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README.md

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 A model to test how MoE will route without square expansion.
 
 ## "[What is a Mixture of Experts (MoE)?](https://huggingface.co/blog/moe)"
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+[Join our Discord!](https://discord.gg/rJXGjmxqzS)
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+<a href='https://ko-fi.com/S6S2UH2TC' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://storage.ko-fi.com/cdn/kofi1.png?v=3' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a>
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 ### (from the MistralAI papers...click the quoted question above to navigate to it directly.)
 
 The scale of a model is one of the most important axes for better model quality. Given a fixed computing budget, training a larger model for fewer steps is better than training a smaller model for more steps.
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 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6589d7e6586088fd2784a12c/up_I0R2TQGjqTShZp_1Sz.png)
 
 
-[Join our Discord!](https://discord.gg/rJXGjmxqzS)
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-<a href='https://ko-fi.com/S6S2UH2TC' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://storage.ko-fi.com/cdn/kofi1.png?v=3' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a>
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 Switch Layer
 MoE layer from the [Switch Transformers paper](https://arxiv.org/abs/2101.03961)