Extract SDXL tag policy
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from __future__ import annotations
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import re
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from typing import Any
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try:
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from . import formatter_input as input_policy
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from . import route_metadata as route_metadata_policy
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from . import sdxl_presets as sdxl_policy
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from . import sdxl_tag_routes
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except ImportError: # Allows local smoke tests with `python -c`.
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import formatter_input as input_policy
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import route_metadata as route_metadata_policy
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import sdxl_presets as sdxl_policy
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import sdxl_tag_routes
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PROMPT_FIELD_LABELS = input_policy.prompt_field_labels()
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def clean(value: Any) -> str:
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return input_policy.clean_text(value)
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def prompt_field(text: str, label: str) -> str:
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return input_policy.prompt_field(text, label, field_labels=PROMPT_FIELD_LABELS)
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def row_value(row: dict[str, Any], key: str, labels: tuple[str, ...] = ()) -> str:
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return input_policy.row_value(row, key, labels, field_labels=PROMPT_FIELD_LABELS)
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def split_tag_text(text: Any) -> list[str]:
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text = clean(text)
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if not text:
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return []
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text = re.sub(r"\bWoman [A-Z]'s\b", "woman's", text)
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text = re.sub(r"\bMan [A-Z]'s\b", "man's", text)
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text = re.sub(r"\bWoman [A-Z]\b", "woman", text)
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text = re.sub(r"\bMan [A-Z]\b", "man", text)
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text = re.sub(
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r"\b(?:Clothing state|Visual clothing state|visible remaining styling|teaser outfit detail|softcore visual reference|Sexual scene|Role graph):\s*",
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"",
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text,
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flags=re.IGNORECASE,
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)
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text = re.sub(r"\b(?:and|with)\b", ",", text, flags=re.IGNORECASE)
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parts = re.split(r"\s*[,;]\s*", text)
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return [clean(part).strip(" .") for part in parts if clean(part).strip(" .")]
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def tag_key(tag: str) -> str:
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text = clean(tag).lower()
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text = re.sub(r"^\((.*?):[0-9.]+\)$", r"\1", text)
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text = text.strip("() ")
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return text
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def add(tags: list[str], seen: set[str], value: Any) -> None:
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for tag in split_tag_text(value):
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key = tag_key(tag)
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if key and key not in seen:
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tags.append(tag)
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seen.add(key)
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def add_one(tags: list[str], seen: set[str], tag: str) -> None:
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tag = clean(tag).strip(" ,")
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key = tag_key(tag)
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if tag and key and key not in seen:
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tags.append(tag)
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seen.add(key)
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def metadata_family_tags(row: dict[str, Any]) -> list[str]:
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tags: list[str] = []
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action_family = route_metadata_policy.row_action_family(row)
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tags.extend(sdxl_policy.SDXL_ACTION_FAMILY_TAGS.get(action_family, ()))
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position_family = route_metadata_policy.row_position_family(row)
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tags.extend(sdxl_policy.SDXL_POSITION_FAMILY_TAGS.get(position_family, ()))
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for key in route_metadata_policy.row_position_keys(row, include_unknown=True):
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key_text = clean(key)
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if key_text:
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tags.append(key_text.replace("_", " "))
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return tags
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def formatter_hint_tags(*rows: dict[str, Any]) -> list[str]:
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tags: list[str] = []
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for row in rows:
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if not isinstance(row, dict):
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continue
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for hint in route_metadata_policy.row_formatter_hints(row, "sdxl"):
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hint = clean(hint).strip(" ,.")
