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Merge pull request #2277 from kohya-ss/feat-stability-with-fp16-for-anima
feat: Stability with fp16 for anima
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@@ -864,6 +864,10 @@ class Block(nn.Module):
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adaln_lora_B_T_3D: Optional[torch.Tensor] = None,
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extra_per_block_pos_emb: Optional[torch.Tensor] = None,
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) -> torch.Tensor:
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if x_B_T_H_W_D.dtype == torch.float16:
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# Cast to float32 for better numerical stability in residual connections. Each module will cast back to float16 by enclosing autocast context.
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x_B_T_H_W_D = x_B_T_H_W_D.float()
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if extra_per_block_pos_emb is not None:
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x_B_T_H_W_D = x_B_T_H_W_D + extra_per_block_pos_emb
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