initial commit
This commit is contained in:
643
modules/infotext_utils.py
Executable file
643
modules/infotext_utils.py
Executable file
@@ -0,0 +1,643 @@
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from __future__ import annotations
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import base64
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import io
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import json
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import os
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import re
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import sys
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import gradio as gr
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from modules.paths import data_path
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from modules import shared, ui_tempdir, script_callbacks, processing, infotext_versions, images, prompt_parser, errors
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from PIL import Image
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from modules_forge import main_entry
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sys.modules['modules.generation_parameters_copypaste'] = sys.modules[__name__] # alias for old name
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re_param_code = r'\s*(\w[\w \-/]+):\s*("(?:\\.|[^\\"])+"|[^,]*)(?:,|$)'
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re_param = re.compile(re_param_code)
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re_imagesize = re.compile(r"^(\d+)x(\d+)$")
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re_hypernet_hash = re.compile("\(([0-9a-f]+)\)$")
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type_of_gr_update = type(gr.update())
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class ParamBinding:
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def __init__(self, paste_button, tabname, source_text_component=None, source_image_component=None, source_tabname=None, override_settings_component=None, paste_field_names=None):
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self.paste_button = paste_button
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self.tabname = tabname
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self.source_text_component = source_text_component
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self.source_image_component = source_image_component
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self.source_tabname = source_tabname
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self.override_settings_component = override_settings_component
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self.paste_field_names = paste_field_names or []
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class PasteField(tuple):
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def __new__(cls, component, target, *, api=None):
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return super().__new__(cls, (component, target))
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def __init__(self, component, target, *, api=None):
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super().__init__()
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self.api = api
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self.component = component
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self.label = target if isinstance(target, str) else None
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self.function = target if callable(target) else None
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paste_fields: dict[str, dict] = {}
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registered_param_bindings: list[ParamBinding] = []
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def reset():
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paste_fields.clear()
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registered_param_bindings.clear()
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def quote(text):
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if ',' not in str(text) and '\n' not in str(text) and ':' not in str(text):
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return text
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return json.dumps(text, ensure_ascii=False)
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def unquote(text):
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if len(text) == 0 or text[0] != '"' or text[-1] != '"':
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return text
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try:
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return json.loads(text)
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except Exception:
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return text
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def image_from_url_text(filedata):
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if filedata is None:
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return None
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if isinstance(filedata, list):
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if len(filedata) == 0:
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return None
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filedata = filedata[0]
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if isinstance(filedata, dict) and filedata.get("is_file", False):
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filedata = filedata
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filename = None
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if type(filedata) == dict and filedata.get("is_file", False):
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filename = filedata["name"]
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elif isinstance(filedata, tuple) and len(filedata) == 2: # gradio 4.16 sends images from gallery as a list of tuples
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return filedata[0]
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if filename:
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is_in_right_dir = ui_tempdir.check_tmp_file(shared.demo, filename)
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assert is_in_right_dir, 'trying to open image file outside of allowed directories'
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filename = filename.rsplit('?', 1)[0]
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return images.read(filename)
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if isinstance(filedata, str):
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if filedata.startswith("data:image/png;base64,"):
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filedata = filedata[len("data:image/png;base64,"):]
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filedata = base64.decodebytes(filedata.encode('utf-8'))
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image = images.read(io.BytesIO(filedata))
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return image
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return None
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def add_paste_fields(tabname, init_img, fields, override_settings_component=None):
