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FlashAttention 2 vs RetNet

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Facts Comparison

  • Interesting Fact 🤓

    Fascinating trivia or lesser-known information about the algorithm
    FlashAttention 2
    • Reduces memory usage by up to 8x while maintaining performance
    RetNet
    • Achieves similar performance to Transformers with significantly better efficiency
Alternatives to FlashAttention 2
RWKV
Known for Linear Scaling Attention
🔧 is easier to implement than RetNet
learns faster than RetNet
Hyena
Known for Subquadratic Scaling
🔧 is easier to implement than RetNet
learns faster than RetNet
State Space Models V3
Known for Long Sequence Processing
🔧 is easier to implement than RetNet
learns faster than RetNet
SVD-Enhanced Transformers
Known for Mathematical Reasoning
🔧 is easier to implement than RetNet
S4
Known for Long Sequence Modeling
🔧 is easier to implement than RetNet
MambaByte
Known for Efficient Long Sequences
🔧 is easier to implement than RetNet
learns faster than RetNet
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