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Collect ressearch papers #1

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DeepCowProductions opened this issue Sep 12, 2023 · 1 comment
Open

Collect ressearch papers #1

DeepCowProductions opened this issue Sep 12, 2023 · 1 comment
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@DeepCowProductions
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DeepCowProductions commented Sep 12, 2023

  • Quantization of Transformers models (BERT + GPT2)
  • Details about internal architecture (activation functions, LayerNorm, Softmax)
  • Details about quantization methods and the effect htey have on the model
  • Success and failure cases of Quantization methods
@iksnagreb
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I can recommend this blog post as a starting point, if you have not seen it already: https://lilianweng.github.io/posts/2023-01-10-inference-optimization/

Regarding one of the challenges discussed there, the "emergence of outlier features", I have done some more reading a few months ago. If this gets relevant, I could share my summary, once I find some time to restructure it properly...

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