mirror of
https://github.com/vladmandic/automatic
synced 2026-08-25 22:20:46 +02:00
1fdb9ecfdb
draw_xyz_grid inserts one sub-grid per Z value whenever the main grid or sub-grids are enabled, but have_subgrids only counted them when 'Include sub grids' was checked. With main grid on and sub grids off, the Z sub-grids leaked into the results as ordinary images (shown in the gallery, fed into video creation, misaligning infotexts) and the removal branch was unreachable since its condition contradicted itself. Count sub-grids based on the same condition that inserts them. https: //claude.ai/code/session_014QWKWgKvMevcuvfCnsYoT2 Co-Authored-By: Claude <noreply@anthropic.com>
427 lines
25 KiB
Python
427 lines
25 KiB
Python
# xyz grid that shows as selectable script
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import os
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import time
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import random
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from collections import namedtuple
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from copy import copy
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from itertools import permutations
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from PIL import Image
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import numpy as np
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import gradio as gr
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from scripts.xyz.xyz_grid_shared import str_permutations, list_to_csv_string, restore_comma, re_range, re_plain_comma # pylint: disable=no-name-in-module
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from scripts.xyz.xyz_grid_classes import axis_options, AxisOption, SharedSettingsStackHelper # pylint: disable=no-name-in-module
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from scripts.xyz.xyz_grid_draw import draw_xyz_grid # pylint: disable=no-name-in-module
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from scripts.xyz.xyz_grid_shared import apply_field, apply_task_args, apply_setting, apply_prompt, apply_order, apply_sampler, apply_hr_sampler_name, confirm_samplers, apply_checkpoint, apply_refiner, apply_unet, apply_clip_skip, apply_vae, list_lora, apply_lora, apply_lora_strength, apply_te, apply_styles, apply_upscaler, apply_context, apply_detailer, apply_override, apply_processing, apply_options, apply_seed, format_value_add_label, format_value, format_value_join_list, do_nothing, format_nothing # pylint: disable=no-name-in-module, unused-import
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from modules import shared, errors, scripts_manager, images, video, processing
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from modules.ui_components import ToolButton
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from modules.ui_sections import create_video_inputs
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import modules.ui_symbols as symbols
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from modules.logger import log
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debug = log.trace if os.environ.get('SD_XYZ_DEBUG', None) is not None else lambda *args, **kwargs: None
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class XYZGridScript(scripts_manager.Script):
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current_axis_options = []
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def __init__(self):
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super().__init__()
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self.infotext_fields = ()
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def title(self):
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return "XYZ Grid Script"
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def show(self, is_img2img): # pylint: disable=unused-argument
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return True
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def ui(self, is_img2img):
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self.current_axis_options = [x for x in axis_options if type(x) == AxisOption or x.is_img2img == is_img2img]
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with gr.Row():
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gr.HTML('<span">  XYZ Grid</span><br>')
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with gr.Row():
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with gr.Column():
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with gr.Row(variant='compact'):
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x_type = gr.Dropdown(label="X type", container=True, choices=[x.label for x in self.current_axis_options], value=self.current_axis_options[0].label, type="index", elem_id=self.elem_id("x_type"))
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x_values = gr.Textbox(label="X values", container=True, lines=1, elem_id=self.elem_id("x_values"))
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x_values_dropdown = gr.Dropdown(label="X values", container=True, visible=False, multiselect=True, interactive=True)
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fill_x_button = ToolButton(value=symbols.fill, elem_id="xyz_grid_x_list", visible=False)
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with gr.Row(variant='compact'):
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y_type = gr.Dropdown(label="Y type", container=True, choices=[x.label for x in self.current_axis_options], value=self.current_axis_options[0].label, type="index", elem_id=self.elem_id("y_type"))
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y_values = gr.Textbox(label="Y values", container=True, lines=1, elem_id=self.elem_id("y_values"))
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y_values_dropdown = gr.Dropdown(label="Y values", container=True, visible=False, multiselect=True, interactive=True)
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fill_y_button = ToolButton(value=symbols.fill, elem_id="xyz_grid_y_list", visible=False)
