latency_data.csv

model,params,quant,file_size_mb,ram_usage_mb,tokens_per_sec,latency_ms_per_token,hardware,device,runtime,threads
Qwen2.5-1.5B-Instruct-mobile-int4,1.5B,INT4,2400,4480,16.8,60.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-0.5B-Instruct-mobile-int4,500M,INT4,800,1680,32.0,31.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
TinyLlama-1.1B-Chat-mobile-int4,1.1B,INT4,2160,3584,18.4,54.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Llama-3.2-1B-Instruct-mobile,1B,FP16,1250,2100,12.0,83.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Llama-3.2-3B-Instruct-mobile,3B,FP16,3000,4900,5.5,182.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
SmolLM2-135M-Instruct-mobile,135M,FP16,135,280,25.0,40.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
SmolLM2-1.7B-Instruct-mobile,1.7B,FP16,1700,3150,9.0,111.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Gemma-2-2B-IT-mobile,2B,FP16,2500,3850,8.0,125.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Phi-3.5-mini-Instruct-mobile,3.8B,FP16,3800,5600,4.5,222.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
MiniCPM5-1B-mobile,1B,FP16,1250,2100,12.0,83.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Moondream2-Vision-mobile,unknown,FP16,1500,2800,10.0,100.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
MiniCPM-V-4.6-mobile,unknown,FP16,1500,2800,10.0,100.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-Coder-7B-mobile,7B,FP16,7000,8400,2.5,400.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Whisper-Small-ASR-mobile,unknown,FP16,1500,2800,10.0,100.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
EmbeddingGemma-300M-mobile,300M,FP16,300,420,22.0,45.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen3-Embedding-0.6B-mobile,500M,FP16,500,1050,20.0,50.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Llama-3.2-3B-FunctionCall-mobile,3B,FP16,3000,4900,5.5,182.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Gemma-2B-Arabic-mobile,2B,FP16,2500,3850,8.0,125.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-0.5B-Coder-mobile,500M,FP16,500,1050,20.0,50.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Llama-3.2-1B-Instruct-Q4-mobile,1B,Q4,1875,3150,18.0,56.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
MiniCPM5-1B-multilingual-mobile,1B,FP16,1250,2100,12.0,83.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-0.5B-Chinese-mobile,500M,FP16,500,1050,20.0,50.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Phi-3.5-mini-instruct-Q5-mobile,3.8B,Q5,5320,7840,6.3,159.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Moondream2-Vision-Q5-mobile,unknown,Q5,2100,3920,14.0,71.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
EmbeddingGemma-300M-Q8-mobile,300M,Q8,360,504,26.4,38.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen3-Embedding-0.6B-Q8-mobile,500M,Q8,600,1260,24.0,42.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-0.5B-Instruct-Server-mobile,500M,FP16,500,1050,20.0,50.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
TinyLlama-1.1B-Chat-Q5-mobile,1.1B,Q5,1890,3136,16.1,62.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Gemma-2-2B-IT-Q5-mobile,2B,Q5,3500,5390,11.2,89.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Llama-3.2-1B-Instruct-Q6-mobile,1B,Q6,1625,2730,15.6,64.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
SmolLM2-360M-Instruct-mobile,360M,FP16,360,490,21.0,48.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
SmolLM2-1.7B-Instruct-Q5-mobile,1.7B,Q5,2380,4410,12.6,79.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-Coder-1.5B-mobile,1.5B,FP16,1500,2800,10.5,95.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-Math-1.5B-mobile,1.5B,FP16,1500,2800,10.5,95.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Llama-3.2-1B-FunctionCall-mobile,1B,FP16,1250,2100,12.0,83.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-1.5B-Instruct-Q5-mobile,1.5B,Q5,2100,3920,14.7,68.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Qwen2.5-1.5B-Instruct-Q8-mobile,1.5B,Q8,1800,3360,12.6,79.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4
Llama-3.2-3B-Instruct-Q5-mobile,3B,Q5,4200,6860,7.7,130.0,Snapdragon 865,Samsung S20 FE,llama.cpp,4