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if hint and hint not in tags:
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tags.append(hint)
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return tags
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def combine_tags(*parts: Any) -> str:
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tags: list[str] = []
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seen: set[str] = set()
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for part in parts:
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add(tags, seen, part)
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return ", ".join(tags)
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def combine_negative(*parts: Any) -> str:
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return combine_tags(*(part for part in parts if clean(part)))
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def count_tag(women_count: int = 0, men_count: int = 0) -> list[str]:
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tags = []
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if women_count > 0:
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tags.append(f"{women_count}woman" if women_count == 1 else f"{women_count}women")
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if men_count > 0:
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tags.append(f"{men_count}man" if men_count == 1 else f"{men_count}men")
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return tags
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def infer_counts(row: dict[str, Any]) -> tuple[int, int]:
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try:
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women = int(row.get("women_count") or 0)
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men = int(row.get("men_count") or 0)
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except (TypeError, ValueError):
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women = men = 0
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if women or men:
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return women, men
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subject = clean(row.get("subject_type") or row.get("primary_subject")).lower()
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phrase = clean(row.get("subject_phrase")).lower()
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text = f"{subject} {phrase}"
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if "two women" in text:
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return 2, 0
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if "two men" in text:
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return 0, 2
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if "woman and" in text or "woman a" in text and "man a" in text:
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return 1, 1
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if "group" in text:
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return 2, 2
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if "man" in text and "woman" not in text:
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return 0, 1
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return 1, 0
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def character_tags_from_descriptor(descriptor: Any) -> list[str]:
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text = clean(descriptor)
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text = re.sub(r"\bWoman [A-Z]\s*/\s*primary creator:\s*", "", text)
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text = re.sub(r"\b(?:Woman|Man) [A-Z]:\s*", "", text)
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text = re.sub(r"\balongside\b", ",", text, flags=re.IGNORECASE)
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parts = split_tag_text(text)
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cleaned = []
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for part in parts:
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part = re.sub(r"\bfigure\b", "build", part, flags=re.IGNORECASE)
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part = part.replace("adult adult", "adult")
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cleaned.append(part)
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return cleaned
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def normal_character_tags(row: dict[str, Any]) -> list[str]:
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descriptor = (
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clean(row.get("cast_descriptor_text"))
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or prompt_field(row.get("prompt", ""), "Characters")
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or prompt_field(row.get("prompt", ""), "Cast descriptors")
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)
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if descriptor:
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return character_tags_from_descriptor(descriptor)
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parts = [
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clean(row.get("age") or row.get("age_band")),
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clean(row.get("subject_phrase") or row.get("subject_type") or row.get("primary_subject")),
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clean(row.get("body_phrase") or row.get("body") or row.get("body_type")),
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clean(row.get("skin")),
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clean(row.get("hair")),
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clean(row.get("eyes")),
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]
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return [part for part in parts if part and part not in ("woman", "man", "single_any")]
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def camera_tags_from_config(config: Any) -> list[str]:
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if not isinstance(config, dict):
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return []
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if clean(config.get("camera_detail")) == "off" or clean(config.get("camera_mode")) == "disabled":
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return []
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custom = clean(config.get("custom_camera_prompt"))
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tags = split_tag_text(custom)
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direction = clean(config.get("orbit_direction"))
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elevation = clean(config.get("orbit_elevation_label"))
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distance = clean(config.get("orbit_distance_label"))
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for value in (direction, elevation, distance):
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if value and value != "auto":
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tags.extend(split_tag_text(value))
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for key in ("angle", "shot_size", "distance", "lens", "orientation", "subject_focus"):
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value = clean(config.get(key)).replace("_", " ")
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if value and value != "auto":
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tags.append(value)
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return tags
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def camera_tags(row: dict[str, Any], directive: Any = "", config: Any = None) -> list[str]:
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tags = split_tag_text(directive)
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tags.extend(camera_tags_from_config(config if config is not None else row.get("camera_config")))
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camera_directive = clean(row.get("camera_directive"))
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if camera_directive:
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tags.extend(split_tag_text(camera_directive))
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out = []
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for tag in tags:
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tag = tag.replace("0-degree front view", "(front facing:1.15)")
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tag = tag.replace("front view", "(front facing:1.15)")
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tag = tag.replace("right side view", "side view")
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tag = tag.replace("left side view", "side view")
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out.append(tag)
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return out
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def explicit_tags(text: str, nude_weight: float) -> list[str]:
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lower = text.lower()
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tags: list[str] = []
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if any(token in lower for token in ("fully nude", "fully exposed", "naked", "bare skin unobstructed", "explicit_nude")):
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tags.append(f"(naked:{nude_weight:.2f})")
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if any(token in lower for token in ("nipples", "breasts exposed", "bare breasts", "nipple")):
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tags.append("nipples")
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if any(token in lower for token in ("pussy", "vulva", "genitals")):
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tags.append("pussy")
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if any(token in lower for token in ("penis", "cock")):
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tags.append("penis")
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if "penetration" in lower or "thrust" in lower:
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tags.append("penetration")
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if "vaginal" in lower:
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tags.append("pussy")
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if "oral" in lower or "mouth" in lower:
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tags.append("oral sex")
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if "anal" in lower:
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tags.append("anal sex")
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if any(token in lower for token in ("semen", "ejaculates", "cum ")):
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tags.append("semen")
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return tags
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def tag_route_dependencies() -> sdxl_tag_routes.SDXLTagRouteDependencies:
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return sdxl_tag_routes.SDXLTagRouteDependencies(
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clean=clean,
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row_value=row_value,
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tag_key=tag_key,
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add=add,
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add_one=add_one,
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count_tag=count_tag,
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infer_counts=infer_counts,
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normal_character_tags=normal_character_tags,
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character_tags_from_descriptor=character_tags_from_descriptor,
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metadata_family_tags=metadata_family_tags,
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formatter_hint_tags=formatter_hint_tags,
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camera_tags=camera_tags,
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explicit_tags=explicit_tags,
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)
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