feat: add pab and fastercache #91
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Description
This PR adds the PAB and FasterCache algorithms from diffusers (https://huggingface.co/docs/diffusers/main/api/cache).
Type of Change
How Has This Been Tested?
I manually tested both caching mechanisms across all supported Diffusers pipelines, visually inspected the resulting images, videos, and measured the speed improvements (the relative speedups match this benchmark). For FLUX, I evaluated every supported combination of algorithms. I also implemented tests for each algorithm and their combinations.
Checklist
Additional Notes
I attempted to enable compilation for these caching mechanisms but encountered errors. The core issue is that they introduce conditional logic into the attention layer, which prevents successful compilation.