Update README.md

Author: DefTruth

README.md

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 ## 📖 News 🔥🔥
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-- [2025-06-16]: **[🤗cache-dit](https://github.com/vipshop/cache-dit)** is released! A **Training-free** and **Easy-to-use** Cache Acceleration Toolbox for DiTs (**DBCache**, **DBPrune**, **TaylorSeer**, **FBCache**, **Cache CFG**, etc)🔥. Feel free to take a try!
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+- [2025-06-16]: **[🤗cache-dit](https://github.com/vipshop/cache-dit)** is released! 🤗An Unified and Training-free Cache Acceleration Toolbox for DiTs: Cache Acceleration with One-line Code ~ ♥️. Feel free to take a try!
 
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 - [2025-01-08]: **[🤖ffpa-attn](https://github.com/xlite-dev/ffpa-attn.git)** is released! Yet another Faster Flash Prefill Attention with O(1)🎉SRAM complexity for large headdim, **1.8x~3x↑**🎉 vs SDPA EA: [📈L20 ~1.9x↑🎉](https://github.com/xlite-dev/ffpa-attn?tab=readme-ov-file#L1-bench-l20), [📈A30 ~1.8x↑🎉](https://github.com/xlite-dev/ffpa-attn?tab=readme-ov-file#L1-bench-a30),[📈4090 ~2.1x↑🎉](https://github.com/xlite-dev/ffpa-attn?tab=readme-ov-file#L1-bench-4090).
 
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