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body_type_classifier.py

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+import math
+
+# ===========================
+# 男性體型分類
+# ===========================
+def classify_male_body_type(body_measurements):
+    """
+    根據胸圍、腰圍、臀圍判斷男生體型：
+    回傳其中一個：
+        "矩形", "三角形", "倒三角", "梯形", "橢圓形"
+    """
+
+    C = body_measurements["chest circumference"]   # 胸圍
+    W = body_measurements["waist circumference"]   # 腰圍
+    H = body_measurements["hip circumference"]     # 臀圍
+
+    if C <= 0 or W <= 0 or H <= 0:
+        raise ValueError("胸圍、腰圍、臀圍必須為正數")
+
+    # 1) 轉成比例（避免整體放大時結果改變）
+    total = C + W + H
+    pC, pW, pH = C / total, W / total, H / total
+    v = (pC, pW, pH)
+
+    # 2) 各體型的「理想比例」（pC, pW, pH）
+    ideal_patterns = {
+        "矩形":   (0.34, 0.32, 0.34),
+        "三角形": (0.32, 0.31, 0.37),
+        "倒三角": (0.37, 0.31, 0.32),
+        "梯形":   (0.36, 0.31, 0.33),
+        "橢圓形": (0.32, 0.36, 0.32),
+    }
+
+    # 3) 表格規則的門檻
+    def gate_rect(C, W, H):
+        # 胸臀差 ≤ 5%，腰比胸臀小
+        diff_CH = abs(C - H) / max(C, H)
+        return diff_CH <= 0.05 and W <= min(C, H)
+
+    def gate_tri(C, W, H):
+        # 三角形（下寬上窄）：臀比胸大 > 10%，且腰比胸臀都小
+        return (H >= C * 1.10) and (W <= min(C, H))
+
+    def gate_inv(C, W, H):
+        # 倒三角（上寬下窄）：胸比臀大 > 10%，且腰比胸臀都小
+        return (C >= H * 1.10) and (W <= min(C, H))
+
+    def gate_trap(C, W, H):
+        # 梯形：胸比臀大 5%～10%，腰比胸臀小
+        return (C > H * 1.05) and (C <= H * 1.10) and (W <= min(C, H))
+
+    def gate_oval(C, W, H):
+        # 橢圓形：腰比胸臀都大 5% 以上
+        return (W >= C * 1.05) and (W >= H * 1.05)
+
+    gates = {
+        "矩形": gate_rect,
+        "三角形": gate_tri,
+        "倒三角": gate_inv,
+        "梯形": gate_trap,
+        "橢圓形": gate_oval,
+    }
+
+    def dist(a, b):
+        return math.sqrt(
+            (a[0] - b[0]) ** 2 +
+            (a[1] - b[1]) ** 2 +
+            (a[2] - b[2]) ** 2
+        )
+
+    # 4) 先找有通過門檻的
+    candidates = []
+    for name in ideal_patterns.keys():
+        if gates[name](C, W, H):
+            d = dist(v, ideal_patterns[name])
+            candidates.append((d, name))
+
+    if candidates:
+        candidates.sort()
+        return candidates[0][1]
+
+    # 5) 若完全沒有門檻通過，就純看誰最接近 ideal pattern
+    best_name = None
+    best_d = float("inf")
+    for name, ideal_v in ideal_patterns.items():
+        d = dist(v, ideal_v)
+        if d < best_d:
+            best_d = d
+            best_name = name
+
+    return best_name
+
+
+# ===========================
+# 女性體型分類
+# ===========================
+def classify_female_body_type(body_measurements):
+    """
+    使用【比例】而不是【公分】來判斷女性體型，並引入 ideal_patterns + 距離判斷：
+    - 沙漏型：胸 & 臀 都明顯 > 腰，且胸臀相近
+    - 蘋果型：腰明顯 > 臀（且多半 ≥ 胸）
+    - 梨型：臀明顯 > 肩寬x2
+    - 倒三角型：肩寬x2 明顯 > 臀
+    - H 型：胸/腰/臀差距都不大、肩寬x2 與 臀也接近
+
+    回傳：
+        "蘋果型", "梨型", "沙漏型", "倒三角型", "H 型"
+    """
+
+    C = body_measurements["chest circumference"]   # 胸圍（任意長度單位）
+    W = body_measurements["waist circumference"]   # 腰圍
+    H = body_measurements["hip circumference"]     # 臀圍
+    S = body_measurements["shoulder breadth"]      # 肩寬（寬度，不是圍度）
+    shoulders2 = S * 2
+
+    if min(C, W, H, shoulders2) <= 0:
+        raise ValueError("胸/腰/臀/肩寬 必須為正數")
+
+    # ========= 1) 轉成比例（不吃單位） =========
+    total = C + W + H
+    pC, pW, pH = C / total, W / total, H / total
+    v = (pC, pW, pH)
+
+    # ========= 2) 各體型的 ideal pattern（比例） =========
+    ideal_patterns = {
+        "沙漏型":   (0.35, 0.30, 0.35),  # 胸 & 臀大、腰細
+        "蘋果型":   (0.32, 0.36, 0.32),  # 腰較大
+        "梨型":     (0.32, 0.31, 0.37),  # 臀較大
+        "倒三角型": (0.37, 0.31, 0.32),  # 胸較大
+        "H 型":     (0.34, 0.32, 0.34),  # 三者接近
+    }
+
+    def dist(a, b):
+        return math.sqrt(
+            (a[0] - b[0]) ** 2 +
+            (a[1] - b[1]) ** 2 +
+            (a[2] - b[2]) ** 2
+        )
+
+    # ========= 3) 定義比例型 gate（門檻） =========
+    cw_ratio = (C - W) / W              # 胸比腰大幾%
+    hw_ratio = (H - W) / W              # 臀比腰大幾%
+    hip_shoulder_diff = (H - shoulders2) / H  # 臀比肩寬x2 大幾%（<0 表肩更寬）
+
+    ch_diff_ratio = abs(C - H) / max(C, H)    # 胸���接近程度
+    w_vs_ch_hip = (W - min(C, H)) / min(C, H) # 腰比胸/臀大多少（判斷蘋果用）
+
+    # 沙漏型 gate：胸 & 臀 都比腰大，且胸臀接近
+    def gate_hourglass(C, W, H, shoulders2):
+        return (cw_ratio >= 0.25 and hw_ratio >= 0.30 and ch_diff_ratio <= 0.07)
+
+    # 蘋果型 gate：腰明顯 > 臀（通常也 ≥ 胸）
+    def gate_apple(C, W, H, shoulders2):
+        return (W >= max(C, H)) and ((W - H) / H > 0.03)
+
+    # 梨型 gate：臀明顯 > 肩寬x2（原本「> 3cm」，改成約 3%）
+    def gate_pear(C, W, H, shoulders2):
+        return hip_shoulder_diff > 0.03
+
+    # 倒三角 gate：肩寬x2 明顯 > 臀
+    def gate_inv_tri(C, W, H, shoulders2):
+        return hip_shoulder_diff < -0.03
+
+    # H 型 gate：肩寬x2 與 臀差距小，胸臀也跟腰差距不算大
+    def gate_h(C, W, H, shoulders2):
+        return (
+            abs(hip_shoulder_diff) <= 0.03 and
+            abs(cw_ratio) <= 0.25 and
+            abs(hw_ratio) <= 0.25 and
+            w_vs_ch_hip < 0.10   # 腰不會比胸/臀大太多（避免蘋果）
+        )
+
+    gates = {
+        "沙漏型": gate_hourglass,
+        "蘋果型": gate_apple,
+        "梨型": gate_pear,
+        "倒三角型": gate_inv_tri,
+        "H 型": gate_h,
+    }
+
+    # ========= 4) 先找「有通過門檻」的體型，裡面選距離最近 =========
+    candidates = []
+    for name in ideal_patterns.keys():
+        if gates[name](C, W, H, shoulders2):
+            d = dist(v, ideal_patterns[name])
+            candidates.append((d, name))
+
+    if candidates:
+        candidates.sort()
+        return candidates[0][1]
+
+    # ========= 5) 若完全沒有門檻通過，就純看 ideal pattern 距離 =========
+    best_name = None
+    best_d = float("inf")
+    for name, ideal_v in ideal_patterns.items():
+        d = dist(v, ideal_v)
+        if d < best_d:
+            best_d = d
+            best_name = name
+
+    return best_name
+
+
+# ===========================
+# 測試範例
+# ===========================
+if __name__ == "__main__":
+    # === 男性測試資料（用你之前那組） ===
+    male_body_measurements = {
+        "height": 196.27,
+        "shoulder to crotch height": 77.3,
+        "arm left length": 55.35,
+        "arm right length": 58.13,
+        "inside leg height": 81.09,
+        "shoulder breadth": 62.82,
+        "arm length (shoulder to elbow)": 36.15,
+        "crotch height": 83.7,
+        "Hip circumference max height": 94.81,
+        "arm length (spine to wrist)": 32.54,
+        "head circumference": 60.98,
+        "neck circumference": 33.72,
+        "chest circumference": 150.78,
+        "waist circumference": 154.85,
+        "hip circumference": 158.92,
+        "wrist right circumference": 25.12,
+        "bicep right circumference": 39.0,
+        "forearm right circumference": 35.64,
+        "thigh left circumference": 72.86,
+        "calf left circumference": 49.86,
+        "ankle left circumference": 29.34
+    }
+
+    male_type = classify_male_body_type(male_body_measurements)
+    print("男性體型判斷結果：", male_type)
+
+    # === 女性測試資料（先給一組假資料，你之後可以換成實際量測） ===
+    female_body_measurements = {
+        "height": 165.0,
+        "shoulder to crotch height": 60.0,
+        "arm left length": 50.0,
+        "arm right length": 50.0,
+        "inside leg height": 75.0,
+        "shoulder breadth": 40.0,          # 肩寬 40 → 肩寬x2 = 80
+        "arm length (shoulder to elbow)": 30.0,
+        "crotch height": 78.0,
+        "Hip circumference max height": 95.0,
+        "arm length (spine to wrist)": 30.0,
+        "head circumference": 55.0,
+        "neck circumference": 33.0,
+        "chest circumference": 90.0,       # 胸 90
+        "waist circumference": 70.0,       # 腰 70
+        "hip circumference": 95.0,         # 臀 95
+        "wrist right circumference": 16.0,
+        "bicep right circumference": 28.0,
+        "forearm right circumference": 24.0,
+        "thigh left circumference": 55.0,
+        "calf left circumference": 36.0,
+        "ankle left circumference": 22.0
+    }
+
+    female_type = classify_female_body_type(female_body_measurements)
+    print("女性體型判斷結果：", female_type)

colors.json

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+{
+  "colors": {
+    "中藍":   { "en": "medium blue",   "hex": "#3366AA", "tags": ["cool", "medium", "casual", "denim-friendly"] },
+    "咖啡色": { "en": "coffee brown",  "hex": "#5A3E2B", "tags": ["warm", "dark", "earth", "casual"] },
+    "深藍":   { "en": "navy blue",     "hex": "#1E2A78", "tags": ["cool", "dark", "formal"] },
+    "深紫":   { "en": "deep purple",   "hex": "#4B0082", "tags": ["cool", "dark", "formal", "accent"] },
+    "黑":     { "en": "black",         "hex": "#000000", "tags": ["neutral", "dark", "formal", "basic"] },
+    "白":     { "en": "white",         "hex": "#FFFFFF", "tags": ["neutral", "light", "formal", "basic"] },
+    "米白":   { "en": "off white",     "hex": "#F5F1E3", "tags": ["neutral", "light", "soft", "basic"] },
+    "灰":     { "en": "gray",          "hex": "#808080", "tags": ["neutral", "medium", "formal", "basic"] },
+    "灰色":   { "en": "gray",          "hex": "#808080", "tags": ["neutral", "medium", "formal", "basic"] },
+
+    "淺藍":   { "en": "light blue",    "hex": "#9EC9FF", "tags": ["cool", "light", "soft", "casual"] },
+    "淺紫":   { "en": "light purple",  "hex": "#C3A6FF", "tags": ["cool", "light", "soft", "cute"] },
+    "深棕色": { "en": "dark brown",    "hex": "#4B2E19", "tags": ["warm", "dark", "earth", "formal"] },
+    "藍色":   { "en": "blue",          "hex": "#1F75FE", "tags": ["cool", "medium", "casual", "denim-friendly"] },
+    "粉":     { "en": "pink",          "hex": "#FFC0CB", "tags": ["warm", "light", "cute", "accent"] },
+    "桃紅":   { "en": "peach pink",    "hex": "#FF728B", "tags": ["warm", "medium", "bright", "accent"] },
+    "藍牛仔": { "en": "denim blue",    "hex": "#3C5A92", "tags": ["cool", "medium", "denim", "casual"] },
+    "深藍牛仔": { "en": "dark denim",  "hex": "#2C3E50", "tags": ["cool", "dark", "denim", "casual"] },
+
+    "卡其":   { "en": "khaki",         "hex": "#C3B091", "tags": ["neutral", "light", "earth", "casual"] },
+    "橄欖綠": { "en": "olive green",   "hex": "#708238", "tags": ["warm", "medium", "earth", "casual"] },
+    "酒紅":   { "en": "burgundy",      "hex": "#800020", "tags": ["warm", "dark", "formal", "accent"] },
+    "駝色":   { "en": "camel",         "hex": "#C19A6B", "tags": ["warm", "medium", "earth", "casual"] },
+    "深綠":   { "en": "dark green",    "hex": "#00563F", "tags": ["cool", "dark", "formal", "earth"] },
+    "綠":     { "en": "green",         "hex": "#008000", "tags": ["cool", "medium", "casual"] },
+
+    "深灰":   { "en": "dark gray",     "hex": "#555555", "tags": ["neutral", "dark", "formal", "basic"] },
+    "淺灰":   { "en": "light gray",    "hex": "#D3D3D3", "tags": ["neutral", "light", "basic"] },
+    "銀":     { "en": "silver",        "hex": "#C0C0C0", "tags": ["neutral", "light", "metallic", "accent"] },
+    "金":     { "en": "gold",          "hex": "#FFD700", "tags": ["warm", "light", "metallic", "accent"] },
+    "橘":     { "en": "orange",        "hex": "#FFA500", "tags": ["warm", "bright", "accent"] },
+    "紅":     { "en": "red",           "hex": "#FF0000", "tags": ["warm", "bright", "accent"] },
+    "黃":     { "en": "yellow",        "hex": "#FFFF00", "tags": ["warm", "bright", "accent"] },
+    "米色":   { "en": "beige",         "hex": "#F5F5DC", "tags": ["warm", "light", "earth", "basic"] }
+  },
+
+  "skin_tone_to_palette": {
+    "male_Type I": "male_cool_fair",
+    "male_Type II": "male_cool_fair",
+    "male_Type III": "male_cool_fair",
+    "male_Type IV": "male_neutral_yellow",
+    "male_Type V": "male_neutral_yellow",
+    "male_Type VI": "male_neutral_yellow",
+    "male_Type VII": "male_warm_wheat",
+    "male_Type VIII": "male_warm_wheat",
+    "male_Type IX": "male_warm_wheat",
+    "male_Type X": "male_warm_wheat",
+    "male_Type XI": "male_warm_wheat",
+
+    "female_Type I": "female_cool_fair",
+    "female_Type II": "female_cool_fair",
+    "female_Type III": "female_cool_fair",
+    "female_Type IV": "female_warm",
+    "female_Type V": "female_warm",
+    "female_Type VI": "female_warm",
+    "female_Type VII": "female_healthy_wheat",
+    "female_Type VIII": "female_healthy_wheat",
+    "female_Type IX": "female_healthy_wheat",
+    "female_Type X": "female_healthy_wheat",
+    "female_Type XI": "female_healthy_wheat"
+  },
+
+
+  "palettes": {
+    "male_cool_fair": {
+      "note": "男-冷色調白皙膚色 (禁忌白色調)。大地色系避免作為主色。",
+      "combos": [
+        { "top": "粉",     "bottoms": ["藍牛仔", "卡其", "駝色", "咖啡色", "深棕色", "灰", "黑"] },
+        { "top": "淺藍",   "bottoms": ["深藍", "咖啡色", "粉", "黑", "灰"] },
+        { "top": "深藍",   "bottoms": ["淺藍", "咖啡色", "黑", "灰"] },
+        { "top": "深灰",   "bottoms": ["黑", "白", "灰"] }
+      ]
+    },
+
+    "male_neutral_yellow": {
+      "note": "男-中性調偏黃膚色 (禁忌大地色系)。",
+      "combos": [
+        { "top": "黑",     "bottoms": ["白"] },
+        { "top": "白",     "bottoms": ["黑"] },
+        { "top": "深綠",   "bottoms": ["咖啡色", "黑", "灰", "米白", "白"] },
+        { "top": "深藍",   "bottoms": ["淺藍", "咖啡色", "黑", "灰", "米白", "白"] },
+        { "top": "酒紅",   "bottoms": ["粉", "黑", "灰", "米白", "白"] }
+      ]
+    },
+
+    "male_warm_wheat": {
+      "note": "男-暖色調小麥膚色 (禁忌裸色、大地色、螢光色)。",
+      "combos": [
+        { "top": "黑",     "bottoms": ["白"] },
+        { "top": "白",     "bottoms": ["黑"] },
+        { "top": "淺藍",   "bottoms": ["深藍", "咖啡色", "粉", "黑", "灰", "米白", "白"] },
