diff --git a/javascript/ui.js b/javascript/ui.js index 4a440193..a73eeaa2 100644 --- a/javascript/ui.js +++ b/javascript/ui.js @@ -132,7 +132,14 @@ function create_tab_index_args(tabId, args){ function get_img2img_tab_index() { let res = args_to_array(arguments) - res.splice(-2) + res.splice(-2) // gradio also sends outputs to the arguments, pop them off + res[0] = get_tab_index('mode_img2img') + return res +} + +function get_img2img_tab_index_for_res_preview() { + let res = args_to_array(arguments) + res.splice(-1) // gradio also sends outputs to the arguments, pop them off res[0] = get_tab_index('mode_img2img') return res } @@ -361,3 +368,16 @@ function selectCheckpoint(name){ desiredCheckpointName = name; gradioApp().getElementById('change_checkpoint').click() } + + +function onCalcResolutionImg2Img(mode, scale, width, height, resize_mode, init_img, sketch, init_img_with_mask, inpaint_color_sketch, init_img_inpaint){ + i2iScale = gradioApp().getElementById('img2img_scale') + i2iWidth = gradioApp().getElementById('img2img_width') + i2iHeight = gradioApp().getElementById('img2img_height') + + setInactive(i2iScale, scale == 1) + setInactive(i2iWidth, scale > 1) + setInactive(i2iHeight, scale > 1) + + return []; +} diff --git a/modules/generation_parameters_copypaste.py b/modules/generation_parameters_copypaste.py index 6df76858..0ad2ad4f 100644 --- a/modules/generation_parameters_copypaste.py +++ b/modules/generation_parameters_copypaste.py @@ -282,6 +282,9 @@ Steps: 20, Sampler: Euler a, CFG scale: 7, Seed: 965400086, Size: 512x512, Model res["Hires resize-1"] = 0 res["Hires resize-2"] = 0 + if "Img2Img upscale" not in res: + res["Img2Img upscale"] = 1 + restore_old_hires_fix_params(res) return res diff --git a/modules/img2img.py b/modules/img2img.py index c973b770..959dd96e 100644 --- a/modules/img2img.py +++ b/modules/img2img.py @@ -78,7 +78,7 @@ def process_batch(p, input_dir, output_dir, inpaint_mask_dir, args): processed_image.save(os.path.join(output_dir, filename)) -def img2img(id_task: str, mode: int, prompt: str, negative_prompt: str, prompt_styles, init_img, sketch, init_img_with_mask, inpaint_color_sketch, inpaint_color_sketch_orig, init_img_inpaint, init_mask_inpaint, steps: int, sampler_index: int, mask_blur: int, mask_alpha: float, inpainting_fill: int, restore_faces: bool, tiling: bool, n_iter: int, batch_size: int, cfg_scale: float, image_cfg_scale: float, denoising_strength: float, seed: int, subseed: int, subseed_strength: float, seed_resize_from_h: int, seed_resize_from_w: int, seed_enable_extras: bool, height: int, width: int, resize_mode: int, inpaint_full_res: bool, inpaint_full_res_padding: int, inpainting_mask_invert: int, img2img_batch_input_dir: str, img2img_batch_output_dir: str, img2img_batch_inpaint_mask_dir: str, override_settings_texts, *args): +def img2img(id_task: str, mode: int, prompt: str, negative_prompt: str, prompt_styles, init_img, sketch, init_img_with_mask, inpaint_color_sketch, inpaint_color_sketch_orig, init_img_inpaint, init_mask_inpaint, steps: int, sampler_index: int, mask_blur: int, mask_alpha: float, inpainting_fill: int, restore_faces: bool, tiling: bool, n_iter: int, batch_size: int, cfg_scale: float, image_cfg_scale: float, denoising_strength: float, seed: int, subseed: int, subseed_strength: float, seed_resize_from_h: int, seed_resize_from_w: int, seed_enable_extras: bool, height: int, width: int, scale: float, upscaler: str, resize_mode: int, inpaint_full_res: bool, inpaint_full_res_padding: int, inpainting_mask_invert: int, img2img_batch_input_dir: str, img2img_batch_output_dir: str, img2img_batch_inpaint_mask_dir: str, override_settings_texts, *args): override_settings = create_override_settings_dict(override_settings_texts) is_batch = mode == 5 @@ -149,6 +149,8 @@ def img2img(id_task: