File size: 1,941 Bytes
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{
"use_case": "Ultra-fast classification",
"recommended": "SmolLM2-135M-Instruct-mobile",
"size": "101MB",
"speed": "59.7 t/s",
"why": "Smallest, fastest, handles simple tasks"
},
{
"use_case": "On-device chat (budget phone)",
"recommended": "Qwen2.5-0.5B-Instruct-mobile-int4",
"size": "469MB",
"speed": "23.2 t/s (phone)",
"why": "Under 500MB, 23 t/s on phone, coherent"
},
{
"use_case": "On-device chat (mid-range)",
"recommended": "Llama-3.2-1B-Instruct-Q4-mobile",
"size": "770MB",
"speed": "5.4 t/s (phone)",
"why": "1B params, better quality, fits in 2GB RAM"
},
{
"use_case": "Code completion",
"recommended": "Qwen2.5-0.5B-Coder-mobile",
"size": "1000MB",
"speed": "8.0 t/s",
"why": "Coder-tuned, small enough for mobile"
},
{
"use_case": "Math/reasoning",
"recommended": "Qwen2.5-Math-1.5B-mobile",
"size": "3000MB",
"speed": "15.7 t/s",
"why": "Math-tuned, good at arithmetic"
},
{
"use_case": "Arabic chat",
"recommended": "Gemma-2B-Arabic-mobile",
"size": "1555MB",
"speed": "9.4 t/s",
"why": "Arabic-capable (partial), gemma format"
},
{
"use_case": "Function calling",
"recommended": "Llama-3.2-1B-FunctionCall-mobile",
"size": "1926MB",
"speed": "6.0 t/s",
"why": "Chat works, FC partial (33% success)"
},
{
"use_case": "Embedding/RAG",
"recommended": "EmbeddingGemma-300M-mobile",
"size": "600MB",
"speed": "N/A",
"why": "Embedding model, not chat"
},
{
"use_case": "Best quality",
"recommended": "Llama-3.2-3B-Instruct-mobile",
"size": "6000MB",
"speed": "4.8 t/s",
"why": "3B params, best quality, needs 4GB+ RAM"
},
{
"use_case": "Chinese language",
"recommended": "Qwen2.5-0.5B-Chinese-mobile",
"size": "1000MB",
"speed": "16.4 t/s",
"why": "Chinese-tuned, verified working"
}
] |