+        { "top": "淺灰",   "bottoms": ["藍牛仔", "深藍牛仔", "黑", "白", "米白", "灰"] }
+      ]
+    },
+
+    "female_cool_fair": {
+      "note": "女-白皙冷調膚色 (避免大地色系、黃橘色系)。",
+      "combos": [
+        { "top": "中藍",   "bottoms": ["咖啡色", "深藍", "黑", "白", "米白", "灰"] },
+        { "top": "深藍",   "bottoms": ["淺藍", "咖啡色", "黑", "白", "米白", "灰"] },
+        { "top": "淺紫",   "bottoms": ["深棕色", "藍色", "黑", "白", "米白", "灰"] },
+        { "top": "深紫",   "bottoms": ["黑"] },
+        { "top": "粉",     "bottoms": ["藍牛仔", "灰", "黑", "白", "米白"] },
+        { "top": "桃紅",   "bottoms": ["淺藍", "黑", "白", "米白", "灰"] },
+        { "top": "灰色",   "bottoms": ["黑", "白", "灰"] },
+        { "top": "銀",     "bottoms": ["黑", "白"] }
+      ]
+    },
+
+    "female_warm": {
+      "note": "女-暖調膚色 (避免全黑/全白，建議搭配)。",
+      "combos": [
+        { "top": "橘",     "bottoms": ["藍色", "綠", "米白", "灰"] },
+        { "top": "紅",     "bottoms": ["咖啡色", "藍色", "黃", "米白", "灰"] },
+        { "top": "酒紅",   "bottoms": ["粉", "米白", "灰"] },
+        { "top": "金",     "bottoms": ["深藍", "灰"] },
+        { "top": "深藍",   "bottoms": ["淺藍", "咖啡色", "米白", "灰"] },
+        { "top": "綠",     "bottoms": ["粉", "藍色", "卡其", "駝色", "咖啡色", "深棕色", "米白", "白"] },
+        { "top": "深綠",   "bottoms": ["咖啡色", "米白", "白"] }
+      ]
+    },
+
+    "female_healthy_wheat": {
+      "note": "女-健康小麥肌膚顏色 (盡量選具反光效果的顏色)。",
+      "combos": [
+        { "top": "紅",     "bottoms": ["咖啡色", "藍色", "黃", "黑", "灰", "米白", "白"] },
+        { "top": "酒紅",   "bottoms": ["粉", "黑", "灰", "米白", "白"] },
+        { "top": "綠",     "bottoms": ["粉", "藍色", "卡其", "駝色", "咖啡色", "深棕色", "黑", "灰", "米白", "白"] },
+        { "top": "深綠",   "bottoms": ["咖啡色", "黑", "灰", "米白", "白"] },
+        { "top": "駝色",   "bottoms": ["咖啡色", "米色"] },
+        { "top": "白",     "bottoms": ["黑", "深藍牛仔"] },
+        { "top": "淺灰",   "bottoms": ["黑", "白"] }
+      ]
+    }
+  }
+}

outfits.json

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+{
+    "outfits": [
+    {
+      "comment": "=== 男：矩形 (Rectangle/H) ===",
+      "id": "M_RECT_01_SUITPANTS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "淺藍", "中藍", "深藍", "粉", "米色", "卡其", "駝色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色", "卡其"],
+      "desc_zh": "T恤 + 開襟衫 + 西裝褲 (避免低腰)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "layer": [
+          "{top_color_en} knit cardigan",
+          "{top_color_en} open cardigan",
+          "{top_color_en} relaxed cardigan"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise suitpants",
+          "{bottom_color_en} straight suitpants",
+          "{bottom_color_en} pleated suitpants"
+        ]
+      }
+    },
+    {
+      "id": "M_RECT_01_JEANS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "淺藍", "中藍", "深藍", "粉", "米色", "卡其", "駝色"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "T恤 + 開襟衫 + 牛仔褲 (避免低腰)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "layer": [
+          "{top_color_en} knit cardigan",
+          "{top_color_en} open cardigan",
+          "{top_color_en} relaxed cardigan"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise jeans",
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} tapered jeans"
+        ]
+      }
+    },
+
+    {
+      "id": "M_RECT_02_SUITPANTS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "淺藍", "中藍", "深藍", "粉", "米色", "卡其", "駝色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色", "卡其"],
+      "desc_zh": "襯衫 + 西裝褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} buttondown shirt",
+          "{top_color_en} oxford shirt",
+          "{top_color_en} collared shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise suitpants",
+          "{bottom_color_en} straight suitpants",
+          "{bottom_color_en} pleated suitpants"
+        ]
+      }
+    },
+    {
+      "id": "M_RECT_02_JEANS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "淺藍", "中藍", "深藍", "粉", "米色", "卡其", "駝色"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "襯衫 + 牛仔褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} buttondown shirt",
+          "{top_color_en} oxford shirt",
+          "{top_color_en} collared shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise jeans",
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} tapered jeans"
+        ]
+      }
+    },
+
+    {
+      "id": "M_RECT_03_SUITPANTS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 10,
+      "max_temp": 25,
+      "style_tags": ["formal", "smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "白", "灰", "深灰", "深藍"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍"],
+      "desc_zh": "單排扣西裝 + 西裝褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} singlebreasted suitjacket",
+          "{top_color_en} tailored blazer",
+          "{top_color_en} structured blazer"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise suitpants",
+          "{bottom_color_en} straight suitpants",
+          "{bottom_color_en} pleated suitpants"
+        ]
+      }
+    },
+    {
+      "id": "M_RECT_03_JEANS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 10,
+      "max_temp": 25,
+      "style_tags": ["formal", "smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "白", "灰", "深灰", "深藍"],
+      "allowed_bottom_colors": ["深藍", "灰", "黑"],
+      "desc_zh": "單排扣西裝 + 牛仔褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} singlebreasted suitjacket",
+          "{top_color_en} tailored blazer",
+          "{top_color_en} structured blazer"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise jeans",
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} tapered jeans"
+        ]
+      }
+    },
+
+    {
+      "id": "M_RECT_04_SUITPANTS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 10,
+      "max_temp": 20,
+      "style_tags": ["casual", "winter"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "灰", "深灰", "深藍", "中藍", "米色", "咖啡色", "駝色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "橫條紋毛衣 + 圍巾 + 西裝褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} striped sweater",
+          "{top_color_en} knit sweater",
+          "{top_color_en} crewneck sweater"
+        ],
+        "accessory": [
+          "{top_color_en} wool scarf",
+          "{top_color_en} warm scarf",
+          "{top_color_en} knit scarf"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise suitpants",
+          "{bottom_color_en} straight suitpants",
+          "{bottom_color_en} pleated suitpants"
+        ]
+      }
+    },
+    {
+      "id": "M_RECT_04_JEANS",
+      "gender": "male",
+      "body_types": ["矩形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 10,
+      "max_temp": 20,
+      "style_tags": ["casual", "winter"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "灰", "深灰", "深藍", "中藍", "米色", "咖啡色", "駝色"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "橫條紋毛衣 + 圍巾 + 牛仔褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} striped sweater",
+          "{top_color_en} knit sweater",
+          "{top_color_en} crewneck sweater"
+        ],
+        "accessory": [
+          "{top_color_en} wool scarf",
+          "{top_color_en} warm scarf",
+          "{top_color_en} knit scarf"
+        ],
+        "bottom": [
+          "{bottom_color_en} highrise jeans",
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} tapered jeans"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 男：正三角 (Triangle/梨形) ===",
+      "id": "M_TRI_01_SWEATER_STRAIGHT",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 28,
+      "style_tags": ["casual"],
+      "top_color_tags": ["bright", "warm", "pattern"],
+      "bottom_color_tags": ["dark", "neutral"],
+      "allowed_top_colors": ["粉", "淺藍", "中藍", "米色", "駝色", "卡其"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "圖案鮮豔毛衣 + 直筒褲 (避免窄褲)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} patterned sweater",
+          "{top_color_en} colorful sweater",
+          "{top_color_en} bold sweater"
+        ],
+        "bottom": [
+          "{bottom_color_en} straightleg pants",
+          "{bottom_color_en} relaxed trousers",
+          "{bottom_color_en} straight trousers"
+        ]
+      }
+    },
+    {
+      "id": "M_TRI_01_SWEATER_WIDE",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 28,
+      "style_tags": ["casual"],
+      "top_color_tags": ["bright", "warm", "pattern"],
+      "bottom_color_tags": ["dark", "neutral"],
+      "allowed_top_colors": ["粉", "淺藍", "中藍", "米色", "駝色", "卡其"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "圖案鮮豔毛衣 + 闊腿褲 (避免窄褲)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} patterned sweater",
+          "{top_color_en} colorful sweater",
+          "{top_color_en} bold sweater"
+        ],
+        "bottom": [
+          "{bottom_color_en} wideleg trousers",
+          "{bottom_color_en} loose trousers",
+          "{bottom_color_en} wideleg pants"
+        ]
+      }
+    },
+    {
+      "id": "M_TRI_01_TSHIRT_STRAIGHT",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 28,
+      "style_tags": ["casual"],
+      "top_color_tags": ["bright", "warm", "pattern"],
+      "bottom_color_tags": ["dark", "neutral"],
+      "allowed_top_colors": ["粉", "淺藍", "中藍", "米色", "駝色", "卡其"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "圖案鮮豔T恤 + 直筒褲 (避免窄褲)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} graphic tshirt",
+          "{top_color_en} printed tshirt",
+          "{top_color_en} vibrant tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straightleg pants",
+          "{bottom_color_en} relaxed trousers",
+          "{bottom_color_en} straight trousers"
+        ]
+      }
+    },
+    {
+      "id": "M_TRI_01_TSHIRT_WIDE",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 28,
+      "style_tags": ["casual"],
+      "top_color_tags": ["bright", "warm", "pattern"],
+      "bottom_color_tags": ["dark", "neutral"],
+      "allowed_top_colors": ["粉", "淺藍", "中藍", "米色", "駝色", "卡其"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "圖案鮮豔T恤 + 闊腿褲 (避免窄褲)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} graphic tshirt",
+          "{top_color_en} printed tshirt",
+          "{top_color_en} vibrant tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} wideleg trousers",
+          "{bottom_color_en} loose trousers",
+          "{bottom_color_en} wideleg pants"
+        ]
+      }
+    },
+
+    {
+      "id": "M_TRI_02",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 10,
+      "max_temp": 20,
+      "style_tags": ["smart-casual", "winter"],
+      "top_color_tags": [],
+      "bottom_color_tags": ["dark", "neutral"],
+      "allowed_top_colors": ["黑", "灰", "深灰", "深藍", "咖啡色", "米色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "長版大衣 + 一般T恤 + 修身直筒褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} long overcoat",
+          "{top_color_en} long trenchcoat",
+          "{top_color_en} long coat"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} basic tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} slimstraight trousers",
+          "{bottom_color_en} straightleg pants",
+          "{bottom_color_en} tailored trousers"
+        ]
+      }
+    },
+
+    {
+      "id": "M_TRI_03_TSHIRT",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深藍", "淺藍", "粉", "黑"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍"],
+      "desc_zh": "西裝外套 + T恤 + 西裝褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} tailored blazer",
+          "{top_color_en} structured blazer",
+          "{top_color_en} classic blazer"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight suitpants",
+          "{bottom_color_en} tailored suitpants",
+          "{bottom_color_en} pleated suitpants"
+        ]
+      }
+    },
+    {
+      "id": "M_TRI_03_SHIRT",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深藍", "淺藍", "粉", "黑"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍"],
+      "desc_zh": "西裝外套 + 襯衫 + 西裝褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} tailored blazer",
+          "{top_color_en} structured blazer",
+          "{top_color_en} classic blazer"
+        ],
+        "top": [
+          "{top_color_en} buttondown shirt",
+          "{top_color_en} oxford shirt",
+          "{top_color_en} collared shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight suitpants",
+          "{bottom_color_en} tailored suitpants",
+          "{bottom_color_en} pleated suitpants"
+        ]
+      }
+    },
+
+    {
+      "id": "M_TRI_04_SUITPANTS",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "白", "灰", "深藍", "中藍", "卡其", "咖啡色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍"],
+      "desc_zh": "夾克 + 一般T恤 + 西裝褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} casual jacket",
+          "{top_color_en} bomber jacket",
+          "{top_color_en} zipup jacket"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight suitpants",
+          "{bottom_color_en} tailored suitpants",
+          "{bottom_color_en} pleated suitpants"
+        ]
+      }
+    },
+    {
+      "id": "M_TRI_04_JEANS",
+      "gender": "male",
+      "body_types": ["三角形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "白", "灰", "深藍", "中藍", "卡其", "咖啡色"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "夾克 + 一般T恤 + 牛仔褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} casual jacket",
+          "{top_color_en} bomber jacket",
+          "{top_color_en} zipup jacket"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} regular jeans",
