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  - If the interface/program you are using to run AI MODELS supports "Quadratic Sampling" ("smoothing") just make the adjustment as noted.
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  <B>The FOUR Horsemen:</B>
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  This repo will be followed by a "reg quant plus" repo, which added additional components into the GGUF (all levels) at floating point 32
 
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  - If the interface/program you are using to run AI MODELS supports "Quadratic Sampling" ("smoothing") just make the adjustment as noted.
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+ <B>Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers</B>
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+ This a "Class 2" model:
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+ For all settings used for this model (including specifics for its "class"), including example generation(s) and for advanced settings guide (which many times addresses any model issue(s)), including methods to improve model performance for all use case(s) as well as chat, roleplay and other use case(s) please see:
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+ [ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
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  <B>The FOUR Horsemen:</B>
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  This repo will be followed by a "reg quant plus" repo, which added additional components into the GGUF (all levels) at floating point 32