Allow saving "before-highres-fix. (#4150)
* Save image/s before doing highres fix.
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@ -521,6 +521,10 @@ def process_images_inner(p: StableDiffusionProcessing) -> Processed:
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shared.state.job = f"Batch {n+1} out of {p.n_iter}"
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shared.state.job = f"Batch {n+1} out of {p.n_iter}"
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with devices.autocast():
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with devices.autocast():
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# Only Txt2Img needs an extra argument, n, when saving intermediate images pre highres fix.
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if isinstance(p, StableDiffusionProcessingTxt2Img):
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samples_ddim = p.sample(conditioning=c, unconditional_conditioning=uc, seeds=seeds, subseeds=subseeds, subseed_strength=p.subseed_strength, n=n)
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else:
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samples_ddim = p.sample(conditioning=c, unconditional_conditioning=uc, seeds=seeds, subseeds=subseeds, subseed_strength=p.subseed_strength)
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samples_ddim = p.sample(conditioning=c, unconditional_conditioning=uc, seeds=seeds, subseeds=subseeds, subseed_strength=p.subseed_strength)
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samples_ddim = samples_ddim.to(devices.dtype_vae)
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samples_ddim = samples_ddim.to(devices.dtype_vae)
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@ -649,7 +653,7 @@ class StableDiffusionProcessingTxt2Img(StableDiffusionProcessing):
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self.truncate_x = int(self.firstphase_width - firstphase_width_truncated) // opt_f
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self.truncate_x = int(self.firstphase_width - firstphase_width_truncated) // opt_f
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self.truncate_y = int(self.firstphase_height - firstphase_height_truncated) // opt_f
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self.truncate_y = int(self.firstphase_height - firstphase_height_truncated) // opt_f
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def sample(self, conditioning, unconditional_conditioning, seeds, subseeds, subseed_strength):
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def sample(self, conditioning, unconditional_conditioning, seeds, subseeds, subseed_strength, n=0):
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self.sampler = sd_samplers.create_sampler_with_index(sd_samplers.samplers, self.sampler_index, self.sd_model)
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self.sampler = sd_samplers.create_sampler_with_index(sd_samplers.samplers, self.sampler_index, self.sd_model)
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if not self.enable_hr:
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if not self.enable_hr:
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@ -685,6 +689,15 @@ class StableDiffusionProcessingTxt2Img(StableDiffusionProcessing):
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samples = self.sd_model.get_first_stage_encoding(self.sd_model.encode_first_stage(decoded_samples))
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samples = self.sd_model.get_first_stage_encoding(self.sd_model.encode_first_stage(decoded_samples))
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# Save a copy of the image/s before doing highres fix, if applicable.
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if opts.save and not self.do_not_save_samples and opts.save_images_before_highres_fix:
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for i in range(self.batch_size):
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# This batch's ith image.
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img = sd_samplers.sample_to_image(samples, i)
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# Index that accounts for both batch size and batch count.
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ind = i + self.batch_size*n
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images.save_image(img, self.outpath_samples, "", self.all_seeds[ind], self.all_prompts[ind], opts.samples_format, suffix=f"-before-highres-fix")
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shared.state.nextjob()
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shared.state.nextjob()
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self.sampler = sd_samplers.create_sampler_with_index(sd_samplers.samplers, self.sampler_index, self.sd_model)
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self.sampler = sd_samplers.create_sampler_with_index(sd_samplers.samplers, self.sampler_index, self.sd_model)
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@ -93,9 +93,8 @@ def single_sample_to_image(sample):
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return Image.fromarray(x_sample)
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return Image.fromarray(x_sample)
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def sample_to_image(samples):
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def sample_to_image(samples, index=0):
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return single_sample_to_image(samples[0])
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return single_sample_to_image(samples[index])
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def samples_to_image_grid(samples):
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def samples_to_image_grid(samples):
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return images.image_grid([single_sample_to_image(sample) for sample in samples])
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return images.image_grid([single_sample_to_image(sample) for sample in samples])
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@ -255,6 +255,7 @@ options_templates.update(options_section(('saving-images', "Saving images/grids"
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"enable_pnginfo": OptionInfo(True, "Save text information about generation parameters as chunks to png files"),
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"enable_pnginfo": OptionInfo(True, "Save text information about generation parameters as chunks to png files"),
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"save_txt": OptionInfo(False, "Create a text file next to every image with generation parameters."),
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"save_txt": OptionInfo(False, "Create a text file next to every image with generation parameters."),
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"save_images_before_face_restoration": OptionInfo(False, "Save a copy of image before doing face restoration."),
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"save_images_before_face_restoration": OptionInfo(False, "Save a copy of image before doing face restoration."),
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"save_images_before_highres_fix": OptionInfo(False, "Save a copy of image before applying highres fix."),
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"jpeg_quality": OptionInfo(80, "Quality for saved jpeg images", gr.Slider, {"minimum": 1, "maximum": 100, "step": 1}),
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"jpeg_quality": OptionInfo(80, "Quality for saved jpeg images", gr.Slider, {"minimum": 1, "maximum": 100, "step": 1}),
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"export_for_4chan": OptionInfo(True, "If PNG image is larger than 4MB or any dimension is larger than 4000, downscale and save copy as JPG"),
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"export_for_4chan": OptionInfo(True, "If PNG image is larger than 4MB or any dimension is larger than 4000, downscale and save copy as JPG"),
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