from __future__ import annotations import base64 import io import json import os import re from functools import partial from typing import Any, Callable import gradio as gr from PIL import Image from modules import images, processing, prompt_parser, script_callbacks, shared, ui_tempdir from modules.paths import data_path re_param_code = r'\s*(\w[\w \-/]+):\s*("(?:\\.|[^\\"])+"|[^,]*)(?:,|$)' re_param = re.compile(re_param_code) re_imagesize = re.compile(r"^(\d+)x(\d+)$") type_of_gr_update = type(gr.skip()) class ParamBinding: 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, *, is_paste=False): self.paste_button: gr.Button = paste_button self.tabname: str = tabname self.source_text_component: gr.Textbox = source_text_component self.source_image_component: gr.Gallery = source_image_component self.source_tabname: str = source_tabname self.override_settings_component: list[gr.components.IOComponent] = override_settings_component self.paste_field_names: list[str] = paste_field_names or [] self.is_paste: bool = is_paste class PasteField(tuple): def __new__(cls, component, target, *, api=None): return super().__new__(cls, (component, target)) def __init__(self, component, target, *, api=None): super().__init__() self.api = api self.component = component self.label = target if isinstance(target, str) else None self.function = target if callable(target) else None paste_fields: dict[str, dict] = {} registered_param_bindings: list[ParamBinding] = [] def reset(): paste_fields.clear() registered_param_bindings.clear() def quote(text: str) -> str: if "," not in str(text) and "\n" not in str(text) and ":" not in str(text): return text return json.dumps(text, ensure_ascii=False) def unquote(text: str) -> str: if len(text) == 0 or text[0] != '"' or text[-1] != '"': return text try: return json.loads(text) except Exception: return text def image_from_url_text(filedata: str | dict) -> Image.Image: if filedata is None: return None if type(filedata) == list and filedata and type(filedata[0]) == dict and filedata[0].get("is_file", False): filedata = filedata[0] if type(filedata) == dict and filedata.get("is_file", False): filename: str = filedata["name"] is_in_right_dir = ui_tempdir.check_tmp_file(shared.demo, filename) assert is_in_right_dir, "trying to open image file outside of allowed directories" filename = filename.rsplit("?", 1)[0] return Image.open(filename) if type(filedata) == list: if len(filedata) == 0: return None filedata = filedata[0] if filedata.startswith("data:image/png;base64,"): filedata = filedata[22:] filedata = base64.decodebytes(filedata.encode("utf-8")) image = Image.open(io.BytesIO(filedata)) return image def add_paste_fields(tabname, init_img, fields, override_settings_component=None): if fields: for i in range(len(fields)): if not isinstance(fields[i], PasteField): fields[i] = PasteField(*fields[i]) paste_fields[tabname] = {"init_img": init_img, "fields": fields, "override_settings_component": override_settings_component} # Backward Compatibility import modules.ui if tabname == "txt2img": modules.ui.txt2img_paste_fields = fields elif tabname == "img2img": modules.ui.img2img_paste_fields = fields def create_buttons(tabs_list): buttons = {} for tab in tabs_list: buttons[tab] = gr.Button(f"Send to {tab}", elem_id=f"{tab}_tab") return buttons def bind_buttons(*args, **kwargs): raise NotImplementedError("use register_paste_params_button instead") def register_paste_params_button(binding: ParamBinding): registered_param_bindings.append(binding) def _parse_info(output: gr.components.IOComponent, key: str | Callable, params: dict[str, Any]): if callable(key): v = key(params) else: v = params.get(key, None) if v is None: return gr.skip() if isinstance(v, type_of_gr_update): return v try: valtype = type(output.value) if valtype == bool and v == "False": val = False elif valtype == int: val = float(v) else: val = valtype(v) return gr.update(value=val) except Exception: return gr.skip() def connect_paste_params_buttons(): for binding in registered_param_bindings: if binding.tabname not in paste_fields: continue destination_image_component = paste_fields[binding.tabname]["init_img"] fields = paste_fields[binding.tabname]["fields"] override_settings_component = binding.override_settings_component or