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Update README.md

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@@ -14,7 +14,8 @@ pipeline_tag: text-to-image
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  text-to-image model.
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  This repository only changes the **numerical precision of the weights** to
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- `torch.float16` using PyTorch.
 
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  ## Usage
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  text-to-image model.
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  This repository only changes the **numerical precision of the weights** to
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+ `torch.float16` using PyTorch. This is not real quantization (like int8/int4). Still,
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+ converting the model to float16 saves the memory, reduces RAM usage and speeds up loading times.
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  ## Usage
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