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  <h3>Maximizing Model Performance for All Quants Types And Full-Precision using Samplers, Advance Samplers and Parameters Guide</h3>
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- (Updated: "INDEX", and added "Generation Steering" section ; notes on Roleplay/Simulation added)
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  This document includes detailed information, references, and notes for general parameters, samplers and
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  advanced samplers to get the most out of your model's abilities including notes / settings for the most popular AI/LLM app in use (LLAMACPP, KoboldCPP, Text-Generation-WebUI, LMStudio, Sillytavern, Ollama and others).
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  Likewise there may be some "name variation(s)" - in other LLM/AI apps - this is addressed in the detailed sections.
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  <small>
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  # LLM Parameters Reference Table
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  </small>
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  CLASS 3/4 MODELS:
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  If you are using a class 3 or class 4 model for use case(s) such as role play, multi-turn, chat etc etc, it is suggested to activate / set all samplers for class 3 but may be required for class 4 models.
 
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  <h3>Maximizing Model Performance for All Quants Types And Full-Precision using Samplers, Advance Samplers and Parameters Guide</h3>
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+ (Updated: "INDEX", and added "Generation Steering" section ; notes on Roleplay/Simulation added, Screenshots of parameters/samplers added in quick reference section.)
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  This document includes detailed information, references, and notes for general parameters, samplers and
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  advanced samplers to get the most out of your model's abilities including notes / settings for the most popular AI/LLM app in use (LLAMACPP, KoboldCPP, Text-Generation-WebUI, LMStudio, Sillytavern, Ollama and others).
 
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  Likewise there may be some "name variation(s)" - in other LLM/AI apps - this is addressed in the detailed sections.
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+ I have added Screenshots of settings for Class 1-2, Class 3 and Class 4 are below this chart for Koboldcpp, SillyTavern and Text Gen Webui.
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  <small>
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  # LLM Parameters Reference Table
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  </small>
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+ SCREENSHOTS (right click-> open in new window) of Class 1-2, Class 3, and Class 4 for KoboldCPP, Silly Tavern and Text Gen Webui.
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+ <a href="class1-2-Silly-Tavern.jpg">class1-2-Silly-Taver</a>
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+ <a href="class1-2-WebUI.jpg">class1-2-WebUI</a>
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+ <a href="class1-2-kcpp.jpg">class1-2-kcpp</a>
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+ <a href="class3-Silly-Tavern.jpg">class3-Silly-Tavern</a>
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+ <a href="class3-WebUI.jpg">class3-WebUI</a>
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+ <a href="class3-kcpp.jpg">class3-kcpp</a>
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+ <a href="class4-Silly-Tavern.jpg">class4-Silly-Tavern</a>
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+ <a href="class4-WebUI.jpg">class4-WebUI</a>
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+ <a href="class4-kcpp.jpg">class4-kcpp</a>
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+ NOTES:
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+ These cover basic/default settings PER CLASS. See "quick range" of settings above, and full range with details on how to "fine tune" model operation below.
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+ This is especially important for fine control of Class 3 and Class 4 models ; sometimes you can use class 2 or 3 settings for class 3 and even class 4 models.
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+ It is your use CASE(s) / smooth operation requirements that determine which settings will work best.
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+ You should not apply class 3 or class 4 settings on a class 1 or class 2 model - this might limit model operation and usually class 1/2 models do not require this level of control.
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  CLASS 3/4 MODELS:
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  If you are using a class 3 or class 4 model for use case(s) such as role play, multi-turn, chat etc etc, it is suggested to activate / set all samplers for class 3 but may be required for class 4 models.