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 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 prism-ml/Bonsai-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 Bonsai-27B-Q1_0.gguf is loaded in the chat rather than a remote model.

Related checks

More on vivo S2
Ternary Bonsai 1.7BQwen3 0.6BOvisOCR2 0.8BLlama 3.2 1BGemma 3 1B
Bonsai 27B (1-bit) on other phones
OPPO Find X8 Provivo X200 ProGalaxy S26Galaxy S26+Galaxy S26 Ultra