Update README.md

README.md

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 ## HISTORIC 𝒜𝓡𝒯𝚒𝕤𝕥 STYLE ℒ𝓸ℜ𝐴𝘴
 ## ||| By SilverAgePoets.com |||
 ![Theatre](https://huggingface.co/AlekseyCalvin/Somov_GreatArtistStyle_FluxLoRA_bySilverAgePoets/resolve/main/Theatre.png)
+*Note: **Variant I** checkpoints of this model, herein, were fine-tuned at 64dim128alpha over [DNA_1_618](https://civitai.com/user/DNA_1_618)'s [Genova Apex De-distilled](https://civitai.com/models/954608?modelVersionId=1068773) + [LongCLIP-GmP-ViT-L-14 by zer0int](https://huggingface.co/zer0int/LongCLIP-GmP-ViT-L-14).* <br>
+***Variant II** checkpoints, found [HERE](https://huggingface.co/AlekseyCalvin/Somov_Carnivalesques_V2_FluxLoRA_bySilverAgePoets), were fine-tuned at 64dim64alpha and over [AfroMan4Peace](https://civitai.com/user/Afroman4peace)'s [Colossus2.1_Dedistilled](https://civitai.com/models/833086?modelVersionId=996001) + [LongCLIP-GmP-ViT-L-14 by zer0int](https://huggingface.co/zer0int/LongCLIP-GmP-ViT-L-14).* <br> 
 
 A Low-Rank Adapter (LoRA) for FLUX-family models... <br>
-Fine-tuned on around 150 artworks inspired by Pierrot's lace tears, Columbina's satin gasps, Harlequin's velvet prances, by the toy moonlight of dreamed-up 18th centuries, and every achingly real rendezvous with fleeting masks of closeness...   <br>
+Fine-tuned on around 130 artworks inspired by Pierrot's lace tears, Columbina's satin gasps, Harlequin's velvet prances, by the toy moonlight of dreamed-up 18th centuries, and every achingly real rendezvous with fleeting masks of closeness...   <br>
 And these artworks, of course, were crafted once upon a world by: <br>
 **KONSTANTIN SOMOV** *(1869-1939)*, though representing but one facet, a brightest of dreams and among the deepest, of his manifold eclectic masteries. <br>
 
@@ -132,6 +134,12 @@ Scribble `Somov style art, artwork by Konstantin Somov, detailed carnivalesque i
 
 ![Reverie0](https://huggingface.co/AlekseyCalvin/Somov_GreatArtistStyle_FluxLoRA_bySilverAgePoets/resolve/main/0123.jpeg)
 
+## Hyperparameters:
+Fine-tuned on around 130 images, picked from a broader collection of 300+ Somov art files consolidated by us, and manually pre-processed/restored by us.  <br> 
+Upscaling was used sparingly, applied to only a small portion of the pieces; namely, only to those images which could not be found anywhere online in high quality or/and resolution.<br> 
+Of the upscaled images, we added to the set only those that, after the upscale, did not appear to suffer extreme degradation texture/detail-wise, but seem unambiguously vivified in their roles as conflatable artistic translations apropos respective sources. <br> 
+**Somov the key Hyperparameters:** *64dim/128alpha, Adamw8bit, lr.0005, ema:NONE, linear timesteps:FALSE, FluxCFG, resol.768, 1xbatch, on a single L4 via Google Colab Pro. Alas, due to the size of the dataset, we had to limit the resolution to 768. Even 1024 would cause out-of-memory errors, sometimes well into the training, at the tail end of the first epoch.*  <br>
+
 
 ![Reverie1](https://huggingface.co/AlekseyCalvin/Somov_GreatArtistStyle_FluxLoRA_bySilverAgePoets/resolve/main/0223.png)