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Fix for negative prompt in AITemplateModelWrapper
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@ -501,13 +501,24 @@ class AITemplateModelWrapper:
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def apply_model(self, *args, **kwargs):
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if len(args) == 3:
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encoder_hidden_states = args[-1]
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# unsure if this path is ever used
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cond = args[-1]
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args = args[:2]
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if kwargs.get("cond", None) is not None:
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encoder_hidden_states = kwargs.pop("cond")
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cond = kwargs.pop("cond")
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cond = cond[0][0]
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if kwargs.get("uncond", None) is not None:
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uncond = kwargs.pop("uncond")
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uncond = uncond[0][0]
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if uncond is not None and cond is not None:
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encoder_hidden_states = torch.cat((uncond, cond))
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elif cond is not None and uncond is None:
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encoder_hidden_states = torch.cat((cond, cond))
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elif uncond is not None and cond is None:
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encoder_hidden_states = torch.cat((uncond, uncond))
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else:
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raise Exception("Must provide uncond or cond")
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latent_model_input, timesteps = args
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encoder_hidden_states = encoder_hidden_states[0][0]
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encoder_hidden_states = torch.cat([encoder_hidden_states] * 2)
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timesteps_pt = torch.cat([timesteps] * 2)
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latent_model_input = torch.cat([latent_model_input] * 2)
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height = latent_model_input.shape[2]
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