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model collapse and image blurring #88

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mapengsen opened this issue Sep 2, 2022 · 3 comments
Open

model collapse and image blurring #88

mapengsen opened this issue Sep 2, 2022 · 3 comments

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@mapengsen
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I want to generate molecular images based on molecular images, but after I trained 80kimg, the model began to collapse, and the generated images were not clear. How many kimgs did you train at that time and then began to converge?
real image:
image
generate image :
image

@nom57
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nom57 commented Sep 8, 2022

I had this same issue and its caused either by :
wrong plugin versions , your hardware being unstable, MKL running parallel , or Diffaug being broken in the model
you can pinpoint exactly when the model started to collapse in stats.jsonl

if your scores/fake = NaN that means you have a library/plugin/mkl conflict
if your scores/fake are constantly getting a more and more negative number , that means Augmentation is broken.
(I have a suspicion there is something wrong with augmentation in the model...)

@nom57
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nom57 commented Sep 8, 2022

@mapengsen please share the text of your stats.jsonl file.

@mapengsen
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