paste_fields[binding.tabname]["override_settings_component"] destination_width_component = next(iter([field for field, name in fields if name == "Size-1"] if fields else []), None) destination_height_component = next(iter([field for field, name in fields if name == "Size-2"] if fields else []), None) if binding.source_image_component and destination_image_component: if isinstance(binding.source_image_component, gr.Gallery): func = send_image_and_dimensions if destination_width_component else image_from_url_text jsfunc = f'(gal) => {{ return extract_image_from_gallery(gal, "{binding.source_tabname}"); }}' else: func = send_image_and_dimensions if destination_width_component else lambda x: x jsfunc = None binding.paste_button.click( fn=func, _js=jsfunc, inputs=[binding.source_image_component], outputs=[destination_image_component, destination_width_component, destination_height_component] if destination_width_component else [destination_image_component], show_progress=False, ) if binding.source_text_component is not None and fields is not None: connect_paste(binding.paste_button, fields, binding.source_text_component, override_settings_component, binding.tabname, is_paste=binding.is_paste) if binding.source_tabname is not None and fields is not None: paste_field_names = [ *["Prompt", "Negative prompt", "Steps", "Face restoration"], *(["Seed"] if shared.opts.send_seed else []), *(["CFG scale"] if shared.opts.send_cfg else []), *binding.paste_field_names, ] if binding.source_tabname == "txt2img" and shared.opts.send_image_info_t2i_to_i2i: def read_infotext(gallery: list[dict], index: int, paste_fields: list[tuple]): res = [] if len(gallery) == 0: for _ in paste_fields: res.append(gr.skip()) return res image = image_from_url_text(gallery[index]) info, _ = images.read_info_from_image(image) if not info: for _ in paste_fields: res.append(gr.skip()) return res params = parse_generation_parameters(info) script_callbacks.infotext_pasted_callback(info, params) for output, key in paste_fields: res.append(_parse_info(output, key, params)) return res binding.paste_button.click( fn=partial(read_infotext, paste_fields=[(field, name) for field, name in fields if name in paste_field_names]), inputs=[binding.source_image_component, shared.t2i_gallery_index], outputs=[field for field, name in fields if name in paste_field_names], show_progress=False, ) else: binding.paste_button.click( fn=lambda *args: args, inputs=[field for field, name in paste_fields[binding.source_tabname]["fields"] if name in paste_field_names], outputs=[field for field, name in fields if name in paste_field_names], show_progress=False, ) binding.paste_button.click( fn=None, _js=f"switch_to_{binding.tabname}", show_progress=False, ) def send_image_and_dimensions(x: Any) -> tuple[Image.Image, int, int]: if isinstance(x, Image.Image): img = x else: img = image_from_url_text(x) if shared.opts.send_size and isinstance(img, Image.Image): w = img.width h = img.height else: w = gr.skip() h = gr.skip() return img, w, h def restore_old_hires_fix_params(res: dict): """ for infotexts that specify old First pass size parameter, convert it into width, height, and hr scale """ firstpass_width = res.get("First pass size-1", None) firstpass_height = res.get("First pass size-2", None) if shared.opts.use_old_hires_fix_width_height: hires_width = int(res.get("Hires resize-1", 0)) hires_height = int(res.get("Hires resize-2", 0)) if hires_width and hires_height: res["Size-1"] = hires_width res["Size-2"] = hires_height return if firstpass_width is None or firstpass_height is None: return firstpass_width, firstpass_height = int(firstpass_width), int(firstpass_height) width = int(res.get("Size-1", 512)) height = int(res.get("Size-2", 512)) if firstpass_width == 0 or firstpass_height == 0: firstpass_width, firstpass_height = processing.old_hires_fix_first_pass_dimensions(width, height) res["Size-1"] = firstpass_width res["Size-2"] = firstpass_height res["Hires resize-1"] = width res["Hires resize-2"] = height def parse_generation_parameters(x: str, skip_fields: list[str] | None = None): """ parses generation parameters string, the one you see in text field under the picture in UI: ``` 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 Negative prompt: ugly, fat, obese, chubby, (((deformed))), [blurry], bad anatomy, disfigured, poorly