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