quantization-guide / guide.json
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[
{
"level": "Q2_K",
"size_vs_fp16": "25%",
"quality": "75%",
"use_case": "Ultra-low RAM (1GB devices)",
"recommended": false
},
{
"level": "Q3_K_M",
"size_vs_fp16": "30%",
"quality": "85%",
"use_case": "Very constrained devices",
"recommended": false
},
{
"level": "Q4_K_M",
"size_vs_fp16": "40%",
"quality": "92%",
"use_case": "Sweet spot for mobile",
"recommended": true
},
{
"level": "Q5_K_M",
"size_vs_fp16": "50%",
"quality": "95%",
"use_case": "Quality-sensitive mobile",
"recommended": true
},
{
"level": "Q6_K",
"size_vs_fp16": "60%",
"quality": "97%",
"use_case": "Near-lossless mobile",
"recommended": false
},
{
"level": "Q8_0",
"size_vs_fp16": "70%",
"quality": "98%",
"use_case": "High-quality, smaller than FP16",
"recommended": false
},
{
"level": "F16",
"size_vs_fp16": "100%",
"quality": "100%",
"use_case": "Reference / debugging",
"recommended": false
}
]