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Division by zero caused by mask operation #243

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Chenyang-1024 opened this issue Jul 28, 2024 · 0 comments
Open

Division by zero caused by mask operation #243

Chenyang-1024 opened this issue Jul 28, 2024 · 0 comments

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@Chenyang-1024
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Chenyang-1024 commented Jul 28, 2024

If each pixel in the input image does not belong to the q-th class, then when generating the mask for masked attention, attn_mask[b, q, :] = True will be converted to attn_mask[b, q, :] = float('-inf') in nn.MultiheadAttention. Finally, when attn_mask is used for the Softmax(attn_mask, dim=-1) operation to calculate the attention map, the NaN caused by the divide by 0 error will appear. : (
This problem came up when I applied masked attention to my semantic segmentation task. : (
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