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https://github.com/Stability-AI/generative-models.git
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e596332148
* clean requirements * rm taming deps * isort, black * mv lipips, license * clean vq, fix path * fix loss path, gitignore * tested requirements pt13 * fix numpy req for python3.8, add tests * fix name * fix dep scipy 3.8 pt2 * add black test formatter
18 lines
480 B
Python
18 lines
480 B
Python
import torch
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import torch.nn.functional as F
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def hinge_d_loss(logits_real, logits_fake):
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loss_real = torch.mean(F.relu(1.0 - logits_real))
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loss_fake = torch.mean(F.relu(1.0 + logits_fake))
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d_loss = 0.5 * (loss_real + loss_fake)
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return d_loss
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def vanilla_d_loss(logits_real, logits_fake):
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d_loss = 0.5 * (
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torch.mean(torch.nn.functional.softplus(-logits_real))
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+ torch.mean(torch.nn.functional.softplus(logits_fake))
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)
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return d_loss
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