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Improving Sub-billion Scale LLM Design Experiments

Some of the techniques used in the LLM pretraining design include:

  • Embedding Sharing
  • Grouped Query Design
  • SwiGLU Activations for the Multi Perceptron Layer
  • Intermidate blockwise weight sharing
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(Unofficial) building Hugging Face SmolLM-blazingly fast and small language model with PyTorch implementation of grouped query attention (GQA)

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