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# Ranger21
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# Ranger21 - integrating the latest deep learning components into a single optimizer
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Ranger deep learning optimizer rewrite to use newest components
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Ranger, with Radam + Lookahead core, is now 1.5 years old. In the interim, a number of new developments have happened including the rise of Transformers for Vision.
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Current feature set planned:</br>
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1 - <b>feature complete</b> - Linear and Exponential warmup in place of RAdam. This is based on the findings of https://arxiv.org/abs/1910.04209v3
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1 - <b>feature complete</b> - automated, Linear and Exponential warmup in place of RAdam. This is based on the findings of https://arxiv.org/abs/1910.04209v3
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2 - MadGrad core engine in place of Adam internals. This is based on my own testing with Vision Transformers as well as the compelling MadGrad paper: https://arxiv.org/abs/2101.11075v1
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