+          "{bottom_color_en} tapered jeans"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 男：梯形 (Trapezoid/運動均衡) ===",
+      "id": "M_TRAP_01",
+      "gender": "male",
+      "body_types": ["梯形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["casual", "street"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "深藍", "灰", "咖啡色", "卡其"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "白色T恤 + 飛行外套 + 合身牛仔褲",
+      "prompt_items_en": {
+        "top": [
+          "white plain tshirt",
+          "white crewneck tshirt",
+          "white cotton tshirt"
+        ],
+        "outer": [
+          "{top_color_en} bomber jacket",
+          "{top_color_en} nylon bomber",
+          "{top_color_en} padded bomber"
+        ],
+        "bottom": [
+          "{bottom_color_en} slim jeans",
+          "{bottom_color_en} fitted jeans",
+          "{bottom_color_en} tapered jeans"
+        ]
+      }
+    },
+
+    {
+      "id": "M_TRAP_02_JEANS",
+      "gender": "male",
+      "body_types": ["梯形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "淺藍", "深藍", "灰", "粉"],
+      "allowed_bottom_colors": ["深藍", "中��", "灰", "黑"],
+      "desc_zh": "修身襯衫 + 合身牛仔褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} slimfit shirt",
+          "{top_color_en} fitted shirt",
+          "{top_color_en} buttondown shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} slim jeans",
+          "{bottom_color_en} fitted jeans",
+          "{bottom_color_en} tapered jeans"
+        ]
+      }
+    },
+    {
+      "id": "M_TRAP_02_SUITPANTS",
+      "gender": "male",
+      "body_types": ["梯形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "淺藍", "深藍", "灰", "粉"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其"],
+      "desc_zh": "修身襯衫 + 合身西裝褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} slimfit shirt",
+          "{top_color_en} fitted shirt",
+          "{top_color_en} buttondown shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} fitted suitpants",
+          "{bottom_color_en} slim suitpants",
+          "{bottom_color_en} straight suitpants"
+        ]
+      }
+    },
+
+    {
+      "id": "M_TRAP_03_TSHIRT_CASUALPANTS",
+      "gender": "male",
+      "body_types": ["梯形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "sporty"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "中藍", "深藍", "米色", "粉"],
+      "allowed_bottom_colors": ["灰", "黑", "卡其", "米色", "深藍"],
+      "desc_zh": "棉T + 休閒褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} cotton tshirt",
+          "{top_color_en} plain tshirt",
+          "{top_color_en} jersey tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} casual pants",
+          "{bottom_color_en} chino pants",
+          "{bottom_color_en} relaxed trousers"
+        ]
+      }
+    },
+    {
+      "id": "M_TRAP_03_TSHIRT_SWEATPANTS",
+      "gender": "male",
+      "body_types": ["梯形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "sporty"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "中藍", "深藍", "米色", "粉"],
+      "allowed_bottom_colors": ["灰", "深灰", "黑", "深藍"],
+      "desc_zh": "棉T + 棉褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} cotton tshirt",
+          "{top_color_en} plain tshirt",
+          "{top_color_en} jersey tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} fleece sweatpants",
+          "{bottom_color_en} relaxed sweatpants",
+          "{bottom_color_en} tapered sweatpants"
+        ]
+      }
+    },
+    {
+      "id": "M_TRAP_03_SWEATER_CASUALPANTS",
+      "gender": "male",
+      "body_types": ["梯形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "sporty"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "中藍", "深藍", "米色", "粉"],
+      "allowed_bottom_colors": ["灰", "黑", "卡其", "米色", "深藍"],
+      "desc_zh": "針織 + 休閒褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} knit sweater",
+          "{top_color_en} casual sweater",
+          "{top_color_en} crewneck sweater"
+        ],
+        "bottom": [
+          "{bottom_color_en} casual pants",
+          "{bottom_color_en} chino pants",
+          "{bottom_color_en} relaxed trousers"
+        ]
+      }
+    },
+    {
+      "id": "M_TRAP_03_SWEATER_SWEATPANTS",
+      "gender": "male",
+      "body_types": ["梯形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual", "sporty"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "中藍", "深藍", "米色", "粉"],
+      "allowed_bottom_colors": ["灰", "深灰", "黑", "深藍"],
+      "desc_zh": "針織 + 棉褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} knit sweater",
+          "{top_color_en} casual sweater",
+          "{top_color_en} crewneck sweater"
+        ],
+        "bottom": [
+          "{bottom_color_en} fleece sweatpants",
+          "{bottom_color_en} relaxed sweatpants",
+          "{bottom_color_en} tapered sweatpants"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 男：倒三角 (Inverted Triangle/V) ===",
+      "id": "M_INV_01_VNECK_TROUSERS",
+      "gender": "male",
+      "body_types": ["倒三角"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 35,
+      "style_tags": ["casual", "smart"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "淺藍", "深藍", "粉"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其", "咖啡色"],
+      "desc_zh": "V領T恤 + 直筒褲 (避免太緊身)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} vneck tshirt",
+          "{top_color_en} vneck tee",
+          "{top_color_en} vneck top"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} relaxed trousers"
+        ]
+      }
+    },
+    {
+      "id": "M_INV_01_VNECK_JEANS",
+      "gender": "male",
+      "body_types": ["倒三角"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 35,
+      "style_tags": ["casual", "smart"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "淺藍", "深藍", "粉"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "V領T恤 + 牛仔褲 (避免太緊身)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} vneck tshirt",
+          "{top_color_en} vneck tee",
+          "{top_color_en} vneck top"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} regular jeans",
+          "{bottom_color_en} straightleg jeans"
+        ]
+      }
+    },
+    {
+      "id": "M_INV_01_SHIRT_TROUSERS",
+      "gender": "male",
+      "body_types": ["倒三角"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 35,
+      "style_tags": ["casual", "smart"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "淺藍", "深藍", "粉"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其", "咖啡色"],
+      "desc_zh": "修身襯衫 + 直筒褲 (避免太緊身)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} slimfit shirt",
+          "{top_color_en} fitted shirt",
+          "{top_color_en} dress shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} relaxed trousers"
+        ]
+      }
+    },
+    {
+      "id": "M_INV_01_SHIRT_JEANS",
+      "gender": "male",
+      "body_types": ["倒三角"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 35,
+      "style_tags": ["casual", "smart"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "淺藍", "深藍", "粉"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "修身襯衫 + 牛仔褲 (避免太緊身)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} slimfit shirt",
+          "{top_color_en} fitted shirt",
+          "{top_color_en} dress shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} regular jeans",
+          "{bottom_color_en} straightleg jeans"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 男：橢圓 (Oval/O/蘋果) ===",
+      "id": "M_OVAL_01_OVERSHIRT_PANTS",
+      "gender": "male",
+      "body_types": ["橢圓形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "深藍", "中藍", "黑", "咖啡色", "卡其"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其", "咖啡色"],
+      "desc_zh": "外套襯衫 + T恤 + 直筒褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} open overshirt",
+          "{top_color_en} casual overshirt",
+          "{top_color_en} utility overshirt"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} straightleg pants"
+        ]
+      }
+    },
+    {
+      "id": "M_OVAL_01_OVERSHIRT_JEANS",
+      "gender": "male",
+      "body_types": ["橢圓形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "深藍", "中藍", "黑", "咖啡色", "卡其"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "外套襯衫 + T恤 + 直筒牛仔",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} open overshirt",
+          "{top_color_en} casual overshirt",
+          "{top_color_en} utility overshirt"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} straightleg jeans",
+          "{bottom_color_en} regular jeans"
+        ]
+      }
+    },
+    {
+      "id": "M_OVAL_01_JACKET_PANTS",
+      "gender": "male",
+      "body_types": ["橢圓形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "深藍", "中藍", "黑", "咖啡色", "卡其"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其", "咖啡色"],
+      "desc_zh": "夾克 + T恤 + 直筒褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} casual jacket",
+          "{top_color_en} zipup jacket",
+          "{top_color_en} light jacket"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} straightleg pants"
+        ]
+      }
+    },
+    {
+      "id": "M_OVAL_01_JACKET_JEANS",
+      "gender": "male",
+      "body_types": ["橢圓形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "深藍", "中藍", "黑", "咖啡色", "卡其"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "夾克 + T恤 + 直筒牛仔",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} casual jacket",
+          "{top_color_en} zipup jacket",
+          "{top_color_en} light jacket"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} straightleg jeans",
+          "{bottom_color_en} regular jeans"
+        ]
+      }
+    },
+    {
+      "id": "M_OVAL_01_SHIRT_PANTS",
+      "gender": "male",
+      "body_types": ["橢圓形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "深藍", "中藍", "黑", "咖啡色", "卡其"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其", "咖啡色"],
+      "desc_zh": "襯衫外搭 + T恤 + 直筒褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} open shirt",
+          "{top_color_en} loose shirt",
+          "{top_color_en} long shirt"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} straightleg pants"
+        ]
+      }
+    },
+    {
+      "id": "M_OVAL_01_SHIRT_JEANS",
+      "gender": "male",
+      "body_types": ["橢圓形"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "深灰", "深藍", "中藍", "黑", "咖啡色", "卡其"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "襯衫外搭 + T恤 + 直筒牛仔",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} open shirt",
+          "{top_color_en} loose shirt",
+          "{top_color_en} long shirt"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} straightleg jeans",
+          "{bottom_color_en} regular jeans"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 女：沙漏 (Hourglass/X/S) ===",
+      "id": "F_HOUR_01",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 35,
+      "style_tags": ["elegant", "feminine"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_dress_colors": ["黑", "白", "粉", "深紫", "深藍", "米色", "駝色"],
+      "desc_zh": "收腰洋裝",
+      "prompt_items_en": {
+        "dress": [
+          "{top_color_en} belted dress",
+          "{top_color_en} fitted dress",
+          "{top_color_en} waist dress"
+        ]
+      }
+    },
+    {
+      "id": "F_HOUR_02",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["elegant", "formal"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["黑", "白", "粉", "深藍", "深紫", "米色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "整套包臀裙 (套裝)",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} fitted top",
+          "{top_color_en} matching top",
+          "{top_color_en} formal top"
+        ],
+        "bottom": [
+          "{bottom_color_en} pencil skirt",
+          "{bottom_color_en} bodycon skirt",
+          "{bottom_color_en} fitted skirt"
+        ]
+      }
+    },
+
+    {
+      "id": "F_HOUR_03_JEANS",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["smart-casual", "office"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "淺藍", "灰", "深藍", "米色"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "合身襯衫 + 牛仔褲/鉛筆裙/包臀裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} fitted shirt",
+          "{top_color_en} slimfit blouse",
+          "{top_color_en} tailored shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} slim jeans",
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} fitted jeans"
+        ]
+      }
+    },
+    {
+      "id": "F_HOUR_03_PENCILSKIRT",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["smart-casual", "office"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "淺藍", "灰", "深藍", "米色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "合身襯衫 + 牛仔褲/鉛筆裙/包臀裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} fitted shirt",
+          "{top_color_en} slimfit blouse",
+          "{top_color_en} tailored shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} pencil skirt",
+          "{bottom_color_en} fitted skirt",
+          "{bottom_color_en} office skirt"
+        ]
+      }
+    },
+    {
+      "id": "F_HOUR_03_BODYCONSKIRT",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["smart-casual", "office"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "淺藍", "灰", "深藍", "米色"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "合身襯衫 + 牛仔褲/鉛筆裙/包臀裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} fitted shirt",
+          "{top_color_en} slimfit blouse",
+          "{top_color_en} tailored shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} bodycon skirt",
