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Android Deployment Guide
Verified: SmolLM2-135M on Samsung S20 FE
Speed: 46.0 tokens/sec
File size: 101MB
Output: Correct (mentions Paris for capital of France)
Steps
- Download GGUF:
hf download dispatchAI/SmolLM2-135M-Instruct-mobile model.gguf
- Push to phone (Windows):
MSYS_NO_PATHCONV=1 adb push model.gguf /data/local/tmp/
- Run inference:
MSYS_NO_PATHCONV=1 adb shell "cd /data/local/tmp && LD_LIBRARY_PATH=/data/local/tmp ./llama-cli -m model.gguf -p 'Hello' -n 30 -t 4 -st"
- Parse speed from output:
[ Prompt: 202 t/s | Generation: 46 t/s ]
All 3 Phone-Verified Models
| Model | Size | Speed | Fits 2GB RAM? |
|---|---|---|---|
| SmolLM2-135M | 101MB | 46.0 t/s | ✅ |
| Qwen2.5-0.5B-int4 | 469MB | 23.2 t/s | ✅ |
| Llama-3.2-1B-Q4 | 770MB | 5.4 t/s | ✅ |
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