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if fields:
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for i in range(len(fields)):
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if not isinstance(fields[i], PasteField):
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fields[i] = PasteField(*fields[i])
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paste_fields[tabname] = {"init_img": init_img, "fields": fields, "override_settings_component": override_settings_component}
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# backwards compatibility for existing extensions
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import modules.ui
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if tabname == 'txt2img':
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modules.ui.txt2img_paste_fields = fields
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elif tabname == 'img2img':
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modules.ui.img2img_paste_fields = fields
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def create_buttons(tabs_list):
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buttons = {}
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for tab in tabs_list:
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buttons[tab] = gr.Button(f"Send to {tab}", elem_id=f"{tab}_tab")
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return buttons
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def bind_buttons(buttons, send_image, send_generate_info):
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"""old function for backwards compatibility; do not use this, use register_paste_params_button"""
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for tabname, button in buttons.items():
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source_text_component = send_generate_info if isinstance(send_generate_info, gr.components.Component) else None
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source_tabname = send_generate_info if isinstance(send_generate_info, str) else None
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register_paste_params_button(ParamBinding(paste_button=button, tabname=tabname, source_text_component=source_text_component, source_image_component=send_image, source_tabname=source_tabname))
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def register_paste_params_button(binding: ParamBinding):
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registered_param_bindings.append(binding)
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def connect_paste_params_buttons():
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for binding in registered_param_bindings:
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destination_image_component = paste_fields[binding.tabname]["init_img"]
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fields = paste_fields[binding.tabname]["fields"]
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override_settings_component = binding.override_settings_component or paste_fields[binding.tabname]["override_settings_component"]
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destination_width_component = next(iter([field for field, name in fields if name == "Size-1"] if fields else []), None)
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destination_height_component = next(iter([field for field, name in fields if name == "Size-2"] if fields else []), None)
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if binding.source_image_component and destination_image_component:
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need_send_dementions = destination_width_component and binding.tabname != 'inpaint'
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if isinstance(binding.source_image_component, gr.Gallery):
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func = send_image_and_dimensions if need_send_dementions else image_from_url_text
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jsfunc = "extract_image_from_gallery"
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else:
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func = send_image_and_dimensions if need_send_dementions else lambda x: x
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jsfunc = None
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binding.paste_button.click(
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fn=func,
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_js=jsfunc,
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inputs=[binding.source_image_component],
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outputs=[destination_image_component, destination_width_component, destination_height_component] if need_send_dementions else [destination_image_component],
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show_progress=False,
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)
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if binding.source_text_component is not None and fields is not None:
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connect_paste(binding.paste_button, fields, binding.source_text_component, override_settings_component, binding.tabname)
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if binding.source_tabname is not None and fields is not None:
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paste_field_names = ['Prompt', 'Negative prompt', 'Steps', 'Face restoration'] + (["Seed"] if shared.opts.send_seed else []) + binding.paste_field_names
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binding.paste_button.click(
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fn=lambda *x: x,
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inputs=[field for field, name in paste_fields[binding.source_tabname]["fields"] if name in paste_field_names],
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outputs=[field for field, name in fields if name in paste_field_names],
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show_progress=False,
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)
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binding.paste_button.click(
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fn=None,
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_js=f"switch_to_{binding.tabname}",
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inputs=None,
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outputs=None,
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show_progress=False,
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)
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def send_image_and_dimensions(x):
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if isinstance(x, Image.Image):
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img = x
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if img.mode == 'RGBA':
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img = img.convert('RGB')
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elif isinstance(x, list) and isinstance(x[0], tuple):
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img = x[0][0]
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else:
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img = image_from_url_text(x)
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if img is not None and img.mode == 'RGBA':