+          "{bottom_color_en} fitted skirt",
+          "{bottom_color_en} tight skirt"
+        ]
+      }
+    },
+
+    {
+      "id": "F_HOUR_04",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 32,
+      "style_tags": ["elegant", "feminine"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "粉", "深紫", "米色"],
+      "desc_zh": "白色簡單上衣 + 魚尾裙",
+      "prompt_items_en": {
+        "top": [
+          "white simple top",
+          "white fitted blouse",
+          "white plain blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} mermaid skirt",
+          "{bottom_color_en} fishtail skirt",
+          "{bottom_color_en} fitted skirt"
+        ]
+      }
+    },
+
+    {
+      "id": "F_HOUR_05_TSHIRT_JEANS",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "米色", "卡其", "駝色", "深藍", "粉"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "收腰風衣 + T恤 + 牛仔褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} belted trenchcoat",
+          "{top_color_en} waist trenchcoat",
+          "{top_color_en} classic trenchcoat"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} slim jeans",
+          "{bottom_color_en} highrise jeans"
+        ]
+      }
+    },
+    {
+      "id": "F_HOUR_05_TSHIRT_PANTS",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "米色", "卡其", "駝色", "深藍", "粉"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其", "米色"],
+      "desc_zh": "收腰風衣 + T恤 + 直筒褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} belted trenchcoat",
+          "{top_color_en} waist trenchcoat",
+          "{top_color_en} classic trenchcoat"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tshirt",
+          "{top_color_en} cotton tshirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} tailored pants"
+        ]
+      }
+    },
+    {
+      "id": "F_HOUR_05_SWEATER_JEANS",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "米色", "卡其", "駝色", "深藍", "粉"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "收腰風衣 + 毛衣 + 牛仔褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} belted trenchcoat",
+          "{top_color_en} waist trenchcoat",
+          "{top_color_en} classic trenchcoat"
+        ],
+        "top": [
+          "{top_color_en} knit sweater",
+          "{top_color_en} soft sweater",
+          "{top_color_en} crewneck sweater"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} slim jeans",
+          "{bottom_color_en} highrise jeans"
+        ]
+      }
+    },
+    {
+      "id": "F_HOUR_05_SWEATER_PANTS",
+      "gender": "female",
+      "body_types": ["沙漏型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 15,
+      "max_temp": 25,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "米色", "卡其", "駝色", "深藍", "粉"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其", "米色"],
+      "desc_zh": "收腰風衣 + 毛衣 + 直筒褲",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} belted trenchcoat",
+          "{top_color_en} waist trenchcoat",
+          "{top_color_en} classic trenchcoat"
+        ],
+        "top": [
+          "{top_color_en} knit sweater",
+          "{top_color_en} soft sweater",
+          "{top_color_en} crewneck sweater"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} tailored pants"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 女：梨型 (Pear/A) ===",
+      "id": "F_PEAR_01_ALINESKIRT_OFFSHOULDER",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 35,
+      "style_tags": ["feminine", "cute"],
+      "top_color_tags": ["light", "bright", "warm"],
+      "bottom_color_tags": ["dark", "neutral"],
+      "allowed_top_colors": ["白", "粉", "米色", "駝色", "淺藍"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "咖啡色"],
+      "desc_zh": "一字上衣 + A字裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} off-shoulder top",
+          "{top_color_en} ruched top",
+          "{top_color_en} ruffle top"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} flared skirt",
+          "{bottom_color_en} skater skirt"
+        ]
+      }
+    },
+    {
+      "id": "F_PEAR_01_JEANS_SQUARENECK",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 35,
+      "style_tags": ["feminine", "cute"],
+      "top_color_tags": ["light", "bright", "warm"],
+      "bottom_color_tags": ["dark", "neutral"],
+      "allowed_top_colors": ["白", "粉", "米色", "駝色", "淺藍"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "方領上衣 + 牛仔褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} square-neck blouse",
+          "{top_color_en} square-neck top",
+          "{top_color_en} sweet blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} slim jeans",
+          "{bottom_color_en} highrise jeans"
+        ]
+      }
+    },
+
+    {
+      "id": "F_PEAR_02_MAXIDRESS_SQUARENECK",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["elegant"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_dress_colors": ["白", "粉", "淺藍", "米色", "深藍", "深紫"],
+      "desc_zh": "方領長裙",
+      "prompt_items_en": {
+        "dress": [
+          "{top_color_en} square-neck maxidress",
+          "{top_color_en} fitted maxidress",
+          "{top_color_en} elegant maxidress"
+        ]
+      }
+    },
+    {
+      "id": "F_PEAR_02_LONGDRESS_OFFSHOULDER",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["elegant"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_dress_colors": ["白", "粉", "淺藍", "米色", "深藍", "深紫"],
+      "desc_zh": "一字長裙",
+      "prompt_items_en": {
+        "dress": [
+          "{top_color_en} off-shoulder dress",
+          "{top_color_en} long dress",
+          "{top_color_en} elegant dress"
+        ]
+      }
+    },
+    {
+      "id": "F_PEAR_02_ALINESKIRT_VNECK_JACKET",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["elegant"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "淺藍", "深藍"],
+      "allowed_bottom_colors": ["黑", "深藍", "灰", "咖啡色", "米色"],
+      "desc_zh": "短款A字��� + V領上衣 + 外套",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} vneck top",
+          "{top_color_en} fitted top",
+          "{top_color_en} dressy top"
+        ],
+        "outer": [
+          "{top_color_en} short jacket",
+          "{top_color_en} light jacket",
+          "{top_color_en} cropped jacket"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} short skirt",
+          "{bottom_color_en} flared skirt"
+        ]
+      }
+    },
+
+    {
+      "id": "F_PEAR_03",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 28,
+      "style_tags": ["casual", "soft"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "駝色", "淺藍", "深紫"],
+      "allowed_bottom_colors": ["米色", "駝色", "灰", "深藍", "咖啡色", "粉"],
+      "desc_zh": "長款A字裙 + 針織上衣",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} knit top",
+          "{top_color_en} soft sweater",
+          "{top_color_en} cozy knitwear"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} midi skirt",
+          "{bottom_color_en} long skirt"
+        ]
+      }
+    },
+
+    {
+      "id": "F_PEAR_04_SKIRT",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["feminine", "trendy"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "淺藍", "深紫"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "咖啡色", "米色"],
+      "desc_zh": "燈籠袖上衣 + 裙子",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} puff-sleeve blouse",
+          "{top_color_en} lantern-sleeve top",
+          "{top_color_en} statement blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} midi skirt",
+          "{bottom_color_en} fitted skirt",
+          "{bottom_color_en} aline skirt"
+        ]
+      }
+    },
+    {
+      "id": "F_PEAR_04_JEANS",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["feminine", "trendy"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "淺藍", "深紫"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "燈籠袖上衣 + 牛仔褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} puff-sleeve blouse",
+          "{top_color_en} lantern-sleeve top",
+          "{top_color_en} statement blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} slim jeans",
+          "{bottom_color_en} highrise jeans"
+        ]
+      }
+    },
+    {
+      "id": "F_PEAR_04_SLIMPANTS",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["feminine", "trendy"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "淺藍", "深紫"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "咖啡色", "米色"],
+      "desc_zh": "燈籠袖上衣 + 修身直筒褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} puff-sleeve blouse",
+          "{top_color_en} lantern-sleeve top",
+          "{top_color_en} statement blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} slimstraight pants",
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} tailored pants"
+        ]
+      }
+    },
+
+    {
+      "id": "F_PEAR_05",
+      "gender": "female",
+      "body_types": ["梨型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 22,
+      "max_temp": 35,
+      "style_tags": ["casual", "summer"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "淺藍", "卡其"],
+      "allowed_bottom_colors": ["白", "米色", "卡其", "駝色", "灰", "深藍"],
+      "desc_zh": "短版上衣/T恤/法式襯衫 + 寬褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} crop top",
+          "{top_color_en} plain tshirt",
+          "{top_color_en} french blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} wideleg pants",
+          "{bottom_color_en} wide trousers",
+          "{bottom_color_en} loose pants"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 女：蘋果 (Apple/O) ===",
+      "id": "F_APPLE_01_VNECK_ALINESKIRT",
+      "gender": "female",
+      "body_types": ["蘋果型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["casual", "soft"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "灰", "淺藍", "深藍"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "咖啡色", "米色"],
+      "desc_zh": "V領上衣 + A字裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} vneck top",
+          "{top_color_en} vneck knit",
+          "{top_color_en} relaxed blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} flared skirt",
+          "{bottom_color_en} swing skirt"
+        ]
+      }
+    },
+    {
+      "id": "F_APPLE_01_COWLNECK_FLAREDSKIRT",
+      "gender": "female",
+      "body_types": ["蘋果型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["casual", "soft"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "灰", "淺藍", "深藍"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "咖啡色", "米色"],
+      "desc_zh": "垂領上衣 + 腰下開展裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} cowlneck top",
+          "{top_color_en} draped blouse",
+          "{top_color_en} relaxed top"
+        ],
+        "bottom": [
+          "{bottom_color_en} flared skirt",
+          "{bottom_color_en} swing skirt",
+          "{bottom_color_en} skater skirt"
+        ]
+      }
+    },
+    {
+      "id": "F_APPLE_01_KNIT_ALINESKIRT",
+      "gender": "female",
+      "body_types": ["蘋果型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["casual", "soft"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "灰", "淺藍", "深藍"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "咖啡色", "米色"],
+      "desc_zh": "針織上衣 + A字裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} knit top",
+          "{top_color_en} soft sweater",
+          "{top_color_en} cozy knitwear"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} flared skirt",
+          "{bottom_color_en} swing skirt"
+        ]
+      }
+    },
+
+    {
+      "id": "F_APPLE_02_VNECK_DRESS",
+      "gender": "female",
+      "body_types": ["蘋果型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 35,
+      "style_tags": ["feminine"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_dress_colors": ["黑", "深藍", "深紫", "粉", "米色", "白"],
+      "desc_zh": "V領洋裝",
+      "prompt_items_en": {
+        "dress": [
+          "{top_color_en} vneck dress",
+          "{top_color_en} flowy dress",
+          "{top_color_en} relaxed dress"
+        ]
+      }
+    },
+    {
+      "id": "F_APPLE_02_COWLNECK_DRESS",
+      "gender": "female",
+      "body_types": ["蘋果型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 35,
+      "style_tags": ["feminine"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_dress_colors": ["黑", "深藍", "深紫", "粉", "米色", "白"],
+      "desc_zh": "垂領洋裝",
+      "prompt_items_en": {
+        "dress": [
+          "{top_color_en} cowlneck dress",
+          "{top_color_en} draped dress",
+          "{top_color_en} flowy dress"
+        ]
+      }
+    },
+
+    {
+      "id": "F_APPLE_03",
+      "gender": "female",
+      "body_types": ["蘋果型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 22,
+      "max_temp": 35,
+      "style_tags": ["casual", "chic"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "米色", "淺藍", "灰"],
+      "allowed_bottom_colors": ["白", "米色", "卡其", "駝色", "深藍", "灰"],
+      "desc_zh": "短版上衣/T恤/法式襯衫 + 寬褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} crop top",
+          "{top_color_en} plain tshirt",
+          "{top_color_en} french blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} wideleg pants",
+          "{bottom_color_en} wide trousers",
+          "{bottom_color_en} loose pants"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 女：直筒/H型 (Rectangle/H) ===",
+      "id": "F_RECT_01_JEANS",
+      "gender": "female",
+      "body_types": ["H 型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "淺藍", "粉", "米色"],
+      "allowed_bottom_colors": ["深藍", "中藍", "灰", "黑"],
+      "desc_zh": "直筒牛仔褲 + T恤",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tee",
