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GongyeLiu avatar GongyeLiu commented on June 14, 2024

Hi, thank you for your interest.

This line seems to come from the Class CrossAttention. While in StyleCrafter, we use Class DualCrossAttnProcessorAS instead of CrossAttention. So the actual fusion operation is:

out = out + scale * out_style * self.scale

And the full code:

if scale_scalar is not None:
    scale = 1 + scale_scalar[:, self.layer_idx]
    scale = scale[:, None]
else:
    scale = 1.0

if self.use_norm:
    out_style = self.norm_style(out_style)

out = out + scale * out_style * self.scale




Here, the scale is obtained from the scale_scalar(model.adapter.scale_predictor), and self.scale is provided to allow further control of the style strength. Since in most cases, users do not need to manually adjust it, we set self.scale to 1 by default, which means it completely relies on the scale_scalar to control the fusion operation. (By the way, we have never used self.scale in our paper.)

Hope this answers your question.

from stylecrafter.

dmmSJTU avatar dmmSJTU commented on June 14, 2024

from stylecrafter.

dmmSJTU avatar dmmSJTU commented on June 14, 2024

I got it. Thank you!

from stylecrafter.

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