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532532 <p align =" center " >
533533 <b >DMD vs Vanilla (no cache)</b >, FLUX.1-dev, 50 steps, seed 42
534534 </p >
535+ <img src =" https://github.com/vipshop/cache-dit/raw/main/docs/assets/dmd/dmd_vs_vanilla.png " width =460px >
535536</div >
536537
537- | Without DMD Calibrator| With DMD Calibrator|
538- | :---:| :---:|
539- | <img src =" https://github.com/vipshop/cache-dit/raw/main/docs/assets/dmd/dmd_vs_vanilla.png " width =460px >||
540538
541539<div align =" center " >
542540 <p align =" center " >
543541 <b >DMD vs TaylorSeer Calibrator</b >, FLUX.1-dev, ~ 3.2x cache acceleration
544542 </p >
543+ <img src =" https://github.com/vipshop/cache-dit/raw/main/docs/assets/dmd/dmd_vs_taylorseer.png " width =460px >
545544</div >
546545
547- | TaylorSeer Calibrator| DMD Calibrator|
548- | :---:| :---:|
549- | <img src =" https://github.com/vipshop/cache-dit/raw/main/docs/assets/dmd/dmd_vs_taylorseer.png " width =460px >||
550546
551- <p align =" center " >
552547Quantitative comparison on 12 DrawBench prompts (LPIPS/PSNR vs own uncached image, CLIP = prompt alignment):
553- </p >
548+
549+ <div align =" center " markdown =" 1 " >
554550
555551| Calibrator | LPIPS ↓ | PSNR (dB) ↑ | CLIP ↑ |
556552| :---| :---:| :---:| :---:|
557553| TaylorSeer | 0.78 | 11.8 | 0.27 |
558554| ** DMD** | ** 0.38** | ** 19.8** | ** 0.32** |
559555
556+ </div >
557+
560558### Minimal Example
561559
562560``` python
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