mirror of https://github.com/vladmandic/automatic
224 lines
9.1 KiB
Python
224 lines
9.1 KiB
Python
# We need this so Python doesn't complain about the unknown StableDiffusionProcessing-typehint at runtime
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from __future__ import annotations
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import re
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import os
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import csv
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import json
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import time
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from installer import log
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from modules import files_cache
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class Style():
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def __init__(self, name: str, desc: str = "", prompt: str = "", negative_prompt: str = "", extra: str = "", filename: str = "", preview: str = "", mtime: float = 0):
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self.name = name
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self.description = desc
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self.prompt = prompt
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self.negative_prompt = negative_prompt
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self.extra = extra
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self.filename = filename
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self.preview = preview
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self.mtime = mtime
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def merge_prompts(style_prompt: str, prompt: str) -> str:
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if "{prompt}" in style_prompt:
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res = style_prompt.replace("{prompt}", prompt)
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else:
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original_prompt = prompt.strip()
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style_prompt = style_prompt.strip()
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parts = filter(None, (original_prompt, style_prompt))
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if original_prompt.endswith(","):
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res = " ".join(parts)
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else:
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res = ", ".join(parts)
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return res
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def apply_styles_to_prompt(prompt, styles):
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for style in styles:
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prompt = merge_prompts(style, prompt)
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return prompt
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def apply_styles_to_extra(p, style: Style):
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if style is None:
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return
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name_map = {
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'sampler': 'sampler_name',
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}
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from modules.generation_parameters_copypaste import parse_generation_parameters
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extra = parse_generation_parameters(style.extra)
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extra.pop('Prompt', None)
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extra.pop('Negative prompt', None)
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fields = []
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for k, v in extra.items():
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k = k.lower()
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k = k.replace(' ', '_')
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if k in name_map: # rename some fields
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k = name_map[k]
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if hasattr(p, k):
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orig = getattr(p, k)
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if type(orig) != type(v) and orig is not None:
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v = type(orig)(v)
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setattr(p, k, v)
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fields.append(f'{k}={v}')
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log.debug(f'Applying style: name="{style.name}" extra={fields}')
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class StyleDatabase:
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def __init__(self, opts):
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from modules import paths
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self.no_style = Style("None")
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self.styles = {}
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self.path = opts.styles_dir
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self.built_in = opts.extra_networks_styles
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if os.path.isfile(opts.styles_dir) or opts.styles_dir.endswith(".csv"):
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legacy_file = opts.styles_dir
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self.load_csv(legacy_file)
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opts.styles_dir = os.path.join(paths.models_path, "styles")
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self.path = opts.styles_dir
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os.makedirs(opts.styles_dir, exist_ok=True)
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self.save_styles(opts.styles_dir, verbose=True)
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log.debug(f'Migrated styles: file={legacy_file} folder={opts.styles_dir}')
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self.reload()
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if not os.path.isdir(opts.styles_dir):
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opts.styles_dir = os.path.join(paths.models_path, "styles")
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self.path = opts.styles_dir
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os.makedirs(opts.styles_dir, exist_ok=True)
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def load_style(self, fn, prefix=None):
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with open(fn, 'r', encoding='utf-8') as f:
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new_style = None
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try:
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all_styles = json.load(f)
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if type(all_styles) is dict:
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all_styles = [all_styles]
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for style in all_styles:
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if type(style) is not dict or "name" not in style:
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raise ValueError('cannot parse style')
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basename = os.path.splitext(os.path.basename(fn))[0]
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name = re.sub(r'[\t\r\n]', '', style.get("name", basename)).strip()
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if prefix is not None:
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name = os.path.join(prefix, name)
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else:
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name = os.path.join(os.path.dirname(os.path.relpath(fn, self.path)), name)
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new_style = Style(
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name=name,
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desc=style.get('description', name),
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prompt=style.get("prompt", ""),
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negative_prompt=style.get("negative", ""),
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extra=style.get("extra", ""),
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preview=style.get("preview", None),
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filename=fn,
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mtime=os.path.getmtime(fn),
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)