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img = img.convert('RGB')
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if shared.opts.send_size and isinstance(img, Image.Image):
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w = img.width
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h = img.height
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else:
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w = gr.update()
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h = gr.update()
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return img, w, h
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def restore_old_hires_fix_params(res):
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"""for infotexts that specify old First pass size parameter, convert it into
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width, height, and hr scale"""
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firstpass_width = res.get('First pass size-1', None)
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firstpass_height = res.get('First pass size-2', None)
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if shared.opts.use_old_hires_fix_width_height:
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hires_width = int(res.get("Hires resize-1", 0))
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hires_height = int(res.get("Hires resize-2", 0))
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if hires_width and hires_height:
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res['Size-1'] = hires_width
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res['Size-2'] = hires_height
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return
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if firstpass_width is None or firstpass_height is None:
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return
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firstpass_width, firstpass_height = int(firstpass_width), int(firstpass_height)
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width = int(res.get("Size-1", 512))
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height = int(res.get("Size-2", 512))
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if firstpass_width == 0 or firstpass_height == 0:
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firstpass_width, firstpass_height = processing.old_hires_fix_first_pass_dimensions(width, height)
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res['Size-1'] = firstpass_width
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res['Size-2'] = firstpass_height
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res['Hires resize-1'] = width
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res['Hires resize-2'] = height
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def parse_generation_parameters(x: str, skip_fields: list[str] | None = None):
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"""parses generation parameters string, the one you see in text field under the picture in UI:
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```
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girl with an artist's beret, determined, blue eyes, desert scene, computer monitors, heavy makeup, by Alphonse Mucha and Charlie Bowater, ((eyeshadow)), (coquettish), detailed, intricate
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Negative prompt: ugly, fat, obese, chubby, (((deformed))), [blurry], bad anatomy, disfigured, poorly drawn face, mutation, mutated, (extra_limb), (ugly), (poorly drawn hands), messy drawing
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Steps: 20, Sampler: Euler a, CFG scale: 7, Seed: 965400086, Size: 512x512, Model hash: 45dee52b
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```
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returns a dict with field values
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"""
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if skip_fields is None:
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skip_fields = shared.opts.infotext_skip_pasting
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res = {}
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prompt = ""
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negative_prompt = ""
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done_with_prompt = False
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*lines, lastline = x.strip().split("\n")
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if len(re_param.findall(lastline)) < 3:
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lines.append(lastline)
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lastline = ''
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for line in lines:
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line = line.strip()
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if line.startswith("Negative prompt:"):
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done_with_prompt = True
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line = line[16:].strip()
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if done_with_prompt:
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negative_prompt += ("" if negative_prompt == "" else "\n") + line
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else:
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prompt += ("" if prompt == "" else "\n") + line
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if 'Civitai' in lastline and 'FLUX' in lastline:
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# Civitai really like to add random Clip skip to Flux metadata, where Clip skip is not a thing.
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lastline = lastline.replace('Clip skip: 0, ', '')
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lastline = lastline.replace('Clip skip: 1, ', '')
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lastline = lastline.replace('Clip skip: 2, ', '')
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lastline = lastline.replace('Clip skip: 3, ', '')
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lastline = lastline.replace('Clip skip: 4, ', '')
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lastline = lastline.replace('Clip skip: 5, ', '')
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lastline = lastline.replace('Clip skip: 6, ', '')
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lastline = lastline.replace('Clip skip: 7, ', '')
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lastline = lastline.replace('Clip skip: 8, ', '')
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# Civitai also add Sampler: Undefined
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lastline = lastline.replace('Sampler: Undefined, ', 'Sampler: Euler, Schedule type: Simple, ') # <- by lllyasviel, seem to give similar results to Civitai "Undefined" Sampler
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# Civitai also confuse CFG scale and Distilled CFG Scale
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lastline = lastline.replace('CFG scale: ', 'CFG scale: 1, Distilled CFG Scale: ')
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print('Applied Forge Fix to broken Civitai Flux Meta.')
