modules/infotext_utils.py

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):
        if k == "Noise Schedule":
            continue
        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__]