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MEDIUM = 2
WEAK = 1
HAIR_TYPE_WEIGHT = 1.4
FEMALE_DIMS = {"layers", "updo", "curtain_fringe"}
def _base_scores(gender):
scores = {
"volume_top": 0,
"volume_sides": 0,
"longer_hair": 0,
"fringe": 0,
"clean_lines": 0,
"textured_top": 0,
"soft_texture": 0,
}
if gender == "Woman":
scores.update({"layers": 0, "updo": 0, "curtain_fringe": 0})
else:
scores["short_sides"] = 0
return scores
def apply_rules(traits, gender="Man"):
scores = _base_scores(gender)
is_female = gender == "Woman"
if traits.get("face_length") == "long":
scores["volume_sides"] += STRONG
scores["fringe"] += STRONG
scores["volume_top"] -= MEDIUM
scores["longer_hair"] -= MEDIUM if not is_female else WEAK
scores["clean_lines"] -= WEAK
if is_female:
scores["curtain_fringe"] += MEDIUM
scores["layers"] += MEDIUM
scores["updo"] -= MEDIUM
elif traits.get("face_length") == "short":
scores["volume_top"] += STRONG
scores["longer_hair"] += MEDIUM if not is_female else STRONG
scores["fringe"] -= MEDIUM
scores["volume_sides"] -= WEAK
if is_female:
scores["updo"] += MEDIUM
if traits.get("jaw") == "wide":
scores["soft_texture"] += STRONG
scores["longer_hair"] += WEAK if not is_female else MEDIUM
scores["clean_lines"] -= MEDIUM
if is_female:
scores["layers"] += MEDIUM
scores["curtain_fringe"] += MEDIUM
scores["volume_sides"] -= MEDIUM
else:
scores["volume_top"] += MEDIUM
scores["short_sides"] -= STRONG
elif traits.get("jaw") == "narrow":
scores["volume_sides"] += MEDIUM if not is_female else STRONG
scores["clean_lines"] += WEAK
scores["soft_texture"] -= WEAK
if is_female:
scores["layers"] += MEDIUM
else:
scores["short_sides"] += STRONG
if traits.get("jaw_height") == "high":
scores["longer_hair"] += MEDIUM
scores["volume_top"] -= MEDIUM
if is_female:
scores["layers"] += WEAK
else:
scores["soft_texture"] += WEAK
scores["short_sides"] -= WEAK
elif traits.get("jaw_height") == "low":
scores["volume_top"] += MEDIUM
scores["fringe"] += WEAK
scores["longer_hair"] -= WEAK
if traits.get("eyes") == "wide":
scores["clean_lines"] += MEDIUM
scores["volume_top"] += MEDIUM if not is_female else WEAK
scores["volume_sides"] -= WEAK
if is_female:
scores["curtain_fringe"] -= WEAK
elif traits.get("eyes") == "close":
scores["volume_sides"] += MEDIUM
scores["fringe"] -= MEDIUM
if is_female:
scores["curtain_fringe"] += STRONG
else:
scores["soft_texture"] += WEAK
scores["clean_lines"] -= WEAK
if traits.get("eye_openness") == "narrow":
scores["volume_top"] += MEDIUM
scores["fringe"] -= STRONG
if is_female:
scores["curtain_fringe"] -= MEDIUM
else:
scores["clean_lines"] += WEAK
elif traits.get("eye_openness") == "open":
scores["fringe"] += MEDIUM
scores["textured_top"] += WEAK
if is_female:
scores["curtain_fringe"] += MEDIUM
if traits.get("lips") == "wide":
scores["soft_texture"] += MEDIUM
scores["clean_lines"] -= WEAK
if is_female:
scores["layers"] += WEAK
else:
scores["volume_top"] += WEAK
elif traits.get("lips") == "narrow":
scores["clean_lines"] += MEDIUM
if is_female:
scores["updo"] += WEAK
else:
scores["short_sides"] += WEAK
scores["soft_texture"] -= WEAK
if traits.get("nose") == "upper-dominant":
scores["fringe"] += MEDIUM if not is_female else STRONG
scores["volume_top"] -= STRONG
if is_female:
scores["curtain_fringe"] += MEDIUM
else:
scores["volume_sides"] += WEAK
elif traits.get("nose") == "lower-dominant":
scores["volume_top"] += STRONG
scores["fringe"] -= MEDIUM
if is_female:
scores["updo"] += WEAK
else:
scores["longer_hair"] += WEAK
if traits.get("lower_face") == "long":
scores["longer_hair"] += MEDIUM
scores["soft_texture"] += MEDIUM
if is_female:
scores["layers"] += WEAK
else:
scores["short_sides"] -= WEAK
elif traits.get("lower_face") == "short":