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with gr.Row(variant='compact'):
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z_type = gr.Dropdown(label="Z type", container=True, choices=[x.label for x in self.current_axis_options], value=self.current_axis_options[0].label, type="index", elem_id=self.elem_id("z_type"))
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z_values = gr.Textbox(label="Z values", container=True, lines=1, elem_id=self.elem_id("z_values"))
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z_values_dropdown = gr.Dropdown(label="Z values", container=True, visible=False, multiselect=True, interactive=True)
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fill_z_button = ToolButton(value=symbols.fill, elem_id="xyz_grid_z_list", visible=False)
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with gr.Row():
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with gr.Column():
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draw_legend = gr.Checkbox(label='Draw legend', value=True, elem_id=self.elem_id("draw_legend"), container=False)
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csv_mode = gr.Checkbox(label='Use text inputs', value=False, elem_id=self.elem_id("csv_mode"), container=False)
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no_fixed_seeds = gr.Checkbox(label='Use random seeds', value=False, elem_id=self.elem_id("no_fixed_seeds"), container=False)
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include_time = gr.Checkbox(label='Add time info', value=False, elem_id=self.elem_id("include_time"), container=False)
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include_text = gr.Checkbox(label='Add text info', value=False, elem_id=self.elem_id("include_text"), container=False)
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with gr.Column():
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include_grid = gr.Checkbox(label='Include main grid', value=True, elem_id=self.elem_id("no_xyz_grid"), container=False)
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include_subgrids = gr.Checkbox(label='Include sub grids', value=False, elem_id=self.elem_id("include_sub_grids"), container=False)
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include_images = gr.Checkbox(label='Include images', value=False, elem_id=self.elem_id("include_lone_images"), container=False)
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create_video = gr.Checkbox(label='Create video', value=False, elem_id=self.elem_id("xyz_create_video"), container=False)
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with gr.Row(visible=False) as ui_video:
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video_type, video_duration, video_loop, video_pad, video_interpolate = create_video_inputs(tab='img2img' if is_img2img else 'txt2img')
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create_video.change(fn=lambda x: gr.update(visible=x), inputs=[create_video], outputs=[ui_video])
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with gr.Row():
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margin_size = gr.Slider(label="Grid margins", minimum=0, maximum=500, value=0, step=2, elem_id=self.elem_id("margin_size"))
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with gr.Row():
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swap_xy_axes_button = gr.Button(value="Swap X/Y", elem_id="xy_grid_swap_axes_button", variant="secondary")
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swap_yz_axes_button = gr.Button(value="Swap Y/Z", elem_id="yz_grid_swap_axes_button", variant="secondary")
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swap_xz_axes_button = gr.Button(value="Swap X/Z", elem_id="xz_grid_swap_axes_button", variant="secondary")
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def swap_axes(axis1_type, axis1_values, axis1_values_dropdown, axis2_type, axis2_values, axis2_values_dropdown):
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return self.current_axis_options[axis2_type].label, axis2_values, axis2_values_dropdown, self.current_axis_options[axis1_type].label, axis1_values, axis1_values_dropdown
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xy_swap_args = [x_type, x_values, x_values_dropdown, y_type, y_values, y_values_dropdown]
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swap_xy_axes_button.click(swap_axes, inputs=xy_swap_args, outputs=xy_swap_args)
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yz_swap_args = [y_type, y_values, y_values_dropdown, z_type, z_values, z_values_dropdown]
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swap_yz_axes_button.click(swap_axes, inputs=yz_swap_args, outputs=yz_swap_args)
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xz_swap_args = [x_type, x_values, x_values_dropdown, z_type, z_values, z_values_dropdown]
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swap_xz_axes_button.click(swap_axes, inputs=xz_swap_args, outputs=xz_swap_args)
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def fill(axis_type, csv_mode):
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axis = self.current_axis_options[axis_type]
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if axis.choices:
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if csv_mode:
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return list_to_csv_string(axis.choices()), gr.update()
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else:
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return gr.update(), axis.choices()
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else:
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return gr.update(), gr.update()
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fill_x_button.click(fn=fill, inputs=[x_type, csv_mode], outputs=[x_values, x_values_dropdown])
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fill_y_button.click(fn=fill, inputs=[y_type, csv_mode], outputs=[y_values, y_values_dropdown])
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fill_z_button.click(fn=fill, inputs=[z_type, csv_mode], outputs=[z_values, z_values_dropdown])
