diff --git a/scripts/xyz_grid.py b/scripts/xyz_grid.py index 53511b12..8ede2aa0 100644 --- a/scripts/xyz_grid.py +++ b/scripts/xyz_grid.py @@ -25,8 +25,6 @@ from modules.ui_components import ToolButton fill_values_symbol = "\U0001f4d2" # 📒 -AxisInfo = namedtuple('AxisInfo', ['axis', 'values']) - def apply_field(field): def fun(p, x, xs): @@ -188,7 +186,6 @@ axis_options = [ AxisOption("Steps", int, apply_field("steps")), AxisOptionTxt2Img("Hires steps", int, apply_field("hr_second_pass_steps")), AxisOption("CFG Scale", float, apply_field("cfg_scale")), - AxisOptionImg2Img("Image CFG Scale", float, apply_field("image_cfg_scale")), AxisOption("Prompt S/R", str, apply_prompt, format_value=format_value), AxisOption("Prompt order", str_permutations, apply_order, format_value=format_value_join_list), AxisOptionTxt2Img("Sampler", str, apply_sampler, format_value=format_value, confirm=confirm_samplers, choices=lambda: [x.name for x in sd_samplers.samplers]), @@ -213,49 +210,47 @@ def draw_xyz_grid(p, xs, ys, zs, x_labels, y_labels, z_labels, cell, draw_legend ver_texts = [[images.GridAnnotation(y)] for y in y_labels] title_texts = [[images.GridAnnotation(z)] for z in z_labels] - # Temporary list of all the images that are generated to be populated into the grid. - # Will be filled with empty images for any individual step that fails to process properly - image_cache = [None] * (len(xs) * len(ys) * len(zs)) + list_size = (len(xs) * len(ys) * len(zs)) processed_result = None - cell_mode = "P" - cell_size = (1, 1) - state.job_count = len(xs) * len(ys) * len(zs) * p.n_iter + state.job_count = list_size * p.n_iter def process_cell(x, y, z, ix, iy, iz): - nonlocal image_cache, processed_result, cell_mode, cell_size + nonlocal processed_result def index(ix, iy, iz): return ix + iy * len(xs) + iz * len(xs) * len(ys) - state.job = f"{index(ix, iy, iz) + 1} out of {len(xs) * len(ys) * len(zs)}" + state.job = f"{index(ix, iy, iz) + 1} out of {list_size}" processed: Processed = cell(x, y, z) - try: - # this dereference will throw an exception if the image was not processed - # (this happens in cases such as if the user stops the process from the UI) - processed_image = processed.images[0] + if processed_result is None: + # Use our first processed result object as a template container to hold our full results + processed_result = copy(processed) + processed_result.images = [None] * list_size + processed_result.all_prompts = [None] * list_size + processed_result.all_seeds = [None] * list_size + processed_result.infotexts = [None] * list_size + processed_result.index_of_first_image = 0 - if processed_result is None: - # Use our first valid processed result as a template container to hold our full results - processed_result = copy(processed) - cell_mode = processed_image.mode - cell_size = processed_image.size - processed_result.images = [Image.new(cell_mode, cell_size)] - processed_result.all_prompts = [processed.prompt] - processed_result.all_seeds = [processed.seed] - processed_result.infotexts = [processed.infotexts[0]] + idx = index(ix, iy, iz) + if processed.images: + # Non-empty list indicates some degree of success. + processed_result.images[idx] = processed.images[0] + processed_result.all_prompts[idx] = processed.prompt + processed_result.all_seeds[idx] = processed.seed + processed_result.infotexts[idx] = processed.infotexts[0] + else: + cell_mode = "P" + cell_size = (processed_result.width, processed_result.height) + if processed_result.images[0] is not None: + cell_mode = processed_result.images[0].mode + #This corrects size in case of batches: + cell_size = processed_result.images[0].size + processed_result.images[idx] = Image.new(cell_mode, cell_size) - image_cache[index(ix, iy, iz)] = processed_image - if include_lone_images: - processed_result.images.append(processed_image) - processed_result.all_prompts.append(processed.prompt) - processed_result.all_seeds.append(processed.seed) - processed_result.infotexts.append(processed.infotexts[0]) - except: - image_cache[index(ix, iy, iz)] = Image.new(cell_mode, cell_size) if first_axes_processed == 'x': for ix, x in enumerate(xs): @@ -289,27 +284,36 @@ def draw_xyz_grid(p, xs, ys, zs, x_labels, y_labels, z_labels, cell, draw_legend process_cell(x, y, z, ix, iy, iz) if not processed_result: + # Should never happen, I've only seen it on one of four open tabs and it needed to refresh. + print("Unexpected error: Processing could not begin, you may need to refresh the tab or restart the service.") + return Processed(p, []) + elif not any(processed_result.images): print("Unexpected error: draw_xyz_grid