drawn face, mutation, mutated, (extra_limb), (ugly), (poorly drawn hands), messy drawing Steps: 20, Sampler: Euler a, CFG scale: 7, Seed: 965400086, Size: 512x512, Model hash: 45dee52b ``` returns a dict with field values """ if skip_fields is None: skip_fields = shared.opts.infotext_skip_pasting res = {} prompt = "" negative_prompt = "" done_with_prompt = False *lines, lastline = x.strip().split("\n") if len(re_param.findall(lastline)) < 3: lines.append(lastline) lastline = "" for line in lines: line = line.strip() if line.startswith("Negative prompt:"): done_with_prompt = True line = line[16:].strip() if done_with_prompt: negative_prompt += ("" if negative_prompt == "" else "\n") + line else: prompt += ("" if prompt == "" else "\n") + line if shared.opts.infotext_styles != "Ignore": found_styles, prompt, negative_prompt = shared.prompt_styles.extract_styles_from_prompt(prompt, negative_prompt) if shared.opts.infotext_styles == "Apply": res["Styles array"] = found_styles elif shared.opts.infotext_styles == "Apply if any" and found_styles: res["Styles array"] = found_styles res["Prompt"] = prompt res["Negative prompt"] = negative_prompt for k, v in re_param.findall(lastline): try: if v[0] == '"' and v[-1] == '"': v = unquote(v) m = re_imagesize.match(v) if m is not None: res[f"{k}-1"] = m.group(1) res[f"{k}-2"] = m.group(2) else: res[k] = v except Exception: print(f'Error parsing "{k}: {v}"') if "Clip skip" not in res: res["Clip skip"] = "1" if "Hires resize-1" not in res: res["Hires resize-1"] = 0 res["Hires resize-2"] = 0 if "Hires sampler" not in res: res["Hires sampler"] = "Use same sampler" if "Hires schedule type" not in res: res["Hires schedule type"] = "Use same scheduler" if "Hires checkpoint" not in res: res["Hires checkpoint"] = "Use same checkpoint" if "Hires prompt" not in res: res["Hires prompt"] = "" if "Hires negative prompt" not in res: res["Hires negative prompt"] = "" if "Mask mode" not in res: res["Mask mode"] = "Inpaint masked" if "Masked content" not in res: res["Masked content"] = "original" if "Inpaint area" not in res: res["Inpaint area"] = "Whole picture" if "Masked area padding" not in res: res["Masked area padding"] = 32 restore_old_hires_fix_params(res) if "RNG" not in res: res["RNG"] = "GPU" if "Schedule type" not in res: res["Schedule type"] = "Automatic" if "Schedule max sigma" not in res: res["Schedule max sigma"] = 0 if "Schedule min sigma" not in res: res["Schedule min sigma"] = 0 if "Schedule rho" not in res: res["Schedule rho"] = 0 if "VAE Encoder" not in res: res["VAE Encoder"] = "Full" if "VAE Decoder" not in res: res["VAE Decoder"] = "Full" if "FP8 weight" not in res: res["FP8 weight"] = False if "Emphasis" not in res: p_attention = prompt_parser.parse_prompt_attention(prompt) n_attention = prompt_parser.parse_prompt_attention(negative_prompt) prompt_attention = [*p_attention, *n_attention] prompt_with_attention = [p for p in prompt_attention if p[1] == 1.0 or p[0] == "BREAK"] if len(prompt_attention) != len(prompt_with_attention): res["Emphasis"] = "Original" for key in skip_fields: res.pop(key, None) return res infotext_to_setting_name_mapping: list[tuple[str, str]] = [] """ 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'), ] """ def create_override_settings_dict(text_pairs: list[str]) -> dict[str, Any]: """ 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 = {} 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 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 == "sd_model_checkpoint" and 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, *, is_paste=False): def paste_func(prompt): res = [] if is_paste and not prompt: filename = os.path.join(data_path, "params.txt") try: with open(filename, "r", encoding="utf8") as file: prompt = file.read() except OSError: prompt = None if not prompt: for _, _ in paste_fields: res.append(gr.skip()) return res params = parse_generation_parameters(prompt) script_callbacks.infotext_pasted_callback(prompt, params) for output, key in paste_fields: res.append(_parse_info(output, key, params)) 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_{'txt2img' if tabname == 'txt2img' else 'img2img'}", show_progress=False, ) import sys # Backward Compatibility sys.modules["modules.generation_parameters_copypaste"] = sys.modules[__name__]