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for k, v in re_param.findall(lastline):
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try:
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if v[0] == '"' and v[-1] == '"':
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v = unquote(v)
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m = re_imagesize.match(v)
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if m is not None:
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res[f"{k}-1"] = m.group(1)
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res[f"{k}-2"] = m.group(2)
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else:
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res[k] = v
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except Exception:
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print(f"Error parsing \"{k}: {v}\"")
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# Extract styles from prompt
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if shared.opts.infotext_styles != "Ignore":
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found_styles, prompt_no_styles, negative_prompt_no_styles = shared.prompt_styles.extract_styles_from_prompt(prompt, negative_prompt)
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same_hr_styles = True
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if ("Hires prompt" in res or "Hires negative prompt" in res) and (infotext_ver > infotext_versions.v180_hr_styles if (infotext_ver := infotext_versions.parse_version(res.get("Version"))) else True):
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hr_prompt, hr_negative_prompt = res.get("Hires prompt", prompt), res.get("Hires negative prompt", negative_prompt)
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hr_found_styles, hr_prompt_no_styles, hr_negative_prompt_no_styles = shared.prompt_styles.extract_styles_from_prompt(hr_prompt, hr_negative_prompt)
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if same_hr_styles := found_styles == hr_found_styles:
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res["Hires prompt"] = '' if hr_prompt_no_styles == prompt_no_styles else hr_prompt_no_styles
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res['Hires negative prompt'] = '' if hr_negative_prompt_no_styles == negative_prompt_no_styles else hr_negative_prompt_no_styles
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if same_hr_styles:
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prompt, negative_prompt = prompt_no_styles, negative_prompt_no_styles
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if (shared.opts.infotext_styles == "Apply if any" and found_styles) or shared.opts.infotext_styles == "Apply":
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res['Styles array'] = found_styles
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res["Prompt"] = prompt
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res["Negative prompt"] = negative_prompt
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# Missing CLIP skip means it was set to 1 (the default)
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if "Clip skip" not in res:
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res["Clip skip"] = "1"
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hypernet = res.get("Hypernet", None)
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if hypernet is not None:
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res["Prompt"] += f"""<hypernet:{hypernet}:{res.get("Hypernet strength", "1.0")}>"""
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if "Hires resize-1" not in res:
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res["Hires resize-1"] = 0
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res["Hires resize-2"] = 0
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if "Hires sampler" not in res:
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res["Hires sampler"] = "Use same sampler"
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if "Hires schedule type" not in res:
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res["Hires schedule type"] = "Use same scheduler"
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if "Hires checkpoint" not in res:
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res["Hires checkpoint"] = "Use same checkpoint"
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if "Hires prompt" not in res:
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res["Hires prompt"] = ""
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if "Hires negative prompt" not in res:
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res["Hires negative prompt"] = ""
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if "Mask mode" not in res:
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res["Mask mode"] = "Inpaint masked"
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if "Masked content" not in res:
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res["Masked content"] = 'original'
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if "Inpaint area" not in res:
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res["Inpaint area"] = "Whole picture"
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if "Masked area padding" not in res:
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res["Masked area padding"] = 32
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restore_old_hires_fix_params(res)
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# Missing RNG means the default was set, which is GPU RNG
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if "RNG" not in res:
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res["RNG"] = "GPU"
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if "Schedule type" not in res:
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res["Schedule type"] = "Automatic"
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if "Schedule max sigma" not in res:
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res["Schedule max sigma"] = 0
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if "Schedule min sigma" not in res:
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res["Schedule min sigma"] = 0
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if "Schedule rho" not in res:
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res["Schedule rho"] = 0
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if "VAE Encoder" not in res:
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res["VAE Encoder"] = "Full"
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if "VAE Decoder" not in res:
