import math import gradio as gr import modules.scripts as scripts from modules import images from modules.processing import fix_seed, process_images from modules.shared import opts, state def draw_xy_grid(xs, ys, x_label, y_label, cell): res = [] ver_texts = [[images.GridAnnotation(y_label(y))] for y in ys] hor_texts = [[images.GridAnnotation(x_label(x))] for x in xs] first_processed = None state.job_count = len(xs) * len(ys) for y_i, y in enumerate(ys): for x_i, x in enumerate(xs): state.job = f"{x_i + y_i * len(xs) + 1} out of {len(xs) * len(ys)}" processed = cell(x, y) if first_processed is None: first_processed = processed res.append(processed.images[0]) grid = images.image_grid(res, rows=len(ys)) grid = images.draw_grid_annotations( grid, res[0].width, res[0].height, hor_texts, ver_texts ) first_processed.images = [grid] return first_processed class PromptMatrix(scripts.Script): def title(self): return "Prompt Matrix" def ui(self, is_img2img): gr.HTML("
") with gr.Row(): with gr.Column(): put_at_start = gr.Checkbox( value=False, label="Put variable parts at start of prompt", elem_id=self.elem_id("put_at_start"), ) different_seeds = gr.Checkbox( value=False, label="Use different seed for each picture", elem_id=self.elem_id("different_seeds"), ) with gr.Column(): prompt_type = gr.Radio( label="Select prompt", choices=("positive", "negative"), value="positive", elem_id=self.elem_id("prompt_type"), ) variations_delimiter = gr.Radio( label="Select joining char", choices=("comma", "space"), value="comma", elem_id=self.elem_id("variations_delimiter"), ) with gr.Column(): margin_size = gr.Slider( label="Grid margins (px)", value=0, minimum=0, maximum=500, step=2, elem_id=self.elem_id("margin_size"), ) return [ put_at_start, different_seeds, prompt_type, variations_delimiter, margin_size, ] def run( self, p, put_at_start, different_seeds, prompt_type, variations_delimiter, margin_size, ): fix_seed(p) # Raise error if prompt type is not positive or negative if prompt_type not in ("positive", "negative"): raise ValueError(f"Unknown prompt type {prompt_type}") # Raise error if variations delimiter is not comma or space if variations_delimiter not in ("comma", "space"): raise ValueError(f"Unknown variations delimiter {variations_delimiter}") prompt = p.prompt if prompt_type == "positive" else p.negative_prompt original_prompt = prompt[0] if isinstance(prompt, list) else prompt positive_prompt = p.prompt[0] if isinstance(p.prompt, list) else p.prompt delimiter = ", " if variations_delimiter == "comma" else " " all_prompts = [] prompt_matrix_parts = original_prompt.split("|") combination_count = 2 ** (len(prompt_matrix_parts) - 1) for combination_num in range(combination_count): selected_prompts = [ text.strip().strip(",") for n, text in enumerate(prompt_matrix_parts[1:]) if combination_num & (1 << n) ] if put_at_start: selected_prompts = selected_prompts + [prompt_matrix_parts[0]] else: selected_prompts = [prompt_matrix_parts[0]] + selected_prompts all_prompts.append(delimiter.join(selected_prompts)) p.n_iter = math.ceil(len(all_prompts) / p.batch_size) p.do_not_save_grid = True print(f"PromptMatrix: creating {len(all_prompts)} images in {p.n_iter} batches") if prompt_type == "positive": p.prompt = all_prompts else: p.negative_prompt = all_prompts p.prompt_for_display = positive_prompt p.seed = [ p.seed + (i if different_seeds else 0) for i in range(len(all_prompts)) ] processed = process_images(p) grid = images.image_grid( processed.images, p.batch_size, rows=1 << ((len(prompt_matrix_parts) - 1) // 2), ) grid = images.draw_prompt_matrix( grid, processed.images[0].width, processed.images[0].height, prompt_matrix_parts, margin_size, ) processed.images.insert(0, grid) processed.index_of_first_image = 1 processed.infotexts.insert(0, processed.infotexts[0]) if opts.grid_save: images.save_image( processed.images[0], p.outpath_grids, "prompt_matrix", extension=opts.grid_format, prompt=original_prompt, seed=processed.seed, grid=True, p=p, ) return processed