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def select_axis(axis_type, axis_values, axis_values_dropdown, csv_mode):
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choices = self.current_axis_options[axis_type].choices
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has_choices = choices is not None
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current_values = axis_values
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current_dropdown_values = axis_values_dropdown
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if has_choices:
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choices = choices()
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if csv_mode:
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current_dropdown_values = list(filter(lambda x: x in choices, current_dropdown_values))
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current_values = list_to_csv_string(current_dropdown_values)
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else:
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current_dropdown_values = [restore_comma(x.strip()) for x in re_plain_comma.split(axis_values) if x]
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current_dropdown_values = list(filter(lambda x: x in choices, current_dropdown_values))
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return (gr.Button.update(visible=has_choices), gr.Textbox.update(visible=not has_choices or csv_mode, value=current_values),
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gr.update(choices=choices if has_choices else None, visible=has_choices and not csv_mode, value=current_dropdown_values))
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x_type.change(fn=select_axis, inputs=[x_type, x_values, x_values_dropdown, csv_mode], outputs=[fill_x_button, x_values, x_values_dropdown])
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y_type.change(fn=select_axis, inputs=[y_type, y_values, y_values_dropdown, csv_mode], outputs=[fill_y_button, y_values, y_values_dropdown])
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z_type.change(fn=select_axis, inputs=[z_type, z_values, z_values_dropdown, csv_mode], outputs=[fill_z_button, z_values, z_values_dropdown])
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def change_choice_mode(csv_mode, x_type, x_values, x_values_dropdown, y_type, y_values, y_values_dropdown, z_type, z_values, z_values_dropdown):
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_fill_x_button, _x_values, _x_values_dropdown = select_axis(x_type, x_values, x_values_dropdown, csv_mode)
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_fill_y_button, _y_values, _y_values_dropdown = select_axis(y_type, y_values, y_values_dropdown, csv_mode)
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_fill_z_button, _z_values, _z_values_dropdown = select_axis(z_type, z_values, z_values_dropdown, csv_mode)
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return _fill_x_button, _x_values, _x_values_dropdown, _fill_y_button, _y_values, _y_values_dropdown, _fill_z_button, _z_values, _z_values_dropdown
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csv_mode.change(fn=change_choice_mode, inputs=[csv_mode, x_type, x_values, x_values_dropdown, y_type, y_values, y_values_dropdown, z_type, z_values, z_values_dropdown], outputs=[fill_x_button, x_values, x_values_dropdown, fill_y_button, y_values, y_values_dropdown, fill_z_button, z_values, z_values_dropdown])
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def get_dropdown_update_from_params(axis,params):
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val_key = f"{axis} Values"
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vals = params.get(val_key,"")
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valslist = [restore_comma(x.strip()) for x in re_plain_comma.split(vals) if x]
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return gr.update(value = valslist)
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self.infotext_fields = (
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(x_type, "X Script Type"),
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(x_values, "X Script Values"),
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(x_values_dropdown, lambda params:get_dropdown_update_from_params("X",params)),
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(y_type, "Y Script Type"),
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(y_values, "Y Script Values"),
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(y_values_dropdown, lambda params:get_dropdown_update_from_params("Y",params)),
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(z_type, "Z Script Type"),
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(z_values, "Z Script Values"),
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(z_values_dropdown, lambda params:get_dropdown_update_from_params("Z",params)),
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)
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return [
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x_type, x_values, x_values_dropdown,
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y_type, y_values, y_values_dropdown,
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z_type, z_values, z_values_dropdown,
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csv_mode, draw_legend, no_fixed_seeds,
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include_grid, include_subgrids, include_images,
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include_time, include_text, margin_size,
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create_video, video_type, video_duration, video_loop, video_pad, video_interpolate,
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]
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def run(self, p,
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x_type, x_values, x_values_dropdown,
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y_type, y_values, y_values_dropdown,
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z_type, z_values, z_values_dropdown,
