[ { "rank": 1, "model": "SmolLM2-135M-Instruct-mobile", "cpu_tps": 59.7, "phone_tps": 46.0, "size_mb": 0, "chat_format": "llama-3" }, { "rank": 2, "model": "SmolLM2-360M-Instruct-mobile", "cpu_tps": 29.1, "phone_tps": "", "size_mb": 258.1, "chat_format": "chatml" }, { "rank": 3, "model": "MiniCPM-V-4.6-mobile", "cpu_tps": 23.4, "phone_tps": "", "size_mb": 504.6, "chat_format": "chatml" }, { "rank": 4, "model": "SmolLM2-1.7B-Instruct-mobile", "cpu_tps": 18.7, "phone_tps": "", "size_mb": 1006.7, "chat_format": "chatml" }, { "rank": 5, "model": "MiniCPM5-1B-multilingual-mobile", "cpu_tps": 18.4, "phone_tps": "", "size_mb": 656.2, "chat_format": null }, { "rank": 6, "model": "MiniCPM5-1B-mobile", "cpu_tps": 18.1, "phone_tps": "", "size_mb": 656.2, "chat_format": null }, { "rank": 7, "model": "TinyLlama-1.1B-Chat-mobile-int4", "cpu_tps": 17.6, "phone_tps": "", "size_mb": 637.8, "chat_format": "chatml" }, { "rank": 8, "model": "Qwen2.5-0.5B-Instruct-Server-mobile", "cpu_tps": 16.7, "phone_tps": "", "size_mb": 482.3, "chat_format": "chatml" }, { "rank": 9, "model": "Qwen2.5-0.5B-Chinese-mobile", "cpu_tps": 16.4, "phone_tps": "", "size_mb": 400.6, "chat_format": "chatml" }, { "rank": 10, "model": "Qwen2.5-Math-1.5B-mobile", "cpu_tps": 15.7, "phone_tps": "", "size_mb": 940.4, "chat_format": "chatml" }, { "rank": 11, "model": "Gemma-2B-Arabic-mobile", "cpu_tps": 14.8, "phone_tps": null, "size_mb": 1554.7, "chat_format": "gemma" }, { "rank": 12, "model": "Qwen2.5-0.5B-Instruct-mobile-int4", "cpu_tps": 12.5, "phone_tps": 23.2, "size_mb": 0, "chat_format": "chatml" }, { "rank": 13, "model": "Llama-3.2-1B-Instruct-Q4-mobile", "cpu_tps": 11.3, "phone_tps": 5.4, "size_mb": 0, "chat_format": "chatml" }, { "rank": 14, "model": "TinyLlama-1.1B-Chat-Q5-mobile", "cpu_tps": 10.9, "phone_tps": "", "size_mb": 746.7, "chat_format": "chatml" }, { "rank": 15, "model": "SmolLM2-1.7B-Instruct-Q5-mobile", "cpu_tps": 10.8, "phone_tps": "", "size_mb": 1168.7, "chat_format": "chatml" }, { "rank": 16, "model": "Llama-3.2-3B-FunctionCall-mobile", "cpu_tps": 9.1, "phone_tps": "", "size_mb": 1925.8, "chat_format": "llama-3" }, { "rank": 17, "model": "Llama-3.2-1B-FunctionCall-mobile", "cpu_tps": 8.9, "phone_tps": null, "size_mb": 1925.8, "chat_format": "chatml" }, { "rank": 18, "model": "Qwen2.5-1.5B-Instruct-Q8-mobile", "cpu_tps": 8.7, "phone_tps": "", "size_mb": 1570.3, "chat_format": "chatml" }, { "rank": 19, "model": "Phi-3.5-mini-Instruct-mobile", "cpu_tps": 8.6, "phone_tps": "", "size_mb": 2282.4, "chat_format": "chatml" }, { "rank": 20, "model": "Gemma-2-2B-IT-mobile", "cpu_tps": 8.2, "phone_tps": "", "size_mb": 1629.4, "chat_format": "gemma" }, { "rank": 21, "model": "Qwen2.5-0.5B-Coder-mobile", "cpu_tps": 8.0, "phone_tps": "", "size_mb": 379.4, "chat_format": "chatml" }, { "rank": 22, "model": "Qwen2.5-Coder-1.5B-mobile", "cpu_tps": 7.8, "phone_tps": "", "size_mb": 940.4, "chat_format": "chatml" }, { "rank": 23, "model": "Qwen2.5-1.5B-Instruct-mobile-int4", "cpu_tps": 7.7, "phone_tps": "", "size_mb": 1065.6, "chat_format": "chatml" }, { "rank": 24, "model": "Phi-3.5-mini-instruct-Q5-mobile", "cpu_tps": 7.0, "phone_tps": "", "size_mb": 2684.9, "chat_format": "chatml" }, { "rank": 25, "model": "Gemma-2-2B-IT-Q5-mobile", "cpu_tps": 5.7, "phone_tps": "", "size_mb": 1834.2, "chat_format": "gemma" }, { "rank": 26, "model": "Llama-3.2-1B-Instruct-Q6-mobile", "cpu_tps": 5.0, "phone_tps": "", "size_mb": 974.5, "chat_format": "llama-3" }, { "rank": 27, "model": "Llama-3.2-1B-Instruct-mobile", "cpu_tps": 4.9, "phone_tps": "", "size_mb": 1259.9, "chat_format": "llama-3" }, { "rank": 28, "model": "Llama-3.2-3B-Instruct-mobile", "cpu_tps": 4.8, "phone_tps": "", "size_mb": 1925.8, "chat_format": "llama-3" }, { "rank": 29, "model": "Qwen2.5-1.5B-Instruct-Q5-mobile", "cpu_tps": 4.4, "phone_tps": "", "size_mb": 1072.9, "chat_format": "chatml" }, { "rank": 30, "model": "Qwen2.5-Coder-7B-mobile", "cpu_tps": 3.0, "phone_tps": "", "size_mb": 4466.1, "chat_format": "chatml" }, { "rank": 31, "model": "Llama-3.2-3B-Instruct-Q5-mobile", "cpu_tps": 2.6, "phone_tps": "", "size_mb": 2214.6, "chat_format": "llama-3" } ]