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@ -93,7 +93,7 @@ class UniPCSampler(object):
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guidance_scale=unconditional_guidance_scale,
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)
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uni_pc = UniPC(model_fn, ns, predict_x0=True, thresholding=shared.opts.uni_pc_thresholding, variant=shared.opts.uni_pc_variant, condition=conditioning, unconditional_condition=unconditional_conditioning, before_sample=self.before_sample, after_sample=self.after_sample, after_update=self.after_update)
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uni_pc = UniPC(model_fn, ns, predict_x0=True, thresholding=False, variant=shared.opts.uni_pc_variant, condition=conditioning, unconditional_condition=unconditional_conditioning, before_sample=self.before_sample, after_sample=self.after_sample, after_update=self.after_update)
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x = uni_pc.sample(img, steps=S, skip_type=shared.opts.uni_pc_skip_type, method="multistep", order=shared.opts.uni_pc_order, lower_order_final=shared.opts.uni_pc_lower_order_final)
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return x.to(device), None
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@ -140,10 +140,12 @@ class VanillaStableDiffusionSampler:
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def adjust_steps_if_invalid(self, p, num_steps):
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if ((self.config.name == 'DDIM') and p.ddim_discretize == 'uniform') or (self.config.name == 'PLMS') or (self.config.name == 'UniPC'):
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if self.config.name == 'UniPC' and num_steps < shared.opts.uni_pc_order:
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num_steps = shared.opts.uni_pc_order
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valid_step = 999 / (1000 // num_steps)
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if valid_step == math.floor(valid_step):
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return int(valid_step) + 1
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return num_steps
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def sample_img2img(self, p, x, noise, conditioning, unconditional_conditioning, steps=None, image_conditioning=None):
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@ -485,10 +485,9 @@ options_templates.update(options_section(('sampler-params', "Sampler parameters"
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's_noise': OptionInfo(1.0, "sigma noise", gr.Slider, {"minimum": 0.0, "maximum": 1.0, "step": 0.01}),
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'eta_noise_seed_delta': OptionInfo(0, "Eta noise seed delta", gr.Number, {"precision": 0}),
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'always_discard_next_to_last_sigma': OptionInfo(False, "Always discard next-to-last sigma"),
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'uni_pc_variant': OptionInfo("bh1", "UniPC variant", gr.Radio, {"choices": ["bh1", "vary_coeff"]}),
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'uni_pc_variant': OptionInfo("bh1", "UniPC variant", gr.Radio, {"choices": ["bh1", "bh2", "vary_coeff"]}),
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'uni_pc_skip_type': OptionInfo("time_uniform", "UniPC skip type", gr.Radio, {"choices": ["time_uniform", "time_quadratic", "logSNR"]}),
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'uni_pc_order': OptionInfo(3, "UniPC order (must be < sampling steps)", gr.Slider, {"minimum": 1, "maximum": 50, "step": 1}),
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'uni_pc_thresholding': OptionInfo(False, "UniPC thresholding"),
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'uni_pc_lower_order_final': OptionInfo(True, "UniPC lower order final"),
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}))
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