scores["clean_lines"] += MEDIUM
scores["longer_hair"] -= WEAK
if not is_female:
scores["short_sides"] += MEDIUM
if traits.get("chin") == "prominent":
scores["longer_hair"] += MEDIUM if not is_female else STRONG
scores["soft_texture"] += MEDIUM if not is_female else STRONG
scores["clean_lines"] -= WEAK if not is_female else MEDIUM
if is_female:
scores["layers"] += MEDIUM
else:
scores["textured_top"] += STRONG
scores["short_sides"] -= WEAK
elif traits.get("chin") == "recessed":
scores["volume_top"] += STRONG
scores["clean_lines"] += WEAK
scores["longer_hair"] -= WEAK
if is_female:
scores["updo"] += WEAK
else:
scores["short_sides"] += MEDIUM
scores["textured_top"] -= MEDIUM
if traits.get("facial_thirds") == "lower_dominant":
scores["volume_top"] += STRONG
scores["fringe"] -= MEDIUM
scores["longer_hair"] -= WEAK
if is_female:
scores["updo"] += MEDIUM
elif traits.get("facial_thirds") == "middle_dominant":
scores["fringe"] += MEDIUM
scores["volume_top"] -= MEDIUM
if is_female:
scores["curtain_fringe"] += MEDIUM
else:
scores["volume_sides"] += WEAK
if traits.get("forehead") == "high":
scores["fringe"] += STRONG
scores["volume_top"] -= MEDIUM
if is_female:
scores["curtain_fringe"] += MEDIUM
scores["updo"] -= MEDIUM
elif traits.get("forehead") == "low":
scores["fringe"] -= STRONG
if is_female:
scores["updo"] += MEDIUM
scores["curtain_fringe"] -= MEDIUM
else:
scores["volume_top"] += WEAK
scores["textured_top"] += WEAK
if traits.get("thirds_balance") == "imbalanced":
scores["soft_texture"] += MEDIUM
scores["clean_lines"] -= MEDIUM
if is_female:
scores["layers"] += MEDIUM
if traits.get("hair_type") == "curly":
scores["soft_texture"] += MEDIUM * HAIR_TYPE_WEIGHT
scores["textured_top"] += MEDIUM * HAIR_TYPE_WEIGHT
scores["clean_lines"] -= WEAK * HAIR_TYPE_WEIGHT
scores["longer_hair"] -= WEAK * HAIR_TYPE_WEIGHT
elif traits.get("hair_type") in ("straight", "wavy"):
scores["clean_lines"] += WEAK * HAIR_TYPE_WEIGHT
scores["longer_hair"] += WEAK * HAIR_TYPE_WEIGHT
elif traits.get("hair_type") == "coily":
scores["soft_texture"] += STRONG * HAIR_TYPE_WEIGHT
scores["textured_top"] += STRONG * HAIR_TYPE_WEIGHT
scores["volume_top"] += MEDIUM * HAIR_TYPE_WEIGHT
scores["clean_lines"] -= MEDIUM * HAIR_TYPE_WEIGHT
scores["longer_hair"] -= MEDIUM * HAIR_TYPE_WEIGHT
if traits.get("hairline") == "receding":
scores["textured_top"] += WEAK
scores["fringe"] -= STRONG
scores["volume_top"] -= WEAK
if not is_female:
scores["short_sides"] += WEAK
elif traits.get("hairline") == "uneven":
scores["fringe"] -= MEDIUM
scores["soft_texture"] += WEAK
scores = _apply_interaction_rules(scores, traits, gender)
scores = _apply_symmetry_modulation(scores, traits, gender)
scores = _apply_hard_constraints(scores, traits)
scores = clamp_scores(scores)
return scores
def _apply_interaction_rules(scores, traits, gender):
is_female = gender == "Woman"
if traits.get("face_length") == "long" and traits.get("forehead") == "high":
scores["fringe"] += MEDIUM if not is_female else WEAK
scores["volume_sides"] += WEAK
scores["volume_top"] -= STRONG if not is_female else MEDIUM
if is_female:
scores["curtain_fringe"] += WEAK
scores["updo"] -= WEAK
else:
scores["longer_hair"] -= MEDIUM
scores["clean_lines"] -= WEAK
if traits.get("face_length") == "long" and traits.get("jaw") == "narrow":
scores["volume_sides"] += WEAK if not is_female else MEDIUM
if is_female:
scores["layers"] += MEDIUM
scores["curtain_fringe"] += WEAK
scores["volume_top"] -= WEAK
scores["updo"] -= WEAK
else:
scores["short_sides"] -= WEAK
if traits.get("face_length") == "short" and traits.get("jaw") == "narrow":
scores["volume_top"] += MEDIUM
scores["clean_lines"] += WEAK
scores["fringe"] -= MEDIUM
scores["volume_sides"] -= WEAK
if is_female:
