Learning path
Run optimized text-to-text models from the Arm AI Portal on Arm-powered Android devices
Run optimized text-generation and embedding models from the Arm AI Portal using supported Android runtimes and model adapters.
Evaluation Conditions
Translation · vivo X300 · Q4_0 · Synthetic (llama-bench) (512-token prefill + 128-token decode)
| Metric | Resultsvs baseline | Change | |
|---|---|---|---|
| End to end latency p50 | 6791.26ms43829.64ms | −37038.39 ms | |
| Peak memory |
2238.21MB3551.34MB |
| −1313.13 MB |
| Tokens per second | 34.02tok/s8.48tok/s | +25.54 tok/s |
| Time to first token | 3011.16ms28731.00ms | −25719.85 ms |
| FLORES-200 (0-shot) | 83.14%83.65% | −0.51% |
| Configuration | Baseline | Arm Optimized |
|---|---|---|
| Dataset | Synthetic (llama-bench) (512-token prefill + 128-token decode) | Synthetic (llama-bench) (512-token prefill + 128-token decode) |
| Sample count | 100 | 100 |
| Batch size | 1 | 1 |
The Optimized Model is provided as a reference implementation to demonstrate and evaluate execution and performance on Arm-based systems. It is not a production-ready or supported solution.
Arm’s publication of the Optimized Model does not constitute an endorsement or certification of the Original Model or a representation that the Optimized Model is suitable for production use or any particular purpose.
To the fullest extent permitted by applicable law (i) the Optimized Model is provided “as is.” Arm makes no representations or warranties that the Original Model, the Optimized Model or their outputs are accurate, safe, secure, non-infringing, legally compliant, suitable for production use or fit for any particular purpose; and (ii) Arm will not be liable for any loss or damage arising from or in connection with the Optimized Model, its use or its outputs.
You are responsible for independently evaluating the Optimized Model, its outputs and its suitability for your intended use, including compliance with applicable legal, regulatory, safety and security requirements.
Arm does not commit to provide ongoing support, maintenance or updates for the Optimized Model. Any use of or reliance on the Optimized Model or its outputs is at your own risk.
Use of the Portal is subject to the Arm Website Terms and Conditions of Use.
| Prompt length | 512 | 512 |
| Generation length | 128 | 128 |
| Deployment mode | chat | chat |
| Runs | 100 | 100 |