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csv_mode, draw_legend, no_fixed_seeds,
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include_grid, include_subgrids, include_images,
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include_time, include_text, margin_size,
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create_video, video_type, video_duration, video_loop, video_pad, video_interpolate,
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): # pylint: disable=W0221
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jobid = shared.state.begin('XYZ Grid')
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if not shared.opts.return_grid:
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p.batch_size = 1
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def process_axis(opt, vals, vals_dropdown):
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if opt.label == 'Nothing':
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return [0]
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if opt.choices is not None and not csv_mode:
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valslist = vals_dropdown
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else:
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valslist = [restore_comma(x.strip()) for x in re_plain_comma.split(vals) if x]
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if opt.type == int:
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valslist_ext = []
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for val in valslist:
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try:
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m = re_range.fullmatch(val)
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if m is not None:
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start_val = int(m.group(1)) if m.group(1) is not None else val
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end_val = int(m.group(2)) if m.group(2) is not None else val
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num = int(m.group(3)) if m.group(3) is not None else int(end_val-start_val)
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valslist_ext += [int(x) for x in np.linspace(start=start_val, stop=end_val, num=max(2, num)).tolist()]
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log.debug(f'XYZ grid range: start={start_val} end={end_val} num={max(2, num)} list={valslist}')
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else:
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valslist_ext.append(int(val))
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except Exception as e:
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log.error(f"XYZ grid: value={val} {e}")
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valslist.clear()
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valslist = [x for x in valslist_ext if x not in valslist]
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elif opt.type == float:
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valslist_ext = []
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for val in valslist:
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try:
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m = re_range.fullmatch(val)
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if m is not None:
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start_val = float(m.group(1)) if m.group(1) is not None else val
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end_val = float(m.group(2)) if m.group(2) is not None else val
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num = int(m.group(3)) if m.group(3) is not None else int(end_val-start_val)
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valslist_ext += [round(float(x), 2) for x in np.linspace(start=start_val, stop=end_val, num=max(2, num)).tolist()]
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log.debug(f'XYZ grid range: start={start_val} end={end_val} num={max(2, num)} list={valslist}')
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else:
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valslist_ext.append(float(val))
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except Exception as e:
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log.error(f"XYZ grid: value={val} {e}")
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valslist.clear()
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valslist = [x for x in valslist_ext if x not in valslist]
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elif opt.type == str_permutations: # pylint: disable=comparison-with-callable
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valslist = list(permutations(valslist))
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valslist = [opt.type(x) for x in valslist]
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# Confirm options are valid before starting
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if opt.confirm:
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opt.confirm(p, valslist)
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return valslist
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def parse_axis(x_type, x_values, x_values_dropdown):
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x_opt = None
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if isinstance(x_type, str):
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x_opt = [o for o in self.current_axis_options if o.label.lower() == x_type.lower()]
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if len(x_opt) == 0:
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x_opt = [o for o in self.current_axis_options if x_type.lower() in o.label.lower()]
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if len(x_opt) > 0:
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x_opt = x_opt[0]
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else:
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x_opt = self.current_axis_options[x_type]
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if x_opt:
