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+## My Personal Fork
+
+This is a fork for the Instructor model becuase the original repository isn't kept up anymore.  I've also made some improvements to their source code:
+
+1) Fixing it to work with versions of the ```sentence-transformers``` library after version 2.2.2
+   > The original only supports version 2.2.2.
+2) Properly download the models from huggingface.
+3) Ability to use the model downloaded to a folder on your computer - not ALWAYS having to download from Huggingface.
+
+## What follows is the original repository's readme file.  Ignore the quantization section, however, becuase pytorch has changed its API since then.
+
 # One Embedder, Any Task: Instruction-Finetuned Text Embeddings
 
 This repository contains the code and pre-trained models for our paper [One Embedder, Any Task: Instruction-Finetuned Text Embeddings](https://arxiv.org/abs/2212.09741). Please refer to our [project page](https://instructor-embedding.github.io/) for a quick project overview.