+          "{top_color_en} basic tee"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight jeans",
+          "{bottom_color_en} straightleg jeans",
+          "{bottom_color_en} regular jeans"
+        ]
+      }
+    },
+    {
+      "id": "F_RECT_01_PANTS",
+      "gender": "female",
+      "body_types": ["H 型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "淺藍", "粉", "米色"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "卡其", "米色"],
+      "desc_zh": "直筒褲 + T恤",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tee",
+          "{top_color_en} basic tee"
+        ],
+        "bottom": [
+          "{bottom_color_en} straight pants",
+          "{bottom_color_en} straight trousers",
+          "{bottom_color_en} tailored pants"
+        ]
+      }
+    },
+
+    {
+      "id": "F_RECT_02",
+      "gender": "female",
+      "body_types": ["H 型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 28,
+      "style_tags": ["smart-casual", "office"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "淺藍", "灰", "粉", "深藍"],
+      "allowed_bottom_colors": ["黑", "灰", "深灰", "深藍", "卡其"],
+      "desc_zh": "西裝褲 + 襯衫",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} buttondown shirt",
+          "{top_color_en} office blouse",
+          "{top_color_en} collared shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} suitpants",
+          "{bottom_color_en} tailored pants",
+          "{bottom_color_en} straight trousers"
+        ]
+      }
+    },
+
+    {
+      "id": "F_RECT_03_PENCILSKIRT_SHIRT",
+      "gender": "female",
+      "body_types": ["H 型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 30,
+      "style_tags": ["feminine", "chic"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "粉", "淺藍", "灰", "米色"],
+      "allowed_bottom_colors": ["黑", "灰", "深藍", "咖啡色"],
+      "desc_zh": "窄裙 + 襯衫",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} fitted shirt",
+          "{top_color_en} blouse shirt",
+          "{top_color_en} collared blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} pencil skirt",
+          "{bottom_color_en} narrow skirt",
+          "{bottom_color_en} fitted skirt"
+        ]
+      }
+    },
+    {
+      "id": "F_RECT_03_ALINESKIRT_TSHIRT",
+      "gender": "female",
+      "body_types": ["H 型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 30,
+      "style_tags": ["feminine", "chic"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "灰", "黑", "粉", "淺藍", "米色", "深藍"],
+      "allowed_bottom_colors": ["白", "灰", "黑", "粉", "淺藍", "米色", "深藍"],
+      "desc_zh": "A字裙 + 同色系T恤",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} monochrome tshirt",
+          "{top_color_en} plain tshirt",
+          "{top_color_en} fitted tee"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} flared skirt",
+          "{bottom_color_en} chic skirt"
+        ]
+      }
+    },
+
+    {
+      "comment": "=== 女：倒三角 (Inverted Triangle/V) ===",
+      "id": "F_INV_01",
+      "gender": "female",
+      "body_types": ["倒三角型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 20,
+      "max_temp": 35,
+      "style_tags": ["casual", "relaxed"],
+      "top_color_tags": ["dark", "cool"],
+      "bottom_color_tags": ["light", "bright", "warm"],
+      "allowed_top_colors": ["黑", "深藍", "深灰", "灰", "深紫"],
+      "allowed_bottom_colors": ["白", "米色", "駝色", "卡其", "粉", "淺藍"],
+      "desc_zh": "寬鬆上衣 + 寬褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} loose top",
+          "{top_color_en} oversized blouse",
+          "{top_color_en} relaxed shirt"
+        ],
+        "bottom": [
+          "{bottom_color_en} wideleg pants",
+          "{bottom_color_en} wide trousers",
+          "{bottom_color_en} flowy pants"
+        ]
+      }
+    },
+
+    {
+      "id": "F_INV_02_ALINESKIRT_SHIRT",
+      "gender": "female",
+      "body_types": ["倒三角型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 28,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "淺藍", "灰", "粉", "深藍"],
+      "allowed_bottom_colors": ["白", "米色", "卡其", "淺藍", "灰", "粉"],
+      "desc_zh": "襯衫 + A字裙 + 無領外套/夾克",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} collarless jacket",
+          "{top_color_en} cropped jacket",
+          "{top_color_en} light jacket"
+        ],
+        "top": [
+          "{top_color_en} buttondown shirt",
+          "{top_color_en} collared shirt",
+          "{top_color_en} office blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} flared skirt",
+          "{bottom_color_en} midi skirt"
+        ]
+      }
+    },
+    {
+      "id": "F_INV_02_SUITPANTS_TSHIRT",
+      "gender": "female",
+      "body_types": ["倒三角型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 28,
+      "style_tags": ["smart-casual"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_top_colors": ["白", "淺藍", "灰", "粉", "深藍"],
+      "allowed_bottom_colors": ["白", "米色", "卡其", "淺藍", "灰", "粉"],
+      "desc_zh": "T恤 + 西裝褲 + 無領外套/夾克",
+      "prompt_items_en": {
+        "outer": [
+          "{top_color_en} collarless jacket",
+          "{top_color_en} cropped jacket",
+          "{top_color_en} light jacket"
+        ],
+        "top": [
+          "{top_color_en} plain tshirt",
+          "{top_color_en} crewneck tee",
+          "{top_color_en} basic tee"
+        ],
+        "bottom": [
+          "{bottom_color_en} suitpants",
+          "{bottom_color_en} tailored pants",
+          "{bottom_color_en} straight trousers"
+        ]
+      }
+    },
+
+    {
+      "id": "F_INV_03_MINI_FLUFFY",
+      "gender": "female",
+      "body_types": ["倒三角型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 22,
+      "max_temp": 35,
+      "style_tags": ["feminine", "cute"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_dress_colors": ["粉", "白", "淺藍", "米色", "深紫"],
+      "desc_zh": "蓬鬆下擺迷你洋裝",
+      "prompt_items_en": {
+        "dress": [
+          "{top_color_en} mini dress",
+          "{top_color_en} fluffy hem",
+          "{top_color_en} aline mini"
+        ]
+      }
+    },
+    {
+      "id": "F_INV_03_VNECK_DRESS",
+      "gender": "female",
+      "body_types": ["倒三角型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 22,
+      "max_temp": 35,
+      "style_tags": ["feminine", "cute"],
+      "top_color_tags": [],
+      "bottom_color_tags": [],
+      "allowed_dress_colors": ["粉", "白", "淺藍", "米色", "深紫"],
+      "desc_zh": "V領洋裝",
+      "prompt_items_en": {
+        "dress": [
+          "{top_color_en} vneck dress",
+          "{top_color_en} cute dress",
+          "{top_color_en} aline dress"
+        ]
+      }
+    },
+
+    {
+      "id": "F_INV_04_SUITPANTS",
+      "gender": "female",
+      "body_types": ["倒三角型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["smart-casual", "office"],
+      "top_color_tags": ["dark", "cool"],
+      "bottom_color_tags": ["light", "bright"],
+      "allowed_top_colors": ["黑", "深藍", "深灰", "灰", "深紫"],
+      "allowed_bottom_colors": ["白", "米色", "卡其", "粉", "淺藍", "灰"],
+      "desc_zh": "V領襯衫 + 西裝褲",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} vneck shirt",
+          "{top_color_en} vneck blouse",
+          "{top_color_en} office blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} suitpants",
+          "{bottom_color_en} tailored pants",
+          "{bottom_color_en} straight trousers"
+        ]
+      }
+    },
+    {
+      "id": "F_INV_04_ALINESKIRT",
+      "gender": "female",
+      "body_types": ["倒三角型"],
+      "face_shapes": ["圓臉", "方臉", "長形臉", "鵝蛋臉", "心型臉", "鑽石臉", "圓下巴"],
+      "min_temp": 18,
+      "max_temp": 30,
+      "style_tags": ["smart-casual", "office"],
+      "top_color_tags": ["dark", "cool"],
+      "bottom_color_tags": ["light", "bright"],
+      "allowed_top_colors": ["黑", "深藍", "深灰", "灰", "深紫"],
+      "allowed_bottom_colors": ["白", "米色", "卡其", "粉", "淺藍", "灰"],
+      "desc_zh": "V領襯衫 + A字裙",
+      "prompt_items_en": {
+        "top": [
+          "{top_color_en} vneck shirt",
+          "{top_color_en} vneck blouse",
+          "{top_color_en} office blouse"
+        ],
+        "bottom": [
+          "{bottom_color_en} aline skirt",
+          "{bottom_color_en} flared skirt",
+          "{bottom_color_en} midi skirt"
+        ]
+      }
+    }
+  ]
+}

outfits.txt

@@ -0,0 +1,16 @@
+男性服裝款式套數(不含顏色組合):
+矩形:8套
+正三角:9套
+梯形:7套
+倒三角:4套
+橢圓:6套
+total:34套
+
+
+女性服裝款式套數(不含顏色組合):
+沙漏:10套
+梨形:10套
+蘋果:6套
+直筒:5套
+倒三角:7套
+total:38套

recommend_api.py

@@ -0,0 +1,137 @@
+# 檔名：recommend_api.py
+# 功能：
+#   - 提供 /recommend API
+#   - 內部呼叫 recommender.run_recommend_model() 來產生 clothe.json
+#   - 自動把每次收到的 request 存成 json 檔，放在 saved_requests/
+#   - 自動把每次回傳的 clothe_json 存成 json 檔，放在 saved_clothes/
+#   - ✅ 自動判斷身形，印出身形，並把結果塞進 report 給推薦系統用
+
+from fastapi import FastAPI
+from pydantic import BaseModel
+from typing import Optional, Dict, Any
+
+from pathlib import Path
+import json
+import time
+
+from recommender import run_recommend_model, ClotheJSON
+from body_type_classifier import classify_male_body_type, classify_female_body_type
+
+app = FastAPI(title="Recommendation Service")
+
+BASE_DIR = Path(__file__).resolve().parent
+
+LOG_REQ_DIR = BASE_DIR / "saved_requests"
+LOG_REQ_DIR.mkdir(exist_ok=True)
+
+LOG_RES_DIR = BASE_DIR / "saved_clothes"
+LOG_RES_DIR.mkdir(exist_ok=True)
+
+
+class WeatherInfo(BaseModel):
+    condition: str
+    temperature: float
+    humidity: Optional[float] = None
+
+
+class RecommendRequest(BaseModel):
+    user_id: Optional[str] = None
+    report: dict
+    weather: WeatherInfo
+
+
+DEFAULT_GENDER = "male"
+
+
+def extract_gender(report: Dict[str, Any]) -> Optional[str]:
+    gender = (
+        report.get("gender") or
+        report.get("sex") or
+        report.get("Gender") or
+        report.get("user_gender")
+    )
+
+    if isinstance(gender, str):
+        g = gender.lower()
+        if g in ("male", "m", "boy", "man", "男", "男性"):
+            return "male"
+        if g in ("female", "f", "girl", "woman", "女", "女性"):
+            return "female"
+
+    if DEFAULT_GENDER is not None:
+        print(f"[BodyType] report 中沒有 gender 欄位，暫時使用 DEFAULT_GENDER={DEFAULT_GENDER}")
+        return DEFAULT_GENDER
+
+    return None
+
+
+def extract_body_measurements(report: Dict[str, Any]) -> Optional[Dict[str, float]]:
+    bm = report.get("body_measurements")
+    if isinstance(bm, dict):
+        return bm
+    return None
+
+
+def attach_body_type(report: Dict[str, Any]) -> None:
+    body_measurements = extract_body_measurements(report)
+    gender = extract_gender(report)
+
+    if not body_measurements or not gender:
+        print(
+            f"[BodyType] 無法判斷：缺少 body_measurements 或 gender，"
+            f"gender={gender}, has_body={bool(body_measurements)}"
+        )
+        return
+
+    try:
+        if gender == "male":
+            body_type = classify_male_body_type(body_measurements)
+        else:
+            body_type = classify_female_body_type(body_measurements)
+
+        print(f"[BodyType] gender={gender} → body_type={body_type}")
+
+        report["body_type"] = body_type
+        report["body_gender"] = gender
+
+    except Exception as e:
+        print(f"[BodyType] 判斷身形時發生錯誤: {e}")
+
+
+@app.post("/recommend", response_model=ClotheJSON)
+def recommend(req: RecommendRequest) -> ClotheJSON:
+    weather_dict = req.weather.dict()
+
+    timestamp = int(time.time())
+    user_part = req.user_id if req.user_id else "anonymous"
+    base_name = f"{user_part}_{timestamp}"
+
+    report_dict: Dict[str, Any] = dict(req.report)
+
+    attach_body_type(report_dict)
+
+    req_path = LOG_REQ_DIR / f"request_{base_name}.json"
+    with req_path.open("w", encoding="utf-8") as f:
+        json.dump(
+            {
+                "user_id": req.user_id,
+                "report": report_dict,
+                "weather": weather_dict,
+            },
+            f,
+            ensure_ascii=False,
+            indent=2,
+        )
+
+    clothe_json = run_recommend_model(report_dict, weather_dict)
+
+    res_path = LOG_RES_DIR / f"clothe_{base_name}.json"
+    with res_path.open("w", encoding="utf-8") as f:
+        json.dump(
+            clothe_json,
+            f,
+            ensure_ascii=False,
+            indent=2,
+        )
+
+    return clothe_json

recommender.py

@@ -0,0 +1,900 @@
+# 檔名：recommender.py
+# 功能：
+#   - 負責「推薦模型 / 規則」
+#   - 對外只提供一個函式：run_recommend_model(report, weather_dict)
+#
+# 目前流程：
+#   1. 從 report 讀取：身形、臉型、性別、膚色資訊。
+#   2. 依身形 / 臉型 / 性別 / 氣溫，從 outfits.json 篩出候選款式。
+#   3. 依 skin_analysis.skin_tone_type / skin_tone_name 找到色盤（colors.json -> palettes），
+#      展開出顏色搭配 (top_color_name, bottom_color_name)。
+#   4. 對每組顏色搭配計算：
+#        - 相似色分數 S_sim
+#        - 互補色分數 S_comp
+#        - 對比色分數 S_cont
+#        - 與膚色的相容度 S_skin
+#      再用：S_color = max(S_sim, S_comp, S_cont) + α · S_skin。
+#   5. 對每個 outfit，從高分顏色搭配中，挑選一組「顏色 tags 符合
+#      top_color_tags / bottom_color_tags」的組合，生成英文 prompt。
+#
+# ✅ 新版 prompt 結構（給 MGD / VTON）：
+#   outfits.json 每個 outfit 用 prompt_items_en，像：
+#     "prompt_items_en": {
+#       "top": ["{top_color_en} plain tshirt", ...],
+#       "bottom": ["{bottom_color_en} straight jeans", ...],
+#       "outer": ["{top_color_en} bomber jacket", ...]
+#     }
+#
+# 回傳 clothe_json（ClotheJSON）：
+#   {
+#     "M_RECT_01_SUITPANTS_01": {
+#       "top": [... 3 prompts ...],
+#       "bottom": [... 3 prompts ...],
+#       "outer": [... 3 prompts ...]
+#     },
+#     ...