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if x_opt.choices is not None and not csv_mode:
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x_values = list_to_csv_string(x_values_dropdown)
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xs = process_axis(x_opt, x_values, x_values_dropdown)
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else:
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xs = []
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return x_opt, xs
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try:
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x_opt, xs = parse_axis(x_type, x_values, x_values_dropdown)
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y_opt, ys = parse_axis(y_type, y_values, y_values_dropdown)
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z_opt, zs = parse_axis(z_type, z_values, z_values_dropdown)
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except Exception as e:
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log.error(f"XYZ grid: invalid axis values {e}")
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errors.display(e, 'xyz')
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shared.state.end(jobid)
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return None
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Image.MAX_IMAGE_PIXELS = None # disable check in Pillow and rely on check below to allow large custom image sizes
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def fix_axis_seeds(axis_opt, axis_list):
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if axis_opt.label in ['[Param] Seed', '[Param] Variation seed']:
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return [int(random.randrange(4294967294)) if val is None or val == '' or val == -1 else val for val in axis_list]
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else:
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return axis_list
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if not no_fixed_seeds:
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xs = fix_axis_seeds(x_opt, xs)
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ys = fix_axis_seeds(y_opt, ys)
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zs = fix_axis_seeds(z_opt, zs)
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else:
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processing.fix_seed(p)
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total_jobs = len(xs) * len(ys) * len(zs)
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if x_opt.label == 'Steps':
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total_steps = sum(xs) * len(ys) * len(zs)
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elif y_opt.label == 'Steps':
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total_steps = sum(ys) * len(xs) * len(zs)
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elif z_opt.label == 'Steps':
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total_steps = sum(zs) * len(xs) * len(ys)
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else:
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total_steps = p.steps * total_jobs
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if isinstance(p, processing.StableDiffusionProcessingTxt2Img) and p.enable_hr:
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if x_opt.label == "Hires steps":
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total_steps += sum(xs) * len(ys) * len(zs)
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elif y_opt.label == "Hires steps":
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total_steps += sum(ys) * len(xs) * len(zs)
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elif z_opt.label == "Hires steps":
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total_steps += sum(zs) * len(xs) * len(ys)
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elif p.hr_second_pass_steps:
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total_steps += p.hr_second_pass_steps * total_jobs
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else:
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total_steps *= 2
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total_steps *= p.n_iter
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shared.state.update('Grid', total_steps, total_jobs * p.n_iter)
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image_cell_count = p.n_iter * p.batch_size
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log.info(f"XYZ grid start: images={len(xs)*len(ys)*len(zs)*image_cell_count} grid={len(zs)} shape={len(xs)}x{len(ys)} cells={len(zs)} steps={total_steps} csv={csv_mode} legend={draw_legend} grid={include_grid} subgrid={include_subgrids} images={include_images} time={include_time} text={include_text}")
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AxisInfo = namedtuple('AxisInfo', ['axis', 'values'])
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shared.state.xyz_plot_x = AxisInfo(x_opt, xs)
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shared.state.xyz_plot_y = AxisInfo(y_opt, ys)
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shared.state.xyz_plot_z = AxisInfo(z_opt, zs)
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first_axes_processed = 'z'
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second_axes_processed = 'y'
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if x_opt.cost > y_opt.cost and x_opt.cost > z_opt.cost:
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first_axes_processed = 'x'
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if y_opt.cost > z_opt.cost:
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second_axes_processed = 'y'
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else:
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second_axes_processed = 'z'
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elif y_opt.cost > x_opt.cost and y_opt.cost > z_opt.cost:
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first_axes_processed = 'y'
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if x_opt.cost > z_opt.cost:
