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README.md

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-license: apache-2.0
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+license: apache-2.0
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+<font color=red><h3> Ultra High Remaster of the incredible: Psyonic-Cetacean-20b. </h3></font>
+
+This is a Floating Point 32 upscale, where all components and merges were remastered to floating point 32.
+This includes all the merges (recreated with master files), and where possible subbing full FP32 models.
+
+The goal: Carry forward maximum precision right up to the point where it is "GUFFed".
+
+This includes F32 master file for GGUF too... at a whopping 78 GBs.
+
+Why?
+
+Because the difference between F32 vs BF16 is... 8 DECIMAL places.
+
+And as each merge / model is modified there are "losses" along the way.
+
+These losses are carried forward and in turn lead to more losses.
+
+Small?
+
+Yes... but multipled by each merge(s), and compression(s): 20 billion times.
+
+<B>The result:</b>
+
+At Q2K an impressive drop of 533 points in perplexity. (lower is better)
+(VS: Q2K orginal base model: PPL = 9.8077 +/- 0.06821 )
+
+At Q4KM an incredible drop of 976 points in perplexity.
+(VS: Q4km orginal base model -> PPL = 8.7858 +/- 0.06074)
+
+At Q6 an awesome drop of 234 points in perplexity. 
+(VS: Q6 orginal base model -> PPL = 8.6070 +/- 0.05907 )
+
+To put this in perspective "Q6" now operates ABOVE the orginal full precision version of "Psyonic-Cetacean-20b".
+
+This because at "Q6" the quant / compressed model is considered to be accurate within "+0.0008 ppl" of the full, uncompressed / unquanted model and it exceeds this by over 200 points.
+
+<B>The bottom line here is:</b>
+
+Higher quality instruction following and output.
+
+Likewise you can use a smaller compression, with higher token per second and still get great quality.
+
+Same great model... turbo charged.
+
+This is the first group of remasters.
+
+<B>More Coming soon...</B>
+
+It will be followed by a "reg quant plus", which added additional components into the GGUF (all) at floating point 32 
+precision to further increases the sheer creatity and raw AI horsepower.
+
+Following this group will be a full precision Imatrix, and Imatrix Plus repo that will push the limit even more.
+
+Details of all methods employed to make this high precision remasters will be posted shortly along with comparsions of orginal model and new ultra remaster.