+#   }
+
+from __future__ import annotations
+
+from typing import Dict, List, Any, Tuple, Optional
+from pathlib import Path
+import json
+import math
+import colorsys
+import random
+
+
+# ============================================================
+# 型別：回傳給 API 的 clothe_json
+# ============================================================
+
+# 每套 outfit 會回傳多個「部位」的 prompt（每部位通常 3 句）
+# 例如：{"top":[...], "bottom":[...], "outer":[...]}
+PromptItemsEN = Dict[str, List[str]]
+
+# clothe_id -> PromptItemsEN
+ClotheJSON = Dict[str, PromptItemsEN]
+
+
+# ============================================================
+# 讀取 outfits.json
+# ============================================================
+
+BASE_DIR = Path(__file__).resolve().parent
+OUTFITS_PATH = BASE_DIR / "outfits.json"
+
+try:
+    with OUTFITS_PATH.open("r", encoding="utf-8") as f:
+        _outfits_raw = json.load(f)
+    OUTFIT_LIBRARY: List[dict] = _outfits_raw.get("outfits", [])
+    print(f"[Recommender] 載入 outfits.json，共 {len(OUTFIT_LIBRARY)} 套穿搭。")
+except FileNotFoundError:
+    print("[Recommender] 找不到 outfits.json，OUTFIT_LIBRARY 為空，請確認檔案放在與 recommender.py 同一層。")
+    OUTFIT_LIBRARY = []
+except Exception as e:
+    print(f"[Recommender] 讀取 outfits.json 發生錯誤：{e}")
+    OUTFIT_LIBRARY = []
+
+
+# ============================================================
+# 讀取 colors.json
+# ============================================================
+
+COLORS_PATH = BASE_DIR / "colors.json"
+
+try:
+    with COLORS_PATH.open("r", encoding="utf-8") as f:
+        _colors_raw = json.load(f)
+    _RAW_COLORS: Dict[str, Dict[str, Any]] = _colors_raw.get("colors", {})
+    SKIN_TONE_TO_PALETTE: Dict[str, str] = _colors_raw.get("skin_tone_to_palette", {})
+    PALETTES: Dict[str, Any] = _colors_raw.get("palettes", {})
+    print(f"[Recommender] 載入 colors.json，顏色數量={len(_RAW_COLORS)}，色盤數量={len(PALETTES)}。")
+except FileNotFoundError:
+    print("[Recommender] 找不到 colors.json，請確認檔案放在與 recommender.py 同一層。")
+    _RAW_COLORS = {}
+    SKIN_TONE_TO_PALETTE = {}
+    PALETTES = {}
+except Exception as e:
+    print(f"[Recommender] 讀取 colors.json 發生錯誤：{e}")
+    _RAW_COLORS = {}
+    SKIN_TONE_TO_PALETTE = {}
+    PALETTES = {}
+
+
+# ============================================================
+# 色碼轉換：RGB / HEX -> HSL
+# ============================================================
+
+def rgb_to_hsl(r: float, g: float, b: float) -> Tuple[float, float, float]:
+    """RGB(0–255) -> HSL (H:0–360, S/L:0–1)"""
+    r_n, g_n, b_n = r / 255.0, g / 255.0, b / 255.0
+    # colorsys 回傳的是 HLS（注意順序）
+    h, l, s = colorsys.rgb_to_hls(r_n, g_n, b_n)
+    return h * 360.0, s, l
+
+
+def hex_to_hsl(hex_str: str) -> Tuple[float, float, float]:
+    """將十六進位色碼 (#RRGGBB) 轉成 HSL。"""
+    hex_str = hex_str.strip().lstrip("#")
+    if len(hex_str) == 3:
+        # 例如 #abc -> #aabbcc
+        hex_str = "".join([c * 2 for c in hex_str])
+    if len(hex_str) != 6:
+        # 給一個中性灰的預設
+        return rgb_to_hsl(128, 128, 128)
+    try:
+        r = int(hex_str[0:2], 16)
+        g = int(hex_str[2:4], 16)
+        b = int(hex_str[4:6], 16)
+    except ValueError:
+        # hex 解析失敗也用預設
+        return rgb_to_hsl(128, 128, 128)
+    return rgb_to_hsl(r, g, b)
+
+
+# 建立顏色資料庫：中文名稱 -> {en, hsl, tags}
+COLOR_DB: Dict[str, Dict[str, Any]] = {}
+for name, info in _RAW_COLORS.items():
+    hex_code = info.get("hex", "#888888")
+    hsl = hex_to_hsl(hex_code)
+    COLOR_DB[name] = {
+        "en": info.get("en", name),
+        "hsl": hsl,
+        "tags": info.get("tags", []),
+    }
+
+
+# ============================================================
+# 超參數（之後都可以自己調）
+# ============================================================
+
+ALPHA_SKIN = 0.55             # 原 0.8：降低膚色權重，避免壓過色彩和諧分
+TOP_K_COLOR_COMBOS = 60       # 原 20：增加候選顏色組合，降低配不到的機率
+MAX_OUTFITS = 3               # 維持輸出 3 套
+PER_OUTFIT_COLOR_OPTIONS = 20 # 每個款式從前幾個可用顏色中抽一個，避免結果過度固定
+FINAL_OUTFIT_SELECTION_POOL = 10  # 最終挑套裝時，不只硬取前 3 套，改從前幾名中抽樣
+
+# skin 相容度相關參數：控制「色盤寬度」與「理想亮度/飽和度差」
+SIGMA_H_SKIN = 55.0           # 原 40：放寬色相差容許
+SIGMA_L_SKIN = 0.28           # 原 0.20：放寬亮度差容許
+SIGMA_S_SKIN = 0.38           # 原 0.30：放寬飽和度差容許
+MU_L_SKIN = 0.12              # 原 0.15：偏向較小亮度差，較自然
+MU_S_SKIN = 0.08              # 原 0.10：稍降飽和度偏好，減少過度鮮豔
+
+
+# ============================================================
+# 色碼常數
+# ============================================================
+
+# 中性色設定（黑/白/灰）
+NEUTRAL_COLOR_NAMES = {
+    "黑", "黑色", "白", "白色", "灰", "灰色",
+    "black", "white", "gray", "grey",
+}
+NEUTRAL_COLOR_BONUS = 6.0
+DOUBLE_NEUTRAL_EXTRA_BONUS = 2.0
+
+def _is_neutral_color(color_name: str) -> bool:
+    """判斷是否為中性色（黑/白/灰）。"""
+    if not isinstance(color_name, str):
+        return False
+
+    key = color_name.strip().lower()
+    if key in NEUTRAL_COLOR_NAMES:
+        return True
+
+    info = COLOR_DB.get(color_name) or {}
+    en_name = str(info.get("en", "")).strip().lower()
+    return en_name in NEUTRAL_COLOR_NAMES
+
+
+# ============================================================
+# 色彩評分相關工具
+# ============================================================
+
+def hue_distance(h1: float, h2: float) -> float:
+    """色相環上的距離 (0–180)。"""
+    dh = abs(h1 - h2) % 360.0
+    if dh > 180.0:
+        dh = 360.0 - dh
+    return dh
+
+
+def gaussian(x: float, mu: float, sigma: float) -> float:
+    """一維高斯函數，輸出約 0–1。"""
+    if sigma <= 0:
+        return 0.0
+    return math.exp(-((x - mu) / sigma) ** 2)
+
+
+def skin_compatibility_for_color(
+    skin_hsl: Tuple[float, float, float],
+    cloth_hsl: Tuple[float, float, float],
+) -> float:
+    """
+    計算單一衣服顏色與膚色的相容度 C_skin(c_k)，輸出 0–100。
+      - 色相差越小越好；
+      - 與膚色亮度差約 MU_L_SKIN 最佳；
+      - 飽和度比膚色稍高（約 MU_S_SKIN）最佳。
+    """
+    Hs, Ss, Ls = skin_hsl
+    Hc, Sc, Lc = cloth_hsl
+
+    delta_H = hue_distance(Hc, Hs)     # 色相差 (degree)
+    delta_L = abs(Lc - Ls)            # 亮度差
+    delta_S = Sc - Ss                 # 飽和度差（衣服 - 膚色）
+
+    term_h = gaussian(delta_H, 0.0, SIGMA_H_SKIN)
+    term_l = gaussian(delta_L, MU_L_SKIN, SIGMA_L_SKIN)
+    term_s = gaussian(delta_S, MU_S_SKIN, SIGMA_S_SKIN)
+
+    return 100.0 * term_h * term_l * term_s
+
+
+def skin_compatibility_for_outfit(
+    skin_hsl: Tuple[float, float, float],
+    outfit_colors_hsl: List[Tuple[float, float, float]],
+    weights: Optional[List[float]] = None,
+) -> float:
+    """
+    S_skin(o) = sum_k w_k · C_skin(c_k) / sum_k w_k
+    如果沒有給 weights，預設每個部位權重都一樣。
+    """
+    n = len(outfit_colors_hsl)
+    if n == 0:
+        return 0.0
+    if weights is None:
+        weights = [1.0] * n
+
+    total_w = sum(weights)
+    if total_w <= 0:
+        return 0.0
+
+    acc = 0.0
+    for w, color_hsl in zip(weights, outfit_colors_hsl):
+        acc += w * skin_compatibility_for_color(skin_hsl, color_hsl)
+
+    return acc / total_w
+
+
+def sim_score(hsl1: Tuple[float, float, float],
+              hsl2: Tuple[float, float, float]) -> float:
+    """
+    相似色分數：
+      - 色相差角度小；
+      - 明度 / 飽和度差距小（但不要完全 0）。
+    """
+    H1, S1, L1 = hsl1
+    H2, S2, L2 = hsl2
+    dh = hue_distance(H1, H2)
+    ds = abs(S1 - S2)
+    dl = abs(L1 - L2)
+
+    score_h = gaussian(dh, 0.0, 25.0)
+    score_s = gaussian(ds, 0.15, 0.20)
+    score_l = gaussian(dl, 0.10, 0.20)
+
+    return 100.0 * score_h * score_s * score_l
+
+
+def comp_score(hsl1: Tuple[float, float, float],
+               hsl2: Tuple[float, float, float]) -> float:
+    """
+    互補色分數：
+      - 色相差約 180 度；
+      - 飽和度差中等；
+      - 明度差不大。
+    """
+    H1, S1, L1 = hsl1
+    H2, S2, L2 = hsl2
+    dh = hue_distance(H1, H2)
+    ds = abs(S1 - S2)
+    dl = abs(L1 - L2)
+
+    score_h = gaussian(dh, 180.0, 25.0)
+    score_s = gaussian(ds, 0.25, 0.20)
+    score_l = gaussian(dl, 0.10, 0.20)
+
+    return 100.0 * score_h * score_s * score_l
+
+
+def cont_score(hsl1: Tuple[float, float, float],
+               hsl2: Tuple[float, float, float]) -> float:
+    """
+    對比色分數：
+      - 色相差約 90 度；
+      - 明度 / 飽和度差都「不小也不大」。
+    """
+    H1, S1, L1 = hsl1
+    H2, S2, L2 = hsl2
+    dh = hue_distance(H1, H2)
+    ds = abs(S1 - S2)
+    dl = abs(L1 - L2)
+
+    score_h = gaussian(dh, 90.0, 25.0)
+    score_s = gaussian(ds, 0.30, 0.20)
+    score_l = gaussian(dl, 0.25, 0.20)
+
+    return 100.0 * score_h * score_s * score_l
+
+
+def color_harmony_scores_for_combo(
+    colors_hsl: List[Tuple[float, float, float]]
+) -> Tuple[float, float, float]:
+    """
+    給一組顏色（目前假設 2 個顏色），計算：
+      S_sim(o), S_comp(o), S_cont(o)
+    """
+    if len(colors_hsl) < 2:
+        return 0.0, 0.0, 0.0
+
+    hsl1, hsl2 = colors_hsl[0], colors_hsl[1]
+    s_sim = sim_score(hsl1, hsl2)
+    s_comp = comp_score(hsl1, hsl2)
+    s_cont = cont_score(hsl1, hsl2)
+    return s_sim, s_comp, s_cont
+
+
+# ============================================================
+# 從 report 抽資訊、篩選款式、決定顏色候選
+# ============================================================
+
+def _normalize_gender(g: Optional[str]) -> Optional[str]:
+    """把各種寫法的性別字串統一成 'male' / 'female'。"""
+    if g is None:
+        return None
+    if not isinstance(g, str):
+        return None
+    g = g.strip().lower()
+    if g in ("male", "m", "boy", "man", "男", "男性"):
+        return "male"
+    if g in ("female", "f", "girl", "woman", "女", "女性"):
+        return "female"
+    return None
+
+
+def extract_skin_rgb(skin_info: Dict[str, Any]) -> Tuple[float, float, float]:
+    """
+    盡量從 skin_analysis 裡萃取一組 RGB：
+      - {"color_rgb": [r,g,b]}  ← 你現在 JSON 的主要來源
+      - {"skin_rgb": {"r":..., "g":..., "b":...}}
+      - 其它 fallback。
+    找不到時回傳一個中性的膚色。
+    """
+    v = skin_info.get("color_rgb")
+    if isinstance(v, (list, tuple)) and len(v) >= 3:
+        try:
+            r, g, b = v[:3]
+            return float(r), float(g), float(b)
+        except Exception:
+            pass
+
+    for key in ("skin_rgb", "skin_color_rgb", "avg_rgb", "rgb"):
+        v = skin_info.get(key)
+        if isinstance(v, dict) and all(ch in v for ch in ("r", "g", "b")):
+            try:
+                return float(v["r"]), float(v["g"]), float(v["b"])
+            except Exception:
+                pass
+        if isinstance(v, (list, tuple)) and len(v) >= 3:
+            try:
+                r, g, b = v[:3]
+                return float(r), float(g), float(b)
+            except Exception:
+                pass
+
+    for v in skin_info.values():
+        if isinstance(v, dict) and all(ch in v for ch in ("r", "g", "b")):
+            try:
+                return float(v["r"]), float(v["g"]), float(v["b"])
+            except Exception:
+                continue
+        if isinstance(v, (list, tuple)) and len(v) >= 3:
+            try:
+                r, g, b = v[:3]
+                return float(r), float(g), float(b)
+            except Exception:
+                continue
+
+    return 190.0, 164.0, 133.0
+
+
+def filter_outfits(body_type: Optional[str],
+                   face_shape: Optional[str],
+                   gender: Optional[str],
+                   weather: Dict[str, Any]) -> List[dict]:
+    """
+    依體型 / 臉型 / 性別 / 氣溫，從 OUTFIT_LIBRARY 裡挑出候選。
+    """
+    temperature = weather.get("temperature")
+    norm_gender = _normalize_gender(gender)
+
+    candidates: List[dict] = []
+    for outfit in OUTFIT_LIBRARY:
+        outfit_gender = _normalize_gender(outfit.get("gender"))
+        if norm_gender and outfit_gender and outfit_gender != norm_gender:
+            continue
+
+        outfit_body_types = outfit.get("body_types") or []
+        if body_type and outfit_body_types and body_type not in outfit_body_types:
+            continue
+
+        outfit_face_shapes = outfit.get("face_shapes") or []
+        if face_shape and outfit_face_shapes and face_shape not in outfit_face_shapes:
+            continue
+
+        if isinstance(temperature, (int, float)):
+            min_temp = outfit.get("min_temp")
+            max_temp = outfit.get("max_temp")
+            if isinstance(min_temp, (int, float)) and temperature < float(min_temp):