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res["VAE Decoder"] = "Full"
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if "FP8 weight" not in res:
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res["FP8 weight"] = "Disable"
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if "Cache FP16 weight for LoRA" not in res and res["FP8 weight"] != "Disable":
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res["Cache FP16 weight for LoRA"] = False
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prompt_attention = prompt_parser.parse_prompt_attention(prompt)
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prompt_attention += prompt_parser.parse_prompt_attention(negative_prompt)
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prompt_uses_emphasis = len(prompt_attention) != len([p for p in prompt_attention if p[1] == 1.0 or p[0] == 'BREAK'])
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if "Emphasis" not in res and prompt_uses_emphasis:
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res["Emphasis"] = "Original"
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if "Refiner switch by sampling steps" not in res:
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res["Refiner switch by sampling steps"] = False
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infotext_versions.backcompat(res)
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for key in skip_fields:
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res.pop(key, None)
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# basic check for same checkpoint using short name
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checkpoint = res.get('Model', None)
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if checkpoint is not None:
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if checkpoint in shared.opts.sd_model_checkpoint:
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res.pop('Model')
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# VAE / TE
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modules = []
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hr_modules = []
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vae = res.pop('VAE', None) # old form
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if vae:
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modules = [vae]
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else:
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for key in res:
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if key.startswith('Module '):
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added = False
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for knownmodule in main_entry.module_list.keys():
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filename, _ = os.path.splitext(knownmodule)
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if res[key] == filename:
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added = True
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modules.append(knownmodule)
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break
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if not added:
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modules.append(res[key]) # so it shows in the override section (consistent with checkpoint and old vae)
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elif key.startswith('Hires Module '):
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for knownmodule in main_entry.module_list.keys():
|
||||
filename, _ = os.path.splitext(knownmodule)
|
||||
if res[key] == filename:
|
||||
hr_modules.append(knownmodule)
|
||||
break
|
||||
|
||||
if modules != []:
|
||||
current_modules = shared.opts.forge_additional_modules
|
||||
basename_modules = []
|
||||
for m in current_modules:
|
||||
basename_modules.append(os.path.basename(m))
|
||||
|
||||
if sorted(modules) != sorted(basename_modules):
|
||||
res['VAE/TE'] = modules
|
||||
|
||||
# if 'Use same choices' was the selection for Hires VAE / Text Encoder, it will be the only Hires Module
|
||||
# if the selection was empty, it will be the only Hires Module, saved as 'Built-in'
|
||||
if 'Hires Module 1' in res:
|
||||
if res['Hires Module 1'] == 'Use same choices':
|
||||
hr_modules = ['Use same choices']
|
||||
elif res['Hires Module 1'] == 'Built-in':
|
||||
hr_modules = []
|
||||
|
||||
res['Hires VAE/TE'] = hr_modules
|
||||
else:
|
||||
# no Hires Module infotext, use default
|
||||
res['Hires VAE/TE'] = ['Use same choices']
|
||||
|
||||
return res
|
||||
|
||||
|
||||
infotext_to_setting_name_mapping = [
|
||||
('VAE/TE', 'forge_additional_modules'),
|
||||
]
|
||||
"""Mapping of infotext labels to setting names. Only left for backwards compatibility - use OptionInfo(..., infotext='...') instead.
|
||||
Example content:
|
||||
|
||||
infotext_to_setting_name_mapping = [
|
||||
('Conditional mask weight', 'inpainting_mask_weight'),
|
||||
('Model hash', 'sd_model_checkpoint'),
|
||||
('ENSD', 'eta_noise_seed_delta'),
|
||||
('Schedule type', 'k_sched_type'),
|
||||
]
|
||||
"""
|
||||
from ast import literal_eval
|
||||
def create_override_settings_dict(text_pairs):
|
||||
"""creates processing's override_settings parameters from gradio's multiselect
|
||||
|
||||
Example input:
|
||||
['Clip skip: 2', 'Model hash: e6e99610c4', 'ENSD: 31337']
|
||||
|
||||
Example output:
|
||||
{'CLIP_stop_at_last_layers': 2, 'sd_model_checkpoint': 'e6e99610c4', 'eta_noise_seed_delta': 31337}
|
||||
"""
|
||||
|
||||
res = {}
|
||||
|
||||
if not text_pairs:
|
||||
return res
|
||||
|
||||
params = {}
|
||||
for pair in text_pairs:
|
||||
k, v = pair.split(":", maxsplit=1)
|
||||
|
||||
params[k] = v.strip()
|
||||
|
||||
mapping = [(info.infotext, k) for k, info in shared.opts.data_labels.items() if info.infotext]
|
||||
for param_name, setting_name in mapping + infotext_to_setting_name_mapping:
|
||||
value = params.get(param_name, None)
|
||||
|
||||
if value is None:
|
||||
continue
|
||||
|
||||
if setting_name == "forge_additional_modules":
|
||||
res[setting_name] = literal_eval(value)
|
||||
continue
|
||||
|
||||
res[setting_name] = shared.opts.cast_value(setting_name, value)
|
||||
|
||||
return res
|
||||
|
||||
|
||||
def get_override_settings(params, *, skip_fields=None):
|
||||
"""Returns a list of settings overrides from the infotext parameters dictionary.
|
||||
|
||||
This function checks the `params` dictionary for any keys that correspond to settings in `shared.opts` and returns
|
||||
a list of tuples containing the parameter name, setting name, and new value cast to correct type.