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second_axes_processed = 'x'
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else:
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second_axes_processed = 'z'
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elif z_opt.cost > x_opt.cost and z_opt.cost > y_opt.cost:
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first_axes_processed = 'z'
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if x_opt.cost > y_opt.cost:
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second_axes_processed = 'x'
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else:
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second_axes_processed = 'y'
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grid_infotext = [None] * (1 + len(zs))
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def cell(x, y, z, ix, iy, iz):
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if shared.state.interrupted:
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return processing.Processed(p, [], p.seed, ""), 0
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p.xyz = True
|
|
pc = copy(p)
|
|
pc.override_settings_restore_afterwards = False
|
|
pc.styles = pc.styles[:]
|
|
x_opt.apply(pc, x, xs)
|
|
y_opt.apply(pc, y, ys)
|
|
z_opt.apply(pc, z, zs)
|
|
|
|
t0 = time.time()
|
|
try:
|
|
processed = processing.process_images(pc)
|
|
except Exception as e:
|
|
log.error(f"XYZ grid: Failed to process image: {e}")
|
|
errors.display(e, 'XYZ grid')
|
|
processed = None
|
|
subgrid_index = 1 + iz # Sets subgrid infotexts
|
|
if grid_infotext[subgrid_index] is None and ix == 0 and iy == 0:
|
|
pc.extra_generation_params = copy(pc.extra_generation_params)
|
|
pc.extra_generation_params['Script'] = self.title()
|
|
if x_opt.label != 'Nothing':
|
|
pc.extra_generation_params["X Script Type"] = x_opt.label
|
|
pc.extra_generation_params["X Script Values"] = x_values
|
|
if x_opt.label in ["[Param] Seed", "[Param] Variation seed"] and not no_fixed_seeds:
|
|
pc.extra_generation_params["Fixed X Script Values"] = ", ".join([str(x) for x in xs])
|
|
if y_opt.label != 'Nothing':
|
|
pc.extra_generation_params["Y Script Type"] = y_opt.label
|
|
pc.extra_generation_params["Y Script Values"] = y_values
|
|
if y_opt.label in ["[Param] Seed", "[Param] Variation seed"] and not no_fixed_seeds:
|
|
pc.extra_generation_params["Fixed Y Script Values"] = ", ".join([str(y) for y in ys])
|
|
grid_infotext[subgrid_index] = processing.create_infotext(pc, pc.all_prompts, pc.all_seeds, pc.all_subseeds, grid=f'{len(xs)}x{len(ys)}')
|
|
if grid_infotext[0] is None and ix == 0 and iy == 0 and iz == 0: # Sets main grid infotext
|
|
pc.extra_generation_params = copy(pc.extra_generation_params)
|
|
if z_opt.label != 'Nothing':
|
|
pc.extra_generation_params["Z Script Type"] = z_opt.label
|
|
pc.extra_generation_params["Z Script Values"] = z_values
|
|
if z_opt.label in ["[Param] Seed", "[Param] Variation seed"] and not no_fixed_seeds:
|
|
pc.extra_generation_params["Fixed Z Values"] = ", ".join([str(z) for z in zs])
|
|
grid_text = f'{len(zs)}x{len(xs)}x{len(ys)}' if len(zs) > 0 else f'{len(xs)}x{len(ys)}'
|
|
grid_infotext[0] = processing.create_infotext(pc, pc.all_prompts, pc.all_seeds, pc.all_subseeds, grid=grid_text)
|
|
t1 = time.time()
|
|
return processed, t1-t0
|
|
|
|
with SharedSettingsStackHelper():
|
|
processed: processing.Processed = draw_xyz_grid(
|
|
p,
|
|
xs=xs,
|
|
ys=ys,
|
|
zs=zs,
|
|
x_labels=[x_opt.format_value(p, x_opt, x) for x in xs],
|
|
y_labels=[y_opt.format_value(p, y_opt, y) for y in ys],
|
|
z_labels=[z_opt.format_value(p, z_opt, z) for z in zs],
|
|
cell=cell,
|
|
draw_legend=draw_legend,
|
|
include_lone_images=include_images,
|
|
include_sub_grids=include_subgrids,
|
|
first_axes_processed=first_axes_processed,
|
|
second_axes_processed=second_axes_processed,
|
|
margin_size=margin_size,
|
|
no_grid=not include_grid,
|
|
include_time=include_time,
|
|
include_text=include_text,
|
|
)
|
|
|
|
if hasattr(shared.sd_model, 'restore_pipeline') and (shared.sd_model.restore_pipeline is not None):
|
|
shared.sd_model.restore_pipeline()
|
|
|
|
if not processed.images:
|
|
return processed # something broke, no further handling needed.
|
|
|
|
have_grid = 1 if include_grid else 0
|
|
have_subgrids = len(zs) if len(zs) > 1 and (include_grid or include_subgrids) else 0 # sub-grids are created whenever the main grid is, see draw_xyz_grid
|
|
have_images = processed.images[have_grid+have_subgrids:]
|
|
processed.infotexts[:have_grid+have_subgrids] = grid_infotext[:have_grid+have_subgrids] # update infotexts with grid and subgrid info
|
|
log.debug(f'XYZ grid: grid={have_grid} subgrids={have_subgrids} images={len(have_images)} total={len(processed.images)}')
|
|
|
|
if not include_images: # dont need images anymore, drop from list:
|
|
processed.images = processed.images[:have_grid+have_subgrids]
|
|
debug(f'XYZ grid remove images: total={processed.images}')
|
|
|
|
if shared.opts.grid_save and not shared.state.interrupted: # auto-save main and sub-grids:
|
|
for g in range(have_grid + have_subgrids):
|
|
adj_g = g-1 if g > 0 else g
|
|
info = processed.infotexts[g]
|
|
prompt = processed.all_prompts[adj_g]
|
|
seed = processed.all_seeds[adj_g]
|
|
debug(f'XYZ grid save grid: i={g+1}')
|
|
images.save_image(processed.images[g], p.outpath_grids, "grid", info=info, extension=shared.opts.grid_format, prompt=prompt, seed=seed, grid=True, p=processed)
|
|
|
|
if not include_subgrids and have_subgrids > 0: # done with sub-grids, drop all related information:
|
|
for _sg in range(have_subgrids):
|
|
del processed.images[1]
|
|
del processed.all_prompts[1]
|
|
del processed.all_seeds[1]
|
|
del processed.infotexts[1]
|
|
debug(f'XYZ grid remove subgrids: total={processed.images}')
|
|
|
|
if create_video and video_type != 'None' and not shared.state.interrupted:
|
|
video.save_video(p, filename=None, images=have_images, video_type=video_type, duration=video_duration, loop=video_loop, pad=video_pad, interpolate=video_interpolate)
|
|
|
|
shared.state.end(jobid)
|
|
return processed
|