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Update README.md

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@@ -36,6 +36,23 @@ instruction following, output quality and stronger connections to ideas, concept
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  This combines with "MAXing" the quant to improve preformance.
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  <b>Optional : System Prompt</b>
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  This is an optional system prompt you can use to enhance operation.
 
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  This combines with "MAXing" the quant to improve preformance.
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+ This chart shows the order in terms of "BPW" for each quant (mapped below with relative "strength" to one another) with "IQ1_S" with the least, and "Q8_0" (F16 is full precision) with the most:
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+ <small>
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+ <PRE>
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+ IQ1_S | IQ1_M
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+ IQ2_XXS | IQ2_XS | Q2_K_S | IQ2_S | Q2_K | IQ2_M
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+ IQ3_XXS | Q3_K_S | IQ3_XS | IQ3_S | IQ3_M | Q3_K_M | Q3_K_L
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+ Q4_K_S | IQ4_XS | IQ4_NL | Q4_K_M
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+ Q5_K_S | Q5_K_M
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+ Q6_K
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+ Q8_0
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+ F16
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+ </pre>
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+ </small>
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+ More information on quants is in the document below "Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers".
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  <b>Optional : System Prompt</b>
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  This is an optional system prompt you can use to enhance operation.