|
||||
|
||||
It checks for conditions before adding an override:
|
||||
- ignores settings that match the current value
|
||||
- ignores parameter keys present in skip_fields argument.
|
||||
|
||||
Example input:
|
||||
{"Clip skip": "2"}
|
||||
|
||||
Example output:
|
||||
[("Clip skip", "CLIP_stop_at_last_layers", 2)]
|
||||
"""
|
||||
|
||||
res = []
|
||||
|
||||
mapping = [(info.infotext, k) for k, info in shared.opts.data_labels.items() if info.infotext]
|
||||
for param_name, setting_name in mapping + infotext_to_setting_name_mapping:
|
||||
if param_name in (skip_fields or {}):
|
||||
continue
|
||||
|
||||
v = params.get(param_name, None)
|
||||
if v is None:
|
||||
continue
|
||||
|
||||
if setting_name in ["sd_model_checkpoint", "forge_additional_modules"]:
|
||||
if shared.opts.disable_weights_auto_swap:
|
||||
continue
|
||||
|
||||
v = shared.opts.cast_value(setting_name, v)
|
||||
current_value = getattr(shared.opts, setting_name, None)
|
||||
|
||||
if v == current_value:
|
||||
continue
|
||||
|
||||
res.append((param_name, setting_name, v))
|
||||
|
||||
return res
|
||||
|
||||
|
||||
def connect_paste(button, paste_fields, input_comp, override_settings_component, tabname):
|
||||
def paste_func(prompt):
|
||||
if not prompt and not shared.cmd_opts.hide_ui_dir_config and not shared.cmd_opts.no_prompt_history:
|
||||
filename = os.path.join(data_path, "params.txt")
|
||||
try:
|
||||
with open(filename, "r", encoding="utf8") as file:
|
||||
prompt = file.read()
|
||||
except OSError:
|
||||
pass
|
||||
|
||||
params = parse_generation_parameters(prompt)
|
||||
script_callbacks.infotext_pasted_callback(prompt, params)
|
||||
res = []
|
||||
|
||||
for output, key in paste_fields:
|
||||
if callable(key):
|
||||
try:
|
||||
v = key(params)
|
||||
except Exception:
|
||||
errors.report(f"Error executing {key}", exc_info=True)
|
||||
v = None
|
||||
else:
|
||||
v = params.get(key, None)
|
||||
|
||||
if v is None:
|
||||
res.append(gr.update())
|
||||
elif isinstance(v, type_of_gr_update):
|
||||
res.append(v)
|
||||
else:
|
||||
try:
|
||||
valtype = type(output.value)
|
||||
|
||||
if valtype == bool and v == "False":
|
||||
val = False
|
||||
elif valtype == int:
|
||||
val = float(v)
|
||||
else:
|
||||
val = valtype(v)
|
||||
|
||||
res.append(gr.update(value=val))
|
||||
except Exception:
|
||||
res.append(gr.update())
|
||||
|
||||
return res
|
||||
|
||||
if override_settings_component is not None:
|
||||
already_handled_fields = {key: 1 for _, key in paste_fields}
|
||||
|
||||
def paste_settings(params):
|
||||
vals = get_override_settings(params, skip_fields=already_handled_fields)
|
||||
|
||||
vals_pairs = [f"{infotext_text}: {value}" for infotext_text, setting_name, value in vals]
|
||||
|
||||
return gr.Dropdown.update(value=vals_pairs, choices=vals_pairs, visible=bool(vals_pairs))
|
||||
|
||||
paste_fields = paste_fields + [(override_settings_component, paste_settings)]
|
||||
|
||||
button.click(
|
||||
fn=paste_func,
|
||||
inputs=[input_comp],
|
||||
outputs=[x[0] for x in paste_fields],
|
||||
show_progress=False,
|
||||
)
|
||||
button.click(
|
||||
fn=None,
|
||||
_js=f"recalculate_prompts_{tabname}",
|
||||
inputs=[],
|
||||
outputs=[],
|
||||
show_progress=False,
|
||||
)
|
||||
|
||||
Reference in New Issue
Block a user