+                continue
+            if isinstance(max_temp, (int, float)) and temperature > float(max_temp):
+                continue
+
+        candidates.append(outfit)
+
+    if not candidates:
+        candidates = list(OUTFIT_LIBRARY)
+
+    return candidates
+
+
+def get_color_combos_for_user(report: dict, gender: Optional[str] = None) -> List[Tuple[str, str]]:
+    """
+    根據 skin_analysis 中的 skin_tone_type / skin_tone_name，
+    從 colors.json 的 palettes 裡挑出這個人的顏色搭配候選。
+    支援性別區分：會優先查找 `{gender}_{type}` 的 key。
+    """
+    skin = report.get("skin_analysis", {}) or {}
+    tone_type = skin.get("skin_tone_type")
+    tone_name = skin.get("skin_tone_name")
+
+    norm_gender = _normalize_gender(gender)
+    palette_key: Optional[str] = None
+
+    if norm_gender and isinstance(tone_type, str):
+        key_with_gender = f"{norm_gender}_{tone_type}"
+        if key_with_gender in SKIN_TONE_TO_PALETTE:
+            palette_key = SKIN_TONE_TO_PALETTE[key_with_gender]
+
+    if not palette_key and isinstance(tone_type, str) and tone_type in SKIN_TONE_TO_PALETTE:
+        palette_key = SKIN_TONE_TO_PALETTE[tone_type]
+
+    if not palette_key and norm_gender and isinstance(tone_name, str):
+        key_with_gender = f"{norm_gender}_{tone_name}"
+        if key_with_gender in SKIN_TONE_TO_PALETTE:
+            palette_key = SKIN_TONE_TO_PALETTE[key_with_gender]
+
+    if not palette_key and isinstance(tone_name, str) and tone_name in SKIN_TONE_TO_PALETTE:
+        palette_key = SKIN_TONE_TO_PALETTE[tone_name]
+
+    print(f"[Recommender] Skin Type: {tone_type}, Gender: {norm_gender} -> Palette Key: {palette_key}")
+
+    combos: List[Tuple[str, str]] = []
+
+    if palette_key and palette_key in PALETTES:
+        palette = PALETTES[palette_key]
+        for entry in palette.get("combos", []):
+            top = entry.get("top")
+            bottoms = entry.get("bottoms", [])
+            if not top or not bottoms:
+                continue
+            for b in bottoms:
+                if top in COLOR_DB and b in COLOR_DB:
+                    combos.append((top, b))
+
+    if not combos and COLOR_DB:
+        print("[Recommender] 找不到對應色盤或 combos 為空，使用全顏色 fallback。")
+        names = list(COLOR_DB.keys())
+        for i, c1 in enumerate(names):
+            for c2 in names[i + 1:]:
+                combos.append((c1, c2))
+
+    return combos[:TOP_K_COLOR_COMBOS]
+
+
+# ============================================================
+# prompt helper（新版：prompt_items_en）
+# ============================================================
+
+def _safe_format_prompt(s: str, top_color_en: str, bottom_color_en: str) -> str:
+    """
+    安全 format：允許字串沒有 placeholder，也允許只用其中一種。
+    """
+    top_color_en = top_color_en.replace(" ", "-")
+    bottom_color_en = bottom_color_en.replace(" ", "-")
+    try:
+        return s.format(top_color_en=top_color_en, bottom_color_en=bottom_color_en)
+    except KeyError as e:
+        # 如果 outfits.json 不小心寫了別的 placeholder 名稱，避免整套爆掉
+        print(f"[Recommender] prompt format 缺少 placeholder：{e}，原字串：{s}")
+        return s
+    except Exception as e:
+        print(f"[Recommender] prompt format 失敗：{e}，原字串：{s}")
+        return s
+
+
+def _build_prompt_items_en(outfit: dict, top_color_en: str, bottom_color_en: str) -> PromptItemsEN:
+    """
+    優先使用 outfits.json 的 prompt_items_en（你新定義的結構）。
+    若沒有，才回退到 prompt_template_en，包成 {"full": [...]}。
+    """
+    prompt_items = outfit.get("prompt_items_en")
+
+    # ✅ 新格式：dict[str, list[str]]
+    if isinstance(prompt_items, dict):
+        out: PromptItemsEN = {}
+        for part, arr in prompt_items.items():
+            if not isinstance(part, str):
+                continue
+            if isinstance(arr, list):
+                formatted = []
+                for x in arr:
+                    if not isinstance(x, str):
+                        continue
+                    formatted.append(_safe_format_prompt(x, top_color_en, bottom_color_en).strip())
+                if formatted:
+                    out[part] = formatted
+        if out:
+            return out
+
+    # 🔁 舊格式 fallback：prompt_template_en（整句）
+    prompts_en: List[str] = []
+    for tmpl in outfit.get("prompt_template_en", []):
+        if not isinstance(tmpl, str):
+            continue
+        prompts_en.append(_safe_format_prompt(tmpl, top_color_en, bottom_color_en).strip())
+
+    if not prompts_en:
+        prompts_en = [
+            f"{top_color_en} top with {bottom_color_en} bottom",
+            f"outfit with {top_color_en} upper garment and {bottom_color_en} lower garment",
+            f"{top_color_en} and {bottom_color_en} color-coordinated outfit",
+        ]
+
+    seen = set()
+    prompts_en = [x for x in prompts_en if not (x in seen or seen.add(x))]
+    return {"full": prompts_en[:3]}
+
+
+def _outfit_uses_dress_color(outfit: dict) -> bool:
+    """判斷此 outfit 是否為 dress 單件式輸出。"""
+    allowed_dress_colors = outfit.get("allowed_dress_colors") or []
+    if allowed_dress_colors:
+        return True
+
+    prompt_items = outfit.get("prompt_items_en")
+    if isinstance(prompt_items, dict):
+        dress_items = prompt_items.get("dress")
+        if isinstance(dress_items, list) and dress_items:
+            return True
+
+    return False
+
+
+def _color_allowed_by_rules(
+    color_name: str,
+    allowed_colors: List[str],
+    allowed_tags: List[str],
+) -> bool:
+    """
+    顏色檢查規則：
+      1. 若 outfit 有明確 allowed_*_colors，優先用顯式顏色名單。
+      2. 否則回退到 *_color_tags。
+      3. 若兩者都沒填，視為可用。
+    """
+    if allowed_colors:
+        return color_name in allowed_colors
+
+    if not allowed_tags:
+        return True
+
+    if _is_neutral_color(color_name):
+        return True
+
+    color_info = COLOR_DB.get(color_name)
+    if not color_info:
+        return False
+
+    color_tags = color_info.get("tags") or []
+    return any(tag in allowed_tags for tag in color_tags)
+
+
+def _weighted_pick_by_score(candidates: List[Dict[str, Any]]) -> Optional[Dict[str, Any]]:
+    """
+    從少量高分候選中做加權隨機：
+      - 分數越高越容易被選到
+      - 但不會永遠只選第一名
+    使用 sqrt 壓縮分數差，避免第一名權重過大。
+    """
+    if not candidates:
+        return None
+    if len(candidates) == 1:
+        return candidates[0]
+
+    weights: List[float] = []
+    for item in candidates:
+        score = max(float(item.get("score", 0.0)), 0.0)
+        weights.append(math.sqrt(score) + 1e-6)
+
+    return random.choices(candidates, weights=weights, k=1)[0]
+
+
+# ============================================================
+# 主函式：run_recommend_model
+# ============================================================
+
+def run_recommend_model(report: dict, weather: Dict[str, Any]) -> ClotheJSON:
+    """
+    推薦邏輯（回傳新版 ClotheJSON）：
+      - 每個 clothe_id 對應一套 outfit
+      - 每套 outfit 內是「部位 -> prompts(list[str])」
+    """
+
+    # -------- 1) 從 report 抽資訊 --------
+    body_type = (
+        report.get("body_type") or
+        report.get("body_shape_analysis", {}).get("body_shape_type")
+    )
+    face_shape = report.get("face_analysis", {}).get("face_shape")
+
+    gender = (
+        report.get("body_gender") or
+        report.get("gender") or
+        report.get("sex")
+    )
+
+    skin_info = report.get("skin_analysis", {}) or {}
+    if not isinstance(skin_info, dict):
+        skin_info = {}
+    r, g, b = extract_skin_rgb(skin_info)
+    skin_hsl = rgb_to_hsl(r, g, b)
+
+    # -------- 2) 篩選候選款式 --------
+    outfit_candidates = filter_outfits(body_type, face_shape, gender, weather)
+    if not outfit_candidates:
+        print("[Recommender] OUTFIT_LIBRARY 為空或篩選後沒有任何款式。")
+        return {}
+
+    # -------- 3) 取得這個人的顏色搭配候選 --------
+    color_combos = get_color_combos_for_user(report, gender)
+    if not color_combos:
+        print("[Recommender] 沒有任何顏色搭配候選，請檢查 colors.json。")
+        return {}
+
+    # -------- 4) 對每一組顏色搭配計算分數 --------
+    combo_scores: List[Tuple[float, Tuple[str, str]]] = []
+
+    for name1, name2 in color_combos:
+        color1 = COLOR_DB.get(name1)
+        color2 = COLOR_DB.get(name2)
+        if not color1 or not color2:
+            continue
+
+        hsl1 = color1["hsl"]
+        hsl2 = color2["hsl"]
+
+        s_sim, s_comp, s_cont = color_harmony_scores_for_combo([hsl1, hsl2])
+        s_skin = skin_compatibility_for_outfit(skin_hsl, [hsl1, hsl2])
+
+        neutral_bonus = 0.0
+        n1 = _is_neutral_color(name1)
+        n2 = _is_neutral_color(name2)
+        if n1 or n2:
+            neutral_bonus += NEUTRAL_COLOR_BONUS
+        if n1 and n2:
+            neutral_bonus += DOUBLE_NEUTRAL_EXTRA_BONUS
+
+        s_color = max(s_sim, s_comp, s_cont) + ALPHA_SKIN * s_skin + neutral_bonus
+        combo_scores.append((s_color, (name1, name2)))
+
+    if not combo_scores:
+        print("[Recommender] 所有顏色搭配都無法計算分數，可能是 COLOR_DB 空的。")
+        return {}
+
+    combo_scores.sort(key=lambda x: x[0], reverse=True)
+
+    dress_color_score_map: Dict[str, float] = {}
+    for score, (name1, name2) in combo_scores:
+        dress_color_score_map[name1] = max(dress_color_score_map.get(name1, float("-inf")), score)
+        dress_color_score_map[name2] = max(dress_color_score_map.get(name2, float("-inf")), score)
+
+    dress_color_scores: List[Tuple[float, str]] = sorted(
+        ((score, color_name) for color_name, score in dress_color_score_map.items()),
+        key=lambda x: x[0],
+        reverse=True,
+    )
+
+    # -------- 5) 先找出每個 outfit 可用的最佳顏色，再挑整體最高分 --------
+    results: ClotheJSON = {}
+
+    outfit_matches: List[Dict[str, Any]] = []
+
+    for outfit in outfit_candidates:
+        allowed_top_tags = outfit.get("top_color_tags") or []
+        allowed_bottom_tags = outfit.get("bottom_color_tags") or []
+        allowed_top_colors = outfit.get("allowed_top_colors") or []
+        allowed_bottom_colors = outfit.get("allowed_bottom_colors") or []
+        allowed_dress_colors = outfit.get("allowed_dress_colors") or []
+
+        if _outfit_uses_dress_color(outfit):
+            dress_candidates: List[Dict[str, Any]] = []
+
+            for score, color_name in dress_color_scores:
+                if not _color_allowed_by_rules(color_name, allowed_dress_colors, allowed_top_tags):
+                    continue
+                dress_candidates.append({
+                    "color_name": color_name,
+                    "score": score,
+                })
+                if len(dress_candidates) >= PER_OUTFIT_COLOR_OPTIONS:
+                    break
+
+            chosen_dress = _weighted_pick_by_score(dress_candidates)
+            if not chosen_dress:
+                continue
+
+            chosen_color = str(chosen_dress["color_name"])
+            chosen_score = float(chosen_dress["score"])
+
+            color_info = COLOR_DB.get(chosen_color)
+            if not color_info:
+                continue
+
+            outfit_matches.append({
+                "outfit": outfit,
+                "score": chosen_score,
+                "mode": "dress",
+                "top_color_zh": chosen_color,
+                "bottom_color_zh": chosen_color,
+                "top_color_en": color_info["en"],
+                "bottom_color_en": color_info["en"],
+                "signature": ("dress", chosen_color),
+            })
+            continue
+
+        combo_candidates_for_outfit: List[Dict[str, Any]] = []
+
+        for score, (name1, name2) in combo_scores:
+            if not _color_allowed_by_rules(name1, allowed_top_colors, allowed_top_tags):
+                continue
+            if not _color_allowed_by_rules(name2, allowed_bottom_colors, allowed_bottom_tags):
+                continue
+            combo_candidates_for_outfit.append({
+                "combo": (name1, name2),
+                "score": score,
+            })
+            if len(combo_candidates_for_outfit) >= PER_OUTFIT_COLOR_OPTIONS:
+                break
+
+        chosen_combo_entry = _weighted_pick_by_score(combo_candidates_for_outfit)
