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support qwen-image-layered
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@@ -19,7 +19,7 @@ def get_timestep_embedding(
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)
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exponent = exponent / (half_dim - downscale_freq_shift)
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emb = torch.exp(exponent).to(timesteps.device)
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emb = torch.exp(exponent)
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if align_dtype_to_timestep:
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emb = emb.to(timesteps.dtype)
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emb = timesteps[:, None].float() * emb[None, :]
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@@ -78,7 +78,7 @@ class DiffusersCompatibleTimestepProj(torch.nn.Module):
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class TimestepEmbeddings(torch.nn.Module):
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def __init__(self, dim_in, dim_out, computation_device=None, diffusers_compatible_format=False, scale=1, align_dtype_to_timestep=False):
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def __init__(self, dim_in, dim_out, computation_device=None, diffusers_compatible_format=False, scale=1, align_dtype_to_timestep=False, use_additional_t_cond=False):
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super().__init__()
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self.time_proj = TemporalTimesteps(num_channels=dim_in, flip_sin_to_cos=True, downscale_freq_shift=0, computation_device=computation_device, scale=scale, align_dtype_to_timestep=align_dtype_to_timestep)
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if diffusers_compatible_format:
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@@ -87,10 +87,16 @@ class TimestepEmbeddings(torch.nn.Module):
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self.timestep_embedder = torch.nn.Sequential(
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torch.nn.Linear(dim_in, dim_out), torch.nn.SiLU(), torch.nn.Linear(dim_out, dim_out)
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)
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if use_additional_t_cond:
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self.addition_t_embedding = torch.nn.Embedding(2, dim_out)
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def forward(self, timestep, dtype):
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def forward(self, timestep, dtype, addition_t_cond=None):
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time_emb = self.time_proj(timestep).to(dtype)
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time_emb = self.timestep_embedder(time_emb)
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if addition_t_cond is not None:
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addition_t_emb = self.addition_t_embedding(addition_t_cond)
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addition_t_emb = addition_t_emb.to(dtype=dtype)
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time_emb = time_emb + addition_t_emb
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return time_emb
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