str, mode: int, prompt: str, negative_prompt: str, prompt_s inpaint_full_res_padding=inpaint_full_res_padding, inpainting_mask_invert=inpainting_mask_invert, override_settings=override_settings, + scale=scale, + upscaler=upscaler, ) p.scripts = modules.scripts.scripts_txt2img diff --git a/modules/processing.py b/modules/processing.py index 6d9c6a8d..509b80b9 100644 --- a/modules/processing.py +++ b/modules/processing.py @@ -946,7 +946,7 @@ class StableDiffusionProcessingTxt2Img(StableDiffusionProcessing): class StableDiffusionProcessingImg2Img(StableDiffusionProcessing): sampler = None - def __init__(self, init_images: list = None, resize_mode: int = 0, denoising_strength: float = 0.75, image_cfg_scale: float = None, mask: Any = None, mask_blur: int = 4, inpainting_fill: int = 0, inpaint_full_res: bool = True, inpaint_full_res_padding: int = 0, inpainting_mask_invert: int = 0, initial_noise_multiplier: float = None, **kwargs): + def __init__(self, init_images: Optional[list] = None, resize_mode: int = 0, denoising_strength: float = 0.75, image_cfg_scale: Optional[float] = None, mask: Any = None, mask_blur: int = 4, inpainting_fill: int = 0, inpaint_full_res: bool = True, inpaint_full_res_padding: int = 0, inpainting_mask_invert: int = 0, initial_noise_multiplier: Optional[float] = None, scale: float = 0, upscaler: Optional[str] = None, **kwargs): super().__init__(**kwargs) self.init_images = init_images @@ -966,11 +966,37 @@ class StableDiffusionProcessingImg2Img(StableDiffusionProcessing): self.mask = None self.nmask = None self.image_conditioning = None + self.scale = scale + self.upscaler = upscaler + + def get_final_size(self): + if self.scale > 1: + img = self.init_images[0] + width = int(img.width * self.scale) + height = int(img.height * self.scale) + return width, height + else: + return self.width, self.height + def init(self, all_prompts, all_seeds, all_subseeds): self.sampler = sd_samplers.create_sampler(self.sampler_name, self.sd_model) crop_region = None + if self.scale > 1: + self.extra_generation_params["Img2Img upscale"] = self.scale + + # Non-latent upscalers are run before sampling + # Latent upscalers are run during sampling + init_upscaler = None + if self.upscaler is not None: + self.extra_generation_params["Img2Img upscaler"] = self.upscaler + if self.upscaler not in shared.latent_upscale_modes: + assert len([x for x in shared.sd_upscalers if x.name == self.upscaler]) > 0, f"could not find upscaler named {self.upscaler}" + init_upscaler = self.upscaler + + self.width, self.height = self.get_final_size() + image_mask = self.image_mask if image_mask is not None: @@ -993,7 +1019,7 @@ class StableDiffusionProcessingImg2Img(StableDiffusionProcessing): image_mask = images.resize_image(2, mask, self.width, self.height) self.paste_to = (x1, y1, x2-x1, y2-y1) else: - image_mask = images.resize_image(self.resize_mode, image_mask, self.width, self.height) + image_mask = images.resize_image(self.resize_mode, image_mask, self.width, self.height, init_upscaler) np_mask = np.array(image_mask) np_mask = np.clip((np_mask.astype(np.float32)) * 2, 0, 255).astype(np.uint8) self.mask_for_overlay = Image.fromarray(np_mask) @@ -1010,7 +1036,7 @@ class StableDiffusionProcessingImg2Img(StableDiffusionProcessing): image = images.flatten(img, opts.img2img_background_color) if crop_region is None and self.resize_mode != 3: - image = images.resize_image(self.resize_mode, image, self.width, self.height) + image = images.resize_image(self.resize_mode, image, self.width, self.height, init_upscaler) if image_mask is not None: image_masked = Image.new('RGBa', (image.width, image.height)) @@ -1055,8 +1081,9 @@ class StableDiffusionProcessingImg2Img(StableDiffusionProcessing): self.init_latent = self.sd_model.get_first_stage_encoding(self.sd_model.encode_first_stage(image)) - if