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https://github.com/invoke-ai/InvokeAI
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Seamless fixes
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invokeai
@ -404,7 +404,7 @@ class SeamlessModeOutput(BaseInvocationOutput):
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@title("Seamless")
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@tags("seamless", "model")
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class SeamlessModeInvocation(BaseInvocation):
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"""Apply seamless mode to unet."""
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"""Applies the seamless transformation to the Model UNet and VAE."""
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type: Literal["seamless"] = "seamless"
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@ -1,7 +1,8 @@
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from __future__ import annotations
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from contextlib import contextmanager
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from typing import TypeVar, Union
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from typing import TypeVar
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import diffusers
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import torch.nn as nn
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from diffusers.models import UNet2DModel, AutoencoderKL
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@ -22,10 +23,9 @@ def _conv_forward_asymmetric(self, input, weight, bias):
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)
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@contextmanager
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ModelType = TypeVar('ModelType', UNet2DModel, AutoencoderKL)
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@contextmanager
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def set_seamless(model: ModelType, seamless_axes):
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try:
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to_restore = []
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@ -51,6 +51,8 @@ def set_seamless(model: ModelType, seamless_axes):
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to_restore.append((m, m._conv_forward))
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m._conv_forward = _conv_forward_asymmetric.__get__(m, nn.Conv2d)
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if isinstance(m, diffusers.models.lora.LoRACompatibleConv) and m.lora_layer is None:
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m.forward = nn.Conv2d.forward.__get__(m, nn.Conv2d)
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yield
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@ -60,4 +62,6 @@ def set_seamless(model: ModelType, seamless_axes):
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if hasattr(m, "asymmetric_padding_mode"):
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del m.asymmetric_padding_mode
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if hasattr(m, "asymmetric_padding"):
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del m.asymmetric_padding
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del m.asymmetric_padding
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if isinstance(m, diffusers.models.lora.LoRACompatibleConv):
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m.forward = diffusers.models.lora.LoRACompatibleConv.forward.__get__(m,diffusers.models.lora.LoRACompatibleConv)
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