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rescale values in linear attention to mitigate overflows in fp16 setting

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Phil Wang
2022-07-27 12:27:32 -07:00
parent 2e35a9967d
commit 07abfcf45b
2 changed files with 2 additions and 1 deletions
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1
dalle2_pytorch/dalle2_pytorch.py
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@@ -1503,6 +1503,7 @@ class LinearAttention(nn.Module):
k = k.softmax(dim = -2) k = k.softmax(dim = -2)
q = q * self.scale q = q * self.scale
v = v / (x * y)
context = einsum('b n d, b n e -> b d e', k, v) context = einsum('b n d, b n e -> b d e', k, v)
out = einsum('b n d, b d e -> b n e', q, context) out = einsum('b n d, b d e -> b n e', q, context)

2
dalle2_pytorch/version.py
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@@ -1 +1 @@
__version__ = '1.1.0' __version__ = '1.2.0'