stable-diffusion-webui/modules/infotext_utils.py
2024-07-09 16:12:39 +04:00

547 lines
19 KiB
Python

from __future__ import annotations
import base64
import io
import json
import os
import re
import sys
import gradio as gr
from modules.paths import data_path
from modules import shared, ui_tempdir, script_callbacks, processing, infotext_versions, images, prompt_parser, errors
from PIL import Image
sys.modules['modules.generation_parameters_copypaste'] = sys.modules[__name__] # alias for old name
re_param_code = r'\s*(\w[\w \-/]+):\s*("(?:\\.|[^\\"])+"|[^,]*)(?:,|$)'
re_param = re.compile(re_param_code)
re_imagesize = re.compile(r"^(\d+)x(\d+)$")
re_hypernet_hash = re.compile("\(([0-9a-f]+)\)$")
type_of_gr_update = type(gr.update())
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):
self.paste_button = paste_button
self.tabname = tabname
self.source_text_component = source_text_component
self.source_image_component = source_image_component
self.source_tabname = source_tabname
self.override_settings_component = override_settings_component
self.paste_field_names = paste_field_names or []
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):
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):
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):
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 = 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 images.read(filename)
if type(filedata) == list:
if len(filedata) == 0:
return None
filedata = filedata[0]
if filedata.startswith("data:image/png;base64,"):
filedata = filedata[len("data:image/png;base64,"):]
filedata = base64.decodebytes(filedata.encode('utf-8'))
image = images.read(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}
# backwards compatibility for existing extensions
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(buttons, send_image, send_generate_info):
"""old function for backwards compatibility; do not use this, use register_paste_params_button"""
for tabname, button in buttons.items():
source_text_component = send_generate_info if isinstance(send_generate_info, gr.components.Component) else None
source_tabname = send_generate_info if isinstance(send_generate_info, str) else None
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))
def register_paste_params_button(binding: ParamBinding):
registered_param_bindings.append(binding)
def connect_paste_params_buttons():
for binding in registered_param_bindings:
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:
need_send_dementions = destination_width_component and binding.tabname != 'inpaint'
if isinstance(binding.source_image_component, gr.Gallery):
func = send_image_and_dimensions if need_send_dementions else image_from_url_text
jsfunc = "extract_image_from_gallery"
else:
func = send_image_and_dimensions if need_send_dementions 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 need_send_dementions 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)
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 []) + binding.paste_field_names
binding.paste_button.click(
fn=lambda *x: x,
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}",
inputs=None,
outputs=None,
show_progress=False,
)
def send_image_and_dimensions(x):
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.update()
h = gr.update()
return img, w, h
def restore_old_hires_fix_params(res):
"""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
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}\"")
# Extract styles from prompt
if shared.opts.infotext_styles != "Ignore":
found_styles, prompt_no_styles, negative_prompt_no_styles = shared.prompt_styles.extract_styles_from_prompt(prompt, negative_prompt)
same_hr_styles = True
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):
hr_prompt, hr_negative_prompt = res.get("Hires prompt", prompt), res.get("Hires negative prompt", negative_prompt)
hr_found_styles, hr_prompt_no_styles, hr_negative_prompt_no_styles = shared.prompt_styles.extract_styles_from_prompt(hr_prompt, hr_negative_prompt)
if same_hr_styles := found_styles == hr_found_styles:
res["Hires prompt"] = '' if hr_prompt_no_styles == prompt_no_styles else hr_prompt_no_styles
res['Hires negative prompt'] = '' if hr_negative_prompt_no_styles == negative_prompt_no_styles else hr_negative_prompt_no_styles
if same_hr_styles:
prompt, negative_prompt = prompt_no_styles, negative_prompt_no_styles
if (shared.opts.infotext_styles == "Apply if any" and found_styles) or shared.opts.infotext_styles == "Apply":
res['Styles array'] = found_styles
res["Prompt"] = prompt
res["Negative prompt"] = negative_prompt
# Missing CLIP skip means it was set to 1 (the default)
if "Clip skip" not in res:
res["Clip skip"] = "1"
hypernet = res.get("Hypernet", None)
if hypernet is not None:
res["Prompt"] += f"""<hypernet:{hypernet}:{res.get("Hypernet strength", "1.0")}>"""
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)
# Missing RNG means the default was set, which is GPU RNG
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"] = "Disable"
if "Cache FP16 weight for LoRA" not in res and res["FP8 weight"] != "Disable":
res["Cache FP16 weight for LoRA"] = False
prompt_attention = prompt_parser.parse_prompt_attention(prompt)
prompt_attention += prompt_parser.parse_prompt_attention(negative_prompt)
prompt_uses_emphasis = len(prompt_attention) != len([p for p in prompt_attention if p[1] == 1.0 or p[0] == 'BREAK'])
if "Emphasis" not in res and prompt_uses_emphasis:
res["Emphasis"] = "Original"
if "Refiner switch by sampling steps" not in res:
res["Refiner switch by sampling steps"] = False
infotext_versions.backcompat(res)
for key in skip_fields:
res.pop(key, None)
return res
infotext_to_setting_name_mapping = [
]
"""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):
"""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):
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,
)