Update README.md

README.md

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 exllamav3 quantizations of [MiniMaxAI/MiniMax-M2.5](https://huggingface.co/MiniMaxAI/MiniMax-M2.5).
 
+### Optimized quants
+
+[2.10 bpw h6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/tree/2.10bpw_H6) 57.292 GiB    
+[2.50 bpw h6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/tree/2.50bpw_H6) 67.838 GiB    
+[3.06 bpw h6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/tree/3.06bpw_H6) 82.656 GiB    
+
+### Straight quants
+
+As the charts below will show, a 4bpw or 5bpw is still better than an optimized 3.06 or 2.5bpw quant.
+
 [2.00 bpw h6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/tree/2.00bpw_H6) 61.054 GiB    
 [3.00 bpw h6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/tree/3.00bpw_H6) 81.613 GiB    
 [4.00 bpw h6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/tree/4.00bpw_H6) 108.087 GiB     
 [5.00 bpw h6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/tree/5.00bpw_H6) 134.561 GiB    
 
+### K/L-D and PPL graphs
+
+![KLD Chart](MinMax25kld.png)
+![PPL Chart](MinMax25ppl.png)
 
 [measurement.json - 2.0bpw_H6 vs 3.0bpw_H6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/blob/main/measurement_MiniMaxAI_MiniMax-M2.5-2.0-3.0.json)    
 [measurement.json - 3.0bpw_H6 vs 4.0bpw_H6](https://huggingface.co/MikeRoz/MiniMax-M2.5-exl3/blob/main/measurement_MiniMaxAI_MiniMax-M2.5-3.0-4.0.json)