failed to return even a single processed image") return Processed(p, []) - sub_grids = [None] * len(zs) - for i in range(len(zs)): - start_index = i * len(xs) * len(ys) + z_count = len(zs) + sub_grids = [None] * z_count + for i in range(z_count): + start_index = (i * len(xs) * len(ys)) + i end_index = start_index + len(xs) * len(ys) - grid = images.image_grid(image_cache[start_index:end_index], rows=len(ys)) + grid = images.image_grid(processed_result.images[start_index:end_index], rows=len(ys)) if draw_legend: - grid = images.draw_grid_annotations(grid, cell_size[0], cell_size[1], hor_texts, ver_texts, margin_size) - sub_grids[i] = grid - if include_sub_grids and len(zs) > 1: - processed_result.images.insert(i+1, grid) + grid = images.draw_grid_annotations(grid, processed_result.images[start_index].size[0], processed_result.images[start_index].size[1], hor_texts, ver_texts, margin_size) + processed_result.images.insert(i, grid) + processed_result.all_prompts.insert(i, processed_result.all_prompts[start_index]) + processed_result.all_seeds.insert(i, processed_result.all_seeds[start_index]) + processed_result.infotexts.insert(i, processed_result.infotexts[start_index]) - sub_grid_size = sub_grids[0].size - z_grid = images.image_grid(sub_grids, rows=1) + sub_grid_size = processed_result.images[0].size + z_grid = images.image_grid(processed_result.images[:z_count], rows=1) if draw_legend: z_grid = images.draw_grid_annotations(z_grid, sub_grid_size[0], sub_grid_size[1], title_texts, [[images.GridAnnotation()]]) - processed_result.images[0] = z_grid + processed_result.images.insert(0, z_grid) + processed_result.all_prompts.insert(0, processed_result.all_prompts[0]) + processed_result.all_seeds.insert(0, processed_result.all_seeds[0]) + processed_result.infotexts.insert(0, processed_result.infotexts[0]) - return processed_result, sub_grids + return processed_result class SharedSettingsStackHelper(object): @@ -364,7 +368,7 @@ class Script(scripts.Script): include_lone_images = gr.Checkbox(label='Include Sub Images', value=False, elem_id=self.elem_id("include_lone_images")) include_sub_grids = gr.Checkbox(label='Include Sub Grids', value=False, elem_id=self.elem_id("include_sub_grids")) with gr.Column(): - margin_size = gr.Slider(label="Grid margins (px)", minimum=0, maximum=500, value=0, step=2, elem_id=self.elem_id("margin_size")) + margin_size = gr.Slider(label="Grid margins (px)", min=0, max=500, value=0, step=2, elem_id=self.elem_id("margin_size")) with gr.Row(variant="compact", elem_id="swap_axes"): swap_xy_axes_button = gr.Button(value="Swap X/Y axes", elem_id="xy_grid_swap_axes_button") @@ -526,14 +530,10 @@ class Script(scripts.Script): grid_infotext = [None] - state.xyz_plot_x = AxisInfo(x_opt, xs) - state.xyz_plot_y = AxisInfo(y_opt, ys) - state.xyz_plot_z = AxisInfo(z_opt, zs) - # If one of the axes is very slow to change between (like SD model # checkpoint), then make sure it is in the outer iteration of the nested # `for` loop. - first_axes_processed = 'x' + first_axes_processed = 'z' second_axes_processed = 'y' if x_opt.cost > y_opt.cost and x_opt.cost > z_opt.cost: first_axes_processed = 'x' @@ -593,7 +593,7 @@ class Script(scripts.Script): return res with SharedSettingsStackHelper(): - processed, sub_grids = draw_xyz_grid( + processed = draw_xyz_grid( p, xs=xs, ys=ys, @@ -610,11 +610,24 @@ class Script(scripts.Script): margin_size=margin_size ) - if opts.grid_save and len(sub_grids) > 1: - for sub_grid in sub_grids: - images.save_image(sub_grid, p.outpath_grids, "xyz_grid", info=grid_infotext[0], extension=opts.grid_format, prompt=p.prompt, seed=processed.seed, grid=True, p=p) + z_count = len(zs) - if opts.grid_save: - images.save_image(processed.images[0], p.outpath_grids, "xyz_grid", info=grid_infotext[0], extension=opts.grid_format, prompt=p.prompt, seed=processed.seed, grid=True, p=p) + if not include_lone_images: + # Don't need sub-images anymore, drop from list: + processed.images = processed.images[:z_count+1] + + if opts.grid_save and processed.images: + # Auto-save main and sub-grids: + grid_count = z_count + 1 if z_count > 1 else 1 + for g in range(grid_count): + images.save_image(processed.images[g], p.outpath_grids, "xyz_grid", info=processed.infotexts[g], extension=opts.grid_format, prompt=processed.all_prompts[g], seed=processed.all_seeds[g], grid=True, p=processed) + + if not include_sub_grids: + # Done with sub-grids, drop all related information: + for sg in range(z_count): + del processed.images[1] + del processed.all_prompts[1] + del processed.all_seeds[1] + del processed.infotexts[1] return processed