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@@ -34,14 +34,16 @@ pipeline_tag: text-generation
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  This is the top model ! it has all the functionality for all the skews of this model !
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  a labour of love !
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- REALLY WELL TRAINED !
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-
 
 
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  <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/65d883893a52cd9bcd8ab7cf/tRsCJlHNZo1D02kBTmfy9.jpeg" width="300"/>
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  https://github.com/spydaz
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- Current Update :
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  This model is working , but actually untrained : to load the model it requires trust-remote=TRUE::
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  But also if it does not load then you need to clone the github:
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  This is the top model ! it has all the functionality for all the skews of this model !
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  a labour of love !
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+ # REALLY WELL TRAINED !
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+ ## LOOK AT THOSE FAT LAYERS !
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+ this is why the 4-bit models are Very GOOD !
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+ the GGUF of this model does not perform the same as the 4bit double quantized tensors !
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  <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/65d883893a52cd9bcd8ab7cf/tRsCJlHNZo1D02kBTmfy9.jpeg" width="300"/>
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  https://github.com/spydaz
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+ ## Current Update :
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  This model is working , but actually untrained : to load the model it requires trust-remote=TRUE::
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  But also if it does not load then you need to clone the github:
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