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comparison.csv

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+chat_format,cpu_tps,family,model,phone_tps,size_mb,speed_per_mb
+llama-3,59.7,SmolLM2,SmolLM2-135M-Instruct-mobile,46.0,0,0
+chatml,29.1,SmolLM2,SmolLM2-360M-Instruct-mobile,,258.1,0.113
+chatml,23.4,MiniCPM,MiniCPM-V-4.6-mobile,,504.6,0.046
+chatml,18.7,SmolLM2,SmolLM2-1.7B-Instruct-mobile,,1006.7,0.019
+,18.4,MiniCPM,MiniCPM5-1B-multilingual-mobile,,656.2,0.028
+,18.1,MiniCPM,MiniCPM5-1B-mobile,,656.2,0.028
+chatml,17.6,Llama-3.2,TinyLlama-1.1B-Chat-mobile-int4,,637.8,0.028
+chatml,16.7,Qwen2.5,Qwen2.5-0.5B-Instruct-Server-mobile,,482.3,0.035
+chatml,16.4,Qwen2.5,Qwen2.5-0.5B-Chinese-mobile,,400.6,0.041
+chatml,15.7,Qwen2.5,Qwen2.5-Math-1.5B-mobile,,940.4,0.017
+gemma,14.8,Gemma-2,Gemma-2B-Arabic-mobile,,1554.7,0.01
+chatml,12.5,Qwen2.5,Qwen2.5-0.5B-Instruct-mobile-int4,23.2,0,0
+chatml,11.3,Llama-3.2,Llama-3.2-1B-Instruct-Q4-mobile,5.4,0,0
+chatml,10.9,Llama-3.2,TinyLlama-1.1B-Chat-Q5-mobile,,746.7,0.015
+chatml,10.8,SmolLM2,SmolLM2-1.7B-Instruct-Q5-mobile,,1168.7,0.009
+llama-3,9.1,Llama-3.2,Llama-3.2-3B-FunctionCall-mobile,,1925.8,0.005
+chatml,8.9,Llama-3.2,Llama-3.2-1B-FunctionCall-mobile,,1925.8,0.005
+chatml,8.7,Qwen2.5,Qwen2.5-1.5B-Instruct-Q8-mobile,,1570.3,0.006
+chatml,8.6,Phi-3.5,Phi-3.5-mini-Instruct-mobile,,2282.4,0.004
+gemma,8.2,Gemma-2,Gemma-2-2B-IT-mobile,,1629.4,0.005
+chatml,8.0,Qwen2.5,Qwen2.5-0.5B-Coder-mobile,,379.4,0.021
+chatml,7.8,Qwen2.5,Qwen2.5-Coder-1.5B-mobile,,940.4,0.008
+chatml,7.7,Qwen2.5,Qwen2.5-1.5B-Instruct-mobile-int4,,1065.6,0.007
+chatml,7.0,Phi-3.5,Phi-3.5-mini-instruct-Q5-mobile,,2684.9,0.003
+gemma,5.7,Gemma-2,Gemma-2-2B-IT-Q5-mobile,,1834.2,0.003
+llama-3,5.0,Llama-3.2,Llama-3.2-1B-Instruct-Q6-mobile,,974.5,0.005
+llama-3,4.9,Llama-3.2,Llama-3.2-1B-Instruct-mobile,,1259.9,0.004
+llama-3,4.8,Llama-3.2,Llama-3.2-3B-Instruct-mobile,,1925.8,0.002
+chatml,4.4,Qwen2.5,Qwen2.5-1.5B-Instruct-Q5-mobile,,1072.9,0.004
+chatml,3.0,Qwen2.5,Qwen2.5-Coder-7B-mobile,,4466.1,0.001
+llama-3,2.6,Llama-3.2,Llama-3.2-3B-Instruct-Q5-mobile,,2214.6,0.001