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Add a way to set the default ref method in the qwen image code. (#11349)
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@ -322,6 +322,7 @@ class QwenImageTransformer2DModel(nn.Module):
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pooled_projection_dim: int = 768,
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pooled_projection_dim: int = 768,
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guidance_embeds: bool = False,
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guidance_embeds: bool = False,
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axes_dims_rope: Tuple[int, int, int] = (16, 56, 56),
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axes_dims_rope: Tuple[int, int, int] = (16, 56, 56),
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default_ref_method="index",
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image_model=None,
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image_model=None,
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final_layer=True,
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final_layer=True,
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dtype=None,
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dtype=None,
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@ -334,6 +335,7 @@ class QwenImageTransformer2DModel(nn.Module):
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self.in_channels = in_channels
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self.in_channels = in_channels
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self.out_channels = out_channels or in_channels
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self.out_channels = out_channels or in_channels
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self.inner_dim = num_attention_heads * attention_head_dim
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self.inner_dim = num_attention_heads * attention_head_dim
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self.default_ref_method = default_ref_method
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self.pe_embedder = EmbedND(dim=attention_head_dim, theta=10000, axes_dim=list(axes_dims_rope))
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self.pe_embedder = EmbedND(dim=attention_head_dim, theta=10000, axes_dim=list(axes_dims_rope))
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@ -416,7 +418,7 @@ class QwenImageTransformer2DModel(nn.Module):
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h = 0
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h = 0
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w = 0
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w = 0
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index = 0
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index = 0
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ref_method = kwargs.get("ref_latents_method", "index")
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ref_method = kwargs.get("ref_latents_method", self.default_ref_method)
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index_ref_method = (ref_method == "index") or (ref_method == "index_timestep_zero")
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index_ref_method = (ref_method == "index") or (ref_method == "index_timestep_zero")
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timestep_zero = ref_method == "index_timestep_zero"
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timestep_zero = ref_method == "index_timestep_zero"
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for ref in ref_latents:
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for ref in ref_latents:
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