scores["updo"] += MEDIUM
else:
scores["short_sides"] += MEDIUM
if traits.get("jaw") == "wide" and traits.get("chin") == "prominent":
scores["soft_texture"] += STRONG
scores["textured_top"] += MEDIUM
scores["longer_hair"] += WEAK if not is_female else MEDIUM
scores["short_sides"] -= MEDIUM
scores["clean_lines"] -= MEDIUM
if is_female:
scores["layers"] += MEDIUM
scores["curtain_fringe"] += WEAK
scores["updo"] -= WEAK
if traits.get("jaw") == "narrow" and traits.get("chin") == "recessed":
scores["clean_lines"] += MEDIUM if not is_female else WEAK
scores["volume_top"] += WEAK
scores["soft_texture"] -= WEAK
if is_female:
scores["longer_hair"] -= WEAK
if traits.get("face_length") != "long" and traits.get("forehead") != "high":
scores["updo"] += WEAK
else:
scores["short_sides"] += MEDIUM
if traits.get("eyes") == "close" and traits.get("forehead") == "low":
scores["volume_sides"] += MEDIUM
scores["volume_top"] += WEAK
scores["soft_texture"] += WEAK
scores["fringe"] -= STRONG
if is_female:
scores["curtain_fringe"] += MEDIUM
if traits.get("eyes") == "wide" and traits.get("forehead") == "high":
scores["fringe"] += MEDIUM if not is_female else WEAK
scores["volume_top"] -= MEDIUM if not is_female else WEAK
if traits.get("eye_openness") == "narrow" and traits.get("face_length") == "long":
scores["volume_sides"] += WEAK if not is_female else MEDIUM
scores["fringe"] -= MEDIUM
if is_female:
scores["layers"] += WEAK
scores["curtain_fringe"] -= WEAK
if traits.get("eye_openness") == "narrow" and traits.get("forehead") == "high":
scores["fringe"] += MEDIUM
scores["volume_top"] -= WEAK
if is_female:
scores["curtain_fringe"] += WEAK
scores["soft_texture"] += WEAK
else:
scores["textured_top"] += WEAK
if (traits.get("facial_thirds") == "lower_dominant" and traits.get("chin") == "prominent"):
scores["soft_texture"] += MEDIUM
scores["clean_lines"] -= WEAK
if is_female:
scores["layers"] += MEDIUM
else:
scores["textured_top"] += MEDIUM
if traits.get("face_length") != "long":
scores["volume_top"] += MEDIUM
if is_female:
scores["updo"] += WEAK
else:
scores["volume_sides"] += MEDIUM
if is_female:
scores["curtain_fringe"] += WEAK
if (traits.get("facial_thirds") == "middle_dominant"
and traits.get("face_length") == "long"):
scores["volume_top"] -= WEAK
scores["volume_sides"] += WEAK
if is_female:
scores["fringe"] += WEAK
scores["curtain_fringe"] += WEAK
else:
scores["fringe"] += WEAK
if traits.get("symmetry") == "low" and traits.get("jaw") == "wide":
scores["soft_texture"] += WEAK
scores["clean_lines"] -= WEAK
if is_female:
scores["layers"] += MEDIUM
scores["updo"] -= WEAK
else:
scores["textured_top"] += MEDIUM
scores["short_sides"] -= WEAK
return scores
def _apply_symmetry_modulation(scores, traits, gender):
is_female = gender == "Woman"
TEXTURE_KEYS = ["soft_texture", "volume_sides", "fringe", "textured_top"]
CLEAN_KEYS = ["clean_lines"]
if is_female:
TEXTURE_KEYS = ["soft_texture", "volume_sides", "fringe",
"curtain_fringe", "layers"]
CLEAN_KEYS = ["clean_lines", "updo"]
else:
CLEAN_KEYS = ["clean_lines", "short_sides"]
if traits.get("symmetry") == "low":
for k in TEXTURE_KEYS:
scores[k] = scores[k] * 1.3 + 1
for k in CLEAN_KEYS:
scores[k] = scores[k] * 0.7
elif traits.get("symmetry") == "high":
for k in CLEAN_KEYS:
scores[k] = scores[k] * 1.2
scores["clean_lines"] += WEAK
for k in TEXTURE_KEYS:
scores[k] = scores[k] * 0.9
return scores
def _apply_hard_constraints(scores, traits):
if traits.get("hairline") == "receding":
scores["fringe"] = min(scores["fringe"], -2)
return scores
def clamp_scores(scores, min_score=-5, max_score=10):
if scores is None:
raise ValueError("clamp_scores received None")
return {
k: max(min_score, min(max_score, v))
for k, v in scores.items()
} |