self.resize_mode == 3: - self.init_latent = torch.nn.functional.interpolate(self.init_latent, size=(self.height // opt_f, self.width // opt_f), mode="bilinear") + latent_scale_mode = shared.latent_upscale_modes.get(self.upscaler, None) if self.upscaler is not None else shared.latent_upscale_modes.get(shared.latent_upscale_default_mode, "nearest") + if latent_scale_mode is not None: + self.init_latent = torch.nn.functional.interpolate(self.init_latent, size=(self.height // opt_f, self.width // opt_f), mode=latent_scale_mode["mode"], antialias=latent_scale_mode["antialias"]) if image_mask is not None: init_mask = latent_mask diff --git a/modules/ui.py b/modules/ui.py index eb5fcd3f..f22da16a 100644 --- a/modules/ui.py +++ b/modules/ui.py @@ -15,6 +15,7 @@ import warnings import gradio as gr import gradio.routes import gradio.utils +from gradio.events import Releaseable import numpy as np from PIL import Image, PngImagePlugin from modules.call_queue import wrap_gradio_gpu_call, wrap_queued_call, wrap_gradio_call @@ -127,6 +128,26 @@ def calc_resolution_hires(enable, width, height, hr_scale, hr_resize_x, hr_resiz return f"resize: from {p.width}x{p.height} to {p.hr_resize_x or p.hr_upscale_to_x}x{p.hr_resize_y or p.hr_upscale_to_y}" +def calc_resolution_img2img(mode, scale, resize_x, resize_y, resize_mode, *i2i_images): + init_img = None + if mode in {0, 1, 3, 4}: + init_img = i2i_images[mode] + elif mode == 2: + init_img = i2i_images[mode]["image"] + + if not init_img: + return "" + + if scale > 1: + width = int(init_img.width * scale) + height = int(init_img.height * scale) + else: + width = resize_x + height = resize_y + + return f"resize: from {init_img.width}x{init_img.height} to {width}x{height}" + + def apply_styles(prompt, prompt_neg, styles): prompt = shared.prompt_styles.apply_styles_to_prompt(prompt, styles) prompt_neg = shared.prompt_styles.apply_negative_styles_to_prompt(prompt_neg, styles) @@ -735,7 +756,7 @@ def create_ui(): ) with FormRow(): - resize_mode = gr.Radio(label="Resize mode", elem_id="resize_mode", choices=["Just resize", "Crop and resize", "Resize and fill", "Just resize (latent upscale)"], type="index", value="Just resize") + resize_mode = gr.Radio(label="Resize mode", elem_id="resize_mode", choices=["Just resize", "Crop and resize", "Resize and fill"], type="index", value="Just resize") for category in ordered_ui_categories(): if category == "sampler": @@ -744,8 +765,13 @@ def create_ui(): elif category == "dimensions": with FormRow(): with gr.Column(elem_id="img2img_column_size", scale=4): - width = gr.Slider(minimum=64, maximum=2048, step=8, label="Width", value=512, elem_id="img2img_width") - height = gr.Slider(minimum=64, maximum=2048, step=8, label="Height", value=512, elem_id="img2img_height") + with FormRow(variant="compact"): + final_resolution = FormHTML(value="", elem_id="img2img_finalres", label="Upscaled resolution", interactive=False) + with FormRow(variant="compact"): + scale = gr.Slider(minimum=1.0, maximum=4.0, step=0.05, label="Upscale by", value=1.0, elem_id="img2img_scale") + with FormRow(variant="compact"): + width = gr.Slider(minimum=64, maximum=2048, step=8, label="Width", value=512, elem_id="img2img_width") + height = gr.Slider(minimum=64, maximum=2048, step=8, label="Height", value=512, elem_id="img2img_height") with gr.Column(elem_id="img2img_dimensions_row", scale=1, elem_classes="dimensions-tools"): res_switch_btn = ToolButton(value=switch_values_symbol, elem_id="img2img_res_switch_btn") @@ -760,7 +786,9 @@ def create_ui(): with FormRow(): cfg_scale = gr.Slider(minimum=1.0, maximum=30.0, step=0.5, label='CFG Scale', value=7.0, elem_id="img2img_cfg_scale") image_cfg_scale = gr.Slider(minimum=0, maximum=3.0, step=0.05, label='Image CFG