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from typing import *
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class GuidanceIntervalSamplerMixin:
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"""
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A mixin class for samplers that apply classifier-free guidance with interval.
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"""
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def _inference_model(self, model, x_t, t, cond, neg_cond, cfg_strength, cfg_interval, **kwargs):
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if cfg_interval[0] <= t <= cfg_interval[1]:
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pred = super()._inference_model(model, x_t, t, cond, **kwargs)
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neg_pred = super()._inference_model(model, x_t, t, neg_cond, **kwargs)
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return (1 + cfg_strength) * pred - cfg_strength * neg_pred
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else:
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return super()._inference_model(model, x_t, t, cond, **kwargs)
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