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Newbeeer avatar Newbeeer commented on July 21, 2024

I observed the FID of EDM fluctuates largely. Did you report the lowest FID among checkpoints?

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Zyriix avatar Zyriix commented on July 21, 2024

I observed the FID of EDM fluctuates largely. Did you report the lowest FID among checkpoints?

I found this in some papers that try to retrain Edm. I got the lowest FID(2.04053) at around 16w ckpt.
I think the fluctuation is caused by lower ema rate and larger learning rate.

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yuanzhi-zhu avatar yuanzhi-zhu commented on July 21, 2024

@Zyriix To calculate FID we have to first generate, saying 50000 samples. The random seed can influence the generation process of these samples hence the FID value I guess

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Zyriix avatar Zyriix commented on July 21, 2024

@Zyriix To calculate FID we have to first generate, saying 50000 samples. The random seed can influence the generation process of these samples hence the FID value I guess

Most works use the same sample seeds just like this repo:
049999, 5000099999, 100000~149999
and report the lowest one.

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Liyuan-Liu avatar Liyuan-Liu commented on July 21, 2024

--arch=ncsnpp performs much better than VP architecture

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