+        if not chosen_combo_entry:
+            continue
+
+        chosen_combo = tuple(chosen_combo_entry["combo"])
+        chosen_score = float(chosen_combo_entry["score"])
+
+        color1 = COLOR_DB.get(chosen_combo[0])
+        color2 = COLOR_DB.get(chosen_combo[1])
+        if not color1 or not color2:
+            continue
+
+        outfit_matches.append({
+            "outfit": outfit,
+            "score": chosen_score,
+            "mode": "combo",
+            "top_color_zh": chosen_combo[0],
+            "bottom_color_zh": chosen_combo[1],
+            "top_color_en": color1["en"],
+            "bottom_color_en": color2["en"],
+            "signature": ("combo", chosen_combo[0], chosen_combo[1]),
+        })
+
+    if not outfit_matches:
+        print("[Recommender] 沒有任何 outfit 成功配到顏色組合（可能是 allowed colors / color_tags 規則太嚴）。")
+        return {}
+
+    outfit_matches.sort(key=lambda item: item["score"], reverse=True)
+
+    print(f"[Recommender] 已為 {len(outfit_matches)} 個候選款式找到可用顏色，開始挑選前 {MAX_OUTFITS} 套。")
+
+    selected_matches: List[Dict[str, Any]] = []
+    used_signatures = set()
+    used_primary_colors = set()
+    remaining_matches = list(outfit_matches)
+
+    while remaining_matches and len(selected_matches) < MAX_OUTFITS:
+        eligible_matches = [
+            match for match in remaining_matches
+            if match["signature"] not in used_signatures
+            and match["top_color_zh"] not in used_primary_colors
+        ]
+
+        if not eligible_matches:
+            eligible_matches = [
+                match for match in remaining_matches
+                if match["signature"] not in used_signatures
+            ]
+
+        if not eligible_matches:
+            break
+
+        selection_pool = eligible_matches[:min(FINAL_OUTFIT_SELECTION_POOL, len(eligible_matches))]
+        chosen_match = _weighted_pick_by_score(selection_pool)
+        if not chosen_match:
+            break
+
+        selected_matches.append(chosen_match)
+        used_signatures.add(chosen_match["signature"])
+        used_primary_colors.add(chosen_match["top_color_zh"])
+        remaining_matches = [match for match in remaining_matches if match is not chosen_match]
+
+    if len(selected_matches) < MAX_OUTFITS:
+        print(
+            f"[Recommender] 放寬主色不可重複後，仍只選到 {len(selected_matches)} 套；"
+            "若要更多變化，可再放寬 allowed colors。"
+        )
+
+    for outfit_assigned, match in enumerate(selected_matches, start=1):
+        outfit = match["outfit"]
+        top_color_zh = match["top_color_zh"]
+        bottom_color_zh = match["bottom_color_zh"]
+        top_color_en = match["top_color_en"]
+        bottom_color_en = match["bottom_color_en"]
+        chosen_score = float(match["score"])
+
+        desc_zh = outfit.get("desc_zh", "")
+        if match["mode"] == "dress":
+            zh_desc = f"{top_color_zh}色{desc_zh}".strip()
+        elif "+" in desc_zh:
+            left, right = [part.strip() for part in desc_zh.split("+", 1)]
+            zh_desc = f"{top_color_zh}色{left} + {bottom_color_zh}色{right}"
+        else:
+            zh_desc = f"{top_color_zh}色 / {bottom_color_zh}色 {desc_zh}".strip()
+
+        prompt_items_en = _build_prompt_items_en(outfit, top_color_en, bottom_color_en)
+
+        outfit_id = str(outfit.get("id", "O"))
+        clothe_id = f"{outfit_id}_{outfit_assigned:02d}"
+        results[clothe_id] = prompt_items_en
+
+        if match["mode"] == "dress":
+            print(
+                f"[Recommender] 推薦 {clothe_id}: {zh_desc} | "
+                f"dress_color={top_color_zh}, score={chosen_score:.2f}"
+            )
+        else:
+            print(
+                f"[Recommender] 推薦 {clothe_id}: {zh_desc} | "
+                f"colors=({top_color_zh}, {bottom_color_zh}), score={chosen_score:.2f}"
+            )
+
+    if not results:
+        print("[Recommender] 沒有任何 outfit 成功產生 prompt。")
+
+    return results
+
+
+
+"""
+    # === 目前先回傳你提供的 6 句描述（兩件洋裝） ===
+    dress_1_prompts = [
+        "long red sleeveless dress",
+        "red floor-length dress",
+        "solid red long dress",
+    ]
+
+    dress_2_prompts = [
+        "cream dress",
+        "natural sleeveless v-neck dress",
+        "sleevless beige dress",  # 保留你原本的拼字
+    ]
+
+    clothe_json: ClotheJSON = {
+        "000001": dress_1_prompts,
+        "000002": dress_2_prompts,
+    }
+
+    return clothe_json
+"""

test.py

@@ -0,0 +1,252 @@
+# test.py
+# 放在 RECOMMEND_SERVICE/ 同一層執行：
+#   python test.py saved_requests/request_xxx.json
+# 或不帶參數（自動抓 saved_requests/ 最新的 .json）：
+#   python test.py
+
+from __future__ import annotations
+
+import argparse
+import json
+import sys
+from pathlib import Path
+from typing import Any, Dict, Optional
+
+# 你的專案模組（同層）
+from recommender import (
+    ALPHA_SKIN,
+    COLOR_DB,
+    DOUBLE_NEUTRAL_EXTRA_BONUS,
+    NEUTRAL_COLOR_BONUS,
+    _is_neutral_color,
+    color_harmony_scores_for_combo,
+    extract_skin_rgb,
+    get_color_combos_for_user,
+    rgb_to_hsl,
+    run_recommend_model,
+    skin_compatibility_for_outfit,
+)
+from body_type_classifier import classify_male_body_type, classify_female_body_type
+
+
+DEFAULT_GENDER = "male"  # 跟你 API 裡的行為一致：沒給 gender 就先用 male
+
+
+def extract_gender(report: Dict[str, Any]) -> Optional[str]:
+    """
+    從 report 抓性別。找不到就回 DEFAULT_GENDER。
+    """
+    gender = (
+        report.get("gender")
+        or report.get("sex")
+        or report.get("Gender")
+        or report.get("user_gender")
+        or report.get("body_gender")  # 若前面已經有，就沿用
+    )
+
+    if isinstance(gender, str):
+        g = gender.strip().lower()
+        if g in ("male", "m", "boy", "man", "男", "男性"):
+            return "male"
+        if g in ("female", "f", "girl", "woman", "女", "女性"):
+            return "female"
+
+    # 找不到就用預設
+    if DEFAULT_GENDER is not None:
+        print(f"[BodyType] report 中沒有可用的 gender 欄位，暫時使用 DEFAULT_GENDER={DEFAULT_GENDER}")
+        return DEFAULT_GENDER
+
+    return None
+
+
+def extract_body_measurements(report: Dict[str, Any]) -> Optional[Dict[str, float]]:
+    """
+    從 report 取得 body_measurements dict。
+    你提供的 request JSON 結構是 report["body_measurements"] = {...}
+    """
+    bm = report.get("body_measurements")
+    if isinstance(bm, dict) and bm:
+        return bm  # type: ignore[return-value]
+    return None
+
+
+def attach_body_type(report: Dict[str, Any]) -> None:
+    """
+    先依 body_measurements + gender 判斷身形，寫回 report：
+      report["body_type"]
+      report["body_gender"]
+    """
+    body_measurements = extract_body_measurements(report)
+    gender = extract_gender(report)
+
+    if not body_measurements or not gender:
+        print("[BodyType] 無法判斷：缺少 body_measurements 或 gender（且 DEFAULT_GENDER=None）")
+        return
+
+    try:
+        if gender == "male":
+            body_type = classify_male_body_type(body_measurements)
+        else:
+            body_type = classify_female_body_type(body_measurements)
+
+        print(f"[BodyType] gender={gender} → body_type={body_type}")
+
+        report["body_type"] = body_type
+        report["body_gender"] = gender
+
+    except Exception as e:
+        print(f"[BodyType] 判斷身形時發生錯誤: {e}")
+
+
+def pick_default_request_file(base_dir: Path) -> Path:
+    """
+    不帶參數時：自動挑 saved_requests/ 裡最新修改的 .json
+    """
+    req_dir = base_dir / "saved_requests"
+    if not req_dir.exists():
+        raise FileNotFoundError(f"找不到資料夾：{req_dir}")
+
+    candidates = sorted(req_dir.glob("*.json"), key=lambda p: p.stat().st_mtime, reverse=True)
+    if not candidates:
+        raise FileNotFoundError(f"{req_dir} 底下沒有任何 .json 檔可以測試")
+    return candidates[0]
+
+
+def load_request_json(path: Path) -> Dict[str, Any]:
+    with path.open("r", encoding="utf-8") as f:
+        data = json.load(f)
+    if not isinstance(data, dict):
+        raise ValueError("request JSON 的最外層必須是 dict")
+    return data
+
+
+def print_top10_color_combos(report: Dict[str, Any]) -> None:
+    """
+    印出該使用者顏色組合前 10 名（含分數）。
+    分數公式與 recommender 內一致：
+            S_color = max(S_sim, S_comp, S_cont) + ALPHA_SKIN * S_skin + neutral_bonus
+    """
+    gender = (
+        report.get("body_gender")
+        or report.get("gender")
+        or report.get("sex")
+    )
+
+    skin_info = report.get("skin_analysis", {}) or {}
+    if not isinstance(skin_info, dict):
+        skin_info = {}
+
+    r, g, b = extract_skin_rgb(skin_info)
+    skin_hsl = rgb_to_hsl(r, g, b)
+
+    color_combos = get_color_combos_for_user(report, gender)
+    if not color_combos:
+        print("[ColorDebug] 沒有可用的顏色組合。")
+        return
+
+    scored = []
+    for top_zh, bottom_zh in color_combos:
+        c1 = COLOR_DB.get(top_zh)
+        c2 = COLOR_DB.get(bottom_zh)
+        if not c1 or not c2:
+            continue
+
+        hsl1 = c1["hsl"]
+        hsl2 = c2["hsl"]
+        s_sim, s_comp, s_cont = color_harmony_scores_for_combo([hsl1, hsl2])
+        s_skin = skin_compatibility_for_outfit(skin_hsl, [hsl1, hsl2])
+        neutral_bonus = 0.0
+        if _is_neutral_color(top_zh) or _is_neutral_color(bottom_zh):
+            neutral_bonus += NEUTRAL_COLOR_BONUS
+        if _is_neutral_color(top_zh) and _is_neutral_color(bottom_zh):
+            neutral_bonus += DOUBLE_NEUTRAL_EXTRA_BONUS
+
+        s_color = max(s_sim, s_comp, s_cont) + ALPHA_SKIN * s_skin + neutral_bonus
+        scored.append((s_color, top_zh, bottom_zh, c1["en"], c2["en"]))
+
+    if not scored:
+        print("[ColorDebug] 顏色組合分數計算失敗。")
+        return
+
+    scored.sort(key=lambda x: x[0], reverse=True)
+    print("[ColorDebug] Top 10 顏色組合（含分數）：")
+    for rank, (score, top_zh, bottom_zh, top_en, bottom_en) in enumerate(scored[:20], start=1):
+        print(
+            f"  {rank:02d}. ({top_zh}/{top_en}) + ({bottom_zh}/{bottom_en}) "
+            f"=> score={score:.2f}"
+        )
+
+
+def main() -> int:
+    base_dir = Path(__file__).resolve().parent
+
+    parser = argparse.ArgumentParser(description="純 Python 測試：先判斷身形，再跑推薦，輸出到 output/")
+    parser.add_argument(
+        "input",
+        nargs="?",
+        help="request JSON 路徑（例如 saved_requests/request_xxx.json）。不填則自動抓 saved_requests/ 最新檔。",
+    )
+    args = parser.parse_args()
+
+    # 決定輸入檔
+    if args.input:
+        input_path = (base_dir / args.input).resolve() if not Path(args.input).is_absolute() else Path(args.input)
+    else:
+        input_path = pick_default_request_file(base_dir)
+
+    if not input_path.exists():
+        print(f"[Error] 找不到輸入檔：{input_path}")
+        return 2
+
+    print(f"[Test] 使用輸入檔：{input_path}")
+
+    # 讀 JSON
+    data = load_request_json(input_path)
+
+    # 解析 report / weather
+    if "report" in data and "weather" in data:
+        report = data["report"]
+        weather = data["weather"]
+    else:
+        raise ValueError("request JSON 必須包含 'report' 與 'weather' 兩個 key（最外層）")
+
+    if not isinstance(report, dict):
+        raise ValueError("'report' 必須是 dict")
+    if not isinstance(weather, dict):
+        raise ValueError("'weather' 必須是 dict")
+
+    # 方式 1：先做身形判斷（寫回 report）
+    attach_body_type(report)
+
+    # 額外印出顏色組合分數前 10 名
+    print_top10_color_combos(report)
+
+    # 跑推薦
+    result = run_recommend_model(report, weather)
+
+    # 輸出資料夾 output/
+    out_dir = base_dir / "output"
+    out_dir.mkdir(exist_ok=True)
+
+    # 輸出檔名：跟輸入檔對應
+    stem = input_path.stem  # e.g. request_anonymous_1763...
+    out_path = out_dir / f"{stem}_output.json"
+
+    with out_path.open("w", encoding="utf-8") as f:
+        json.dump(result, f, ensure_ascii=False, indent=2)
+
+    print(f"[Test] 推薦結果已輸出：{out_path}")
+    print("[Test] 預覽（前幾項）：")
+    # 簡單預覽
+    preview_items = list(result.items())[:3]
+    print(json.dumps(dict(preview_items), ensure_ascii=False, indent=2))
+
+    return 0
+
+
+if __name__ == "__main__":
+    try:
+        raise SystemExit(main())
+    except Exception as e:
+        print(f"[Fatal] 測試失敗：{e}")
+        raise