MPT-30B vs Mamba
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MPT-30B
MPT-30B is a 30-billion-parameter open-source large language model released by MosaicML in June 2023. It was trained on a massive dataset consisting of 1 trillion tokens and utilized the FlashAttention technique to optimize training and inference efficiency. The model features an 8,000-token context window and employs ALiBi (Attention with Linear Biases) for sequence length extrapolation. Distribu...
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Mamba
Mamba is a deep learning architecture introduced in 2023 by researchers Albert Gu and Tri Dao that utilizes selective state space models (SSMs) for natural language processing. Unlike traditional Transformer models that require quadratic computational complexity for sequence length, Mamba achieves linear-time inference. It accomplishes this through a hardware-aware algorithm that allows the model...
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