Thomas Liang

Quantization stable diffusion

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# What does this PR do? Fixes #83 ## Who can review? Feel free to tag members/contributors who may be interested in your PR.

I am interested in sharing a notebook about Quantization Stable Diffusion models. It speeds up the performance with lower bit-width and improves efficiency.

Broken link in Load LoRAs for inference

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The link [here](https://github.com/huggingface/notebooks/blob/main/diffusers_doc/en/pytorch/using_peft_for_inference.ipynb) is broken and I can not find similar notebook in [using_peft_for_inference.ipynb](https://github.com/huggingface/notebooks/tree/main/diffusers_doc/en/pytorch)

refactor: Update GPT model to gpt-3.5-turbo-instruct

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#140 As this issue, the origin model is shut down, replace the model to `gpt-3.5-turbo-instruct`

InvalidRequestError: The model `text-davinci-003` has been deprecated

Could not find loading_adapters.ipynb

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### Describe the bug while reading doc [Load adapters](https://huggingface.co/docs/diffusers/using-diffusers/loading_adapters) I tried to open in Colab to run an example on this page. It will get Notebook not found on a...

[zh-TW] Added chapters 1-11

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* Add Certification exam page (zh-tw) translation Issues: #55