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Added notebook to showcase quantization of Sentence Transformers model (#955)

* Added notebook to showcase quantization of Sentence Transformers model * Update optimum/intel/openvino/modeling_diffusion.py * Update optimum/intel/openvino/modeling_diffusion.py * Style * Fixed small issue. Results are the same. * Added description to the sections of the notebook * Update notebooks/openvino/sentence_transformer_quantization.ipynb Co-authored-by: Helena Kloosterman <[email protected]> * Update notebooks/openvino/sentence_transformer_quantization.ipynb Co-authored-by: Helena Kloosterman <[email protected]> * Update notebooks/openvino/sentence_transformer_quantization.ipynb Co-authored-by: Helena Kloosterman <[email protected]> * Fixed issue. Added info about benchmarking * Fixed paths to models * Removed unused code --------- Co-authored-by: Helena Kloosterman <[email protected]>

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notebooks/openvino
- requirements.txt
- sentence_transformer_quantization.ipynb

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`‎notebooks/openvino/requirements.txt‎`

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 ipywidgets
 pillow
 torchaudio
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