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2 changes: 1 addition & 1 deletion docs/source/en/optimization/para_attn.md
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@ However, it is hard to decide when to reuse the cache to ensure quality generate
This achieves a 2x speedup on FLUX.1-dev and HunyuanVideo inference with very good quality.

<figure>
<img src="https://huggingface.co/datasets/chengzeyi/documentation-images/resolve/main/diffusers/para-attn/ada-cache.png" alt="Cache in Diffusion Transformer" />
<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/para-attn/ada-cache.png" alt="Cache in Diffusion Transformer" />
<figcaption>How AdaCache works, First Block Cache is a variant of it</figcaption>
</figure>

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