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README.md
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# W8Yi/distilled-wsi-diffusion
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`distilled-wsi-diffusion` is a distilled student model derived from PixCell for
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UNI-conditioned histopathology image generation. It is designed to preserve the
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visual behavior of the PixCell teacher while enabling substantially faster
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sampling with fewer denoising steps, making it practical for rapid research
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iteration, hypothesis testing, and interpretability workflows on WSI features.
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## Why Use This Model
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Teacher rollout (35 steps): 0.8908s
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Student rollout (4 steps): 0.1137s
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Teacher decode: 0.0147s
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Student decode: 0.0145s
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Teacher total: 0.9055s
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Student total: 0.1282s
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Rollout speedup: 7.84x
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End-to-end speedup: 7.06x
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Use the following snippet to reproduce side-by-side image and speedup numbers:
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# W8Yi/distilled-wsi-diffusion
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`distilled-wsi-diffusion` is a distilled student model derived from **PixCell** for
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UNI-conditioned histopathology image generation. It is designed to preserve the
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visual behavior of the PixCell teacher while enabling substantially faster
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+
sampling with fewer denoising steps(**7.06x** speed up), making it practical for rapid research
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iteration, hypothesis testing, and interpretability workflows on WSI features.
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## Why Use This Model
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Teacher rollout (35 steps): 0.8908s
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+
Student rollout (4 steps): **0.1137s**
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Teacher decode: 0.0147s
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| 109 |
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Student decode: **0.0145s**
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Teacher total: 0.9055s
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| 111 |
+
Student total: **0.1282s**
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| 112 |
+
Rollout speedup: **7.84x**
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| 113 |
+
End-to-end speedup: **7.06x**
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| 114 |
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Use the following snippet to reproduce side-by-side image and speedup numbers:
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