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self.styles[style["name"]] = new_style
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except Exception as e:
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log.error(f'Failed to load style: file={fn} error={e}')
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return new_style
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def reload(self):
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t0 = time.time()
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self.styles.clear()
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def list_folder(folder):
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import concurrent
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future_items = {}
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candidates = list(files_cache.list_files(folder, ext_filter=['.json'], recursive=files_cache.not_hidden))
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with concurrent.futures.ThreadPoolExecutor(max_workers=8) as executor:
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for fn in candidates:
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if os.path.isfile(fn) and fn.lower().endswith(".json"):
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future_items[executor.submit(self.load_style, fn, None)] = fn
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# self.load_style(fn)
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elif os.path.isdir(fn) and not fn.startswith('.'):
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list_folder(fn)
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self.styles = dict(sorted(self.styles.items(), key=lambda style: style[1].filename))
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if self.built_in:
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fn = os.path.join('html', 'art-styles.json')
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future_items[executor.submit(self.load_style, fn, 'built-in')] = fn
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for future in concurrent.futures.as_completed(future_items):
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future.result()
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list_folder(self.path)
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t1 = time.time()
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log.debug(f'Load styles: folder="{self.path}" items={len(self.styles.keys())} time={t1-t0:.2f}')
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def find_style(self, name):
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found = [style for style in self.styles.values() if style.name == name]
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return found[0] if len(found) > 0 else self.no_style
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def get_style_prompts(self, styles):
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if styles is None or not isinstance(styles, list):
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log.error(f'Invalid styles: {styles}')
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return []
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return [self.find_style(x).prompt for x in styles]
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def get_negative_style_prompts(self, styles):
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if styles is None or not isinstance(styles, list):
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log.error(f'Invalid styles: {styles}')
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return []
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return [self.find_style(x).negative_prompt for x in styles]
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def apply_styles_to_prompt(self, prompt, styles):
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if styles is None or not isinstance(styles, list):
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log.error(f'Invalid styles: {styles}')
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return prompt
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return apply_styles_to_prompt(prompt, [self.find_style(x).prompt for x in styles])
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def apply_negative_styles_to_prompt(self, prompt, styles):
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if styles is None or not isinstance(styles, list):
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log.error(f'Invalid styles: {styles}')
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return prompt
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return apply_styles_to_prompt(prompt, [self.find_style(x).negative_prompt for x in styles])
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def apply_styles_to_extra(self, p):
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if p.styles is None or not isinstance(p.styles, list):
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log.error(f'Invalid styles: {p.styles}')
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return
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for style in p.styles:
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s = self.find_style(style)
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apply_styles_to_extra(p, s)
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def save_styles(self, path, verbose=False):
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for name in list(self.styles):
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style = {
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"name": name,
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"prompt": self.styles[name].prompt,
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"negative": self.styles[name].negative_prompt,
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"extra": "",
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"preview": "",
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}
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keepcharacters = (' ','.','_')
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fn = "".join(c for c in name if c.isalnum() or c in keepcharacters).rstrip()
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fn = os.path.join(path, fn + ".json")
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try:
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with open(fn, 'w', encoding='utf-8') as f:
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json.dump(style, f, indent=2)
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if verbose:
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log.debug(f'Saved style: name={name} file={fn}')
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except Exception as e:
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log.error(f'Failed to save style: name={name} file={path} error={e}')
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count = len(list(self.styles))
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if count > 0:
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log.debug(f'Saved styles: folder="{path}" items={count}')
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def load_csv(self, legacy_file):
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if not os.path.isfile(legacy_file):
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return
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with open(legacy_file, "r", encoding="utf-8-sig", newline='') as file:
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reader = csv.DictReader(file, skipinitialspace=True)
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num = 0
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for row in reader:
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try:
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name = row["name"]
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prompt = row["prompt"] if "prompt" in row else row["text"]
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negative = row.get("negative_prompt", "") if "negative_prompt" in row else row.get("negative", "")
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self.styles[name] = Style(name, desc=name, prompt=prompt, negative_prompt=negative, extra="")
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log.debug(f'Migrated style: {self.styles[name].__dict__}')
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num += 1
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except Exception:
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log.error(f'Styles error: file="{legacy_file}" row={row}')
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log.info(f'Load legacy styles: file="{legacy_file}" loaded={num} created={len(list(self.styles))}')
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