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How Mamba’s Design Makes AI Up to 40x Faster

  • Mamba's design makes AI up to 40x faster.
  • The selective state space models (SSMs) in Mamba improve speed and memory benchmarks.
  • The efficient SSM scan in Mamba outperforms the best attention implementation known (FlashAttention-2) beyond sequence length 2K.
  • Mamba achieves 4-5x higher inference throughput than a Transformer of similar size.

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