Scale', value=1.5, elem_id="img2img_image_cfg_scale", visible=shared.sd_model and shared.sd_model.cond_stage_key == "edit") - denoising_strength = gr.Slider(minimum=0.0, maximum=1.0, step=0.01, label='Denoising strength', value=0.75, elem_id="img2img_denoising_strength") + with FormRow(): + upscaler = gr.Dropdown(label="Upscaler", elem_id="img2img_upscaler", choices=[*shared.latent_upscale_modes, *[x.name for x in shared.sd_upscalers]], value=shared.latent_upscale_default_mode) + denoising_strength = gr.Slider(minimum=0.0, maximum=1.0, step=0.01, label='Denoising strength', value=0.75, elem_id="img2img_denoising_strength") elif category == "seed": seed, reuse_seed, subseed, reuse_subseed, subseed_strength, seed_resize_from_h, seed_resize_from_w, seed_checkbox = create_seed_inputs('img2img') @@ -813,6 +841,39 @@ def create_ui(): outputs=[inpaint_controls, mask_alpha], ) + img2img_resolution_preview_inputs = [dummy_component, # filled in by selected img2img tab index in _js + scale, width, height, resize_mode, + init_img, sketch, init_img_with_mask, inpaint_color_sketch, init_img_inpaint] + for input in img2img_resolution_preview_inputs[1:]: + if isinstance(input, Releaseable): + input.release( + fn=calc_resolution_img2img, + _js="get_img2img_tab_index_for_res_preview", + inputs=img2img_resolution_preview_inputs, + outputs=[final_resolution], + show_progress=False, + ).success( + None, + _js="onCalcResolutionImg2Img", + inputs=img2img_resolution_preview_inputs, + outputs=[], + show_progress=False, + ) + else: + input.change( + fn=calc_resolution_img2img, + _js="get_img2img_tab_index_for_res_preview", + inputs=img2img_resolution_preview_inputs, + outputs=[final_resolution], + show_progress=False, + ).success( + None, + _js="onCalcResolutionImg2Img", + inputs=img2img_resolution_preview_inputs, + outputs=[], + show_progress=False, + ) + img2img_gallery, generation_info, html_info, html_log = create_output_panel("img2img", opts.outdir_img2img_samples) connect_reuse_seed(seed, reuse_seed, generation_info, dummy_component, is_subseed=False) @@ -861,6 +922,8 @@ def create_ui(): subseed, subseed_strength, seed_resize_from_h, seed_resize_from_w, seed_checkbox, height, width, + scale, + upscaler, resize_mode, inpaint_full_res, inpaint_full_res_padding, @@ -946,6 +1009,8 @@ def create_ui(): (seed, "Seed"), (width, "Size-1"), (height, "Size-2"), + (scale, "Img2Img upscale"), + (upscaler, "Img2Img upscaler"), (batch_size, "Batch size"), (subseed, "Variation seed"), (subseed_strength, "Variation seed strength"), diff --git a/scripts/xyz_grid.py b/scripts/xyz_grid.py index 3895a795..3f6c1997 100644 --- a/scripts/xyz_grid.py +++ b/scripts/xyz_grid.py @@ -220,6 +220,7 @@ axis_options = [ AxisOption("Clip skip", int, apply_clip_skip), AxisOption("Denoising", float, apply_field("denoising_strength")), AxisOptionTxt2Img("Hires upscaler", str, apply_field("hr_upscaler"), choices=lambda: [*shared.latent_upscale_modes, *[x.name for x in shared.sd_upscalers]]), + AxisOptionImg2Img("Upscaler", str, apply_field("upscaler"), choices=lambda: [*shared.latent_upscale_modes, *[x.name for x in shared.sd_upscalers]]), AxisOptionImg2Img("Cond. Image Mask Weight", float, apply_field("inpainting_mask_weight")), AxisOption("VAE", str, apply_vae, cost=0.7, choices=lambda: list(sd_vae.vae_dict)), AxisOption("Styles", str, apply_styles, choices=lambda: list(shared.prompt_styles.styles)), diff --git a/style.css b/style.css index de16a7f2..379a89dc 100644 --- a/style.css +++ b/style.css @@ -287,13 +287,13 @@ button.custom-button{ border-radius: 0 0.5rem 0.5rem 0; } -#txtimg_hr_finalres{ +#txtimg_hr_finalres, #img2img_finalres { min-height: 0 !important; padding: .625rem .75rem; margin-left: -0.75em } -#txtimg_hr_finalres .resolution{ +#txtimg_hr_finalres .resolution, #img2img_finalres .resolution{ font-weight: bold; }