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@@ -13,10 +13,10 @@ With LLaMA2-Accessory, mixtral-8x7b enjoys the following features:
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  4. Distributed and/or quantized inference
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  ## 🔥 Online Demo
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- We host a web demo at <https://5e1109637f49baae47.gradio.live/>, which shows a mixtral-8x7b model finetuned on
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  [evol-codealpaca-v1](https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1) and
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  [ultrachat_200k](https://huggingface.co/datasets/HuggingFaceH4/ultrachat_200k), with LoRA and Bias tuning.
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  Please note that this is a temporary link, and we will update our official permanent link today.
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  ## 💡 Tutorial
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- A detailed tutorial is available at <https://llama2-accessory.readthedocs.io/en/latest/projects/mixtral-8x7b.html#>
 
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  4. Distributed and/or quantized inference
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  ## 🔥 Online Demo
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+ We host a web demo at [here](http://106.14.127.192/), which shows a mixtral-8x7b model finetuned on
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  [evol-codealpaca-v1](https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1) and
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  [ultrachat_200k](https://huggingface.co/datasets/HuggingFaceH4/ultrachat_200k), with LoRA and Bias tuning.
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  Please note that this is a temporary link, and we will update our official permanent link today.
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  ## 💡 Tutorial
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+ A detailed tutorial is available at our [document](https://llama2-accessory.readthedocs.io/en/latest/projects/mixtral-8x7b.html)