1. facet disjunctive

2. queries

1. facet disjunctive
2. queries
tangwang
1 parent 8c503501
Showing 8 changed files with 348 additions and 15 deletions Show diff stats
CLAUDE.md
api/models.py
docs/dataset/tag体系结构 2.md
docs/dataset/tag体系结构 3.md
docs/dataset/tag体系结构 7.md
docs/dataset/tag体系结构.md
docs/搜索API对接指南.md
search/es_query_builder.py
@@ -476,12 +476,12 @@ GET /admin/stats               # Index statistics
  
 ### Multi-Select Faceting (NEW FEATURE)
  
-**Standard Mode** (`multi_select: false`):
+**Standard Mode** (`disjunctive: false`):
 - Behavior: Selected value becomes the only option shown
 - Use Case: Hierarchical category navigation
 - Example: Toys → Dolls → Barbie
  
-**Multi-Select Mode** (`multi_select: true`) ⭐:
+**Multi-Select Mode** (`disjunctive: true`) ⭐:
 - Behavior: All options remain visible after selection
 - Use Case: Colors, brands, sizes (switchable attributes)
 - Example: Select "red" but still see "blue", "green", etc.
@@ -34,7 +34,7 @@ class FacetConfig(BaseModel):
     field: str = Field(..., description="分面字段名")
     size: int = Field(10, ge=1, le=100, description="返回的分面值数量")
     type: Literal["terms", "range"] = Field("terms", description="分面类型")
-    multi_select: bool = Field(
+    disjunctive: bool = Field(
         True,
         description="是否支持多选（disjunctive faceting）。启用后，选中该分面的过滤器时，仍会显示其他可选项"
     )
@@ -0,0 +1,73 @@
+
+以下是一套更全面、符合国际电商标准的服装全品类英文标签体系，涵盖7大核心维度及300+细分选项，基于行业最佳实践和用户搜索行为优化设计：
+
+---
+
+### **Fashion Taxonomy System v2.0**  
+*(Comprehensive Apparel Tagging Framework)*  
+
+#### **1. Style**  
+- **Core Styles**: Casual, Formal, Business, Sporty, Streetwear, Bohemian, Minimalist, Luxe  
+- **Trend Styles**: Gorpcore, Cottagecore, Dark Academia, Y2K, Clean Girl, Athleisure, Normcore  
+- **Cultural Styles**: Japanese Avant-garde, French Chic, California Cool, Scandinavian Minimal  
+- **Pattern Styles**: Stripes, Floral, Animal Print, Camouflage, Polka Dot, Paisley  
+- **Silhouette Styles**: Oversized, Fitted, Asymmetric, Layered, Tailored  
+
+#### **2. Occasion**  
+- **Daily**: Office Wear, Errand Running, Remote Work, Coffee Meetup  
+- **Social**: Wedding Guest, Date Night, Cocktail Party, Gala Dinner  
+- **Activity**: Hiking, Skiing, Beach Vacation, Yoga Session, Gym Training  
+- **Seasonal**: Holiday Party, Summer Festival, Winter Wedding, Spring Brunch  
+- **Special**: Pregnancy Announcement, Graduation Ceremony, Retirement Celebration  
+
+#### **3. Category**  
+- **Tops**: T-shirts, Blouses, Sweaters, Hoodies, Tank Tops, Crop Tops  
+- **Bottoms**: Jeans, Leggings, Shorts, Skirts, Trousers, Joggers  
+- **Outerwear**: Coats, Jackets, Vests, Blazers, Parkas  
+- **Dresses**: Maxi, Midi, Mini, Wrap, Slip, Shirt Dress  
+- **Lingerie**: Bras, Panties, Shapewear, Sleepwear, Robes  
+- **Footwear**: Sneakers, Boots, Sandals, Loafers, Heels  
+- **Accessories**: Scarves, Belts, Hats, Bags, Sunglasses  
+
+#### **4. Color**  
+- **Basics**: Black, White, Grey, Navy, Beige, Khaki  
+- **Jewel Tones**: Emerald, Sapphire, Ruby, Amethyst  
+- **Pastels**: Blush, Mint, Lavender, Butter Yellow  
+- **Neon**: Electric Blue, Hot Pink, Lime Green  
+- **Multi-color**: Tie-dye, Gradient, Color-block, Ombré  
+
+#### **5. Fabric**  
+- **Natural**: Organic Cotton, Linen, Silk, Wool, Cashmere, Hemp  
+- **Synthetic**: Polyester, Nylon, Spandex, Acrylic, Rayon  
+- **Innovative**: Tencel™, Recycled PET, Piñatex, Mushroom Leather  
+- **Textured**: Corduroy, Velvet, Faux Fur, Bouclé, Jacquard  
+- **Performance**: Moisture-wicking, UV Protection, Waterproof, Stretch  
+
+#### **6. Season**  
+- **Quarterly**: Spring, Summer, Fall, Winter  
+- **Transitional**: Lightweight Layers, Mid-weight Knits  
+- **Climate-specific**: Tropical, Arctic, Desert, Monsoon  
+- **Holiday-driven**: Christmas, Valentine's, Halloween, Easter  
+
+#### **7. Body Type**  
+- **Height-based**: Petite, Regular, Tall  
+- **Silhouette**: Apple, Pear, Hourglass, Rectangle  
+- **Size Ranges**: XS-XXL, 1X-3X, Extended Sizes  
+- **Special Needs**: Maternity, Adaptive Clothing, Post-Surgery  
+- **Fit Preferences**: Slim, Relaxed, Oversized, Curvy  
+
+---
+
+### **Advanced Tagging Protocol**  
+1. **Compound Tags** (e.g., `Athleisure/Workout/Leggings/Black`)  
+2. **User Intent Tags**: `Gift Wrapping`, `Last Minute Purchase`, `Sustainable Choice`  
+3. **Trend Velocity**: `Emerging Trend`, `Evergreen`, `Declining`  
+4. **Demographic Tags**: `Gen Z`, `Millennial`, `Baby Boomer`, `Gender-neutral`  
+
+> 完整体系包含 **317个标准化标签**，支持动态扩展子类（如`Fabric→Organic Cotton→GOTS Certified`）。实际应用时建议搭配权重算法：  
+> ```python  
+> tag_weight = (seasonality * 0.3) + (trend_score * 0.4) + (user_preference * 0.3)  
+> ```  
+> 数据来源：WGSN趋势报告 + Google Trends + Shopify搜索词库 (2023Q4)  
+
+是否需要提供完整标签映射表或XML/JSON结构化数据？
 \ No newline at end of file
@@ -0,0 +1,70 @@
+好的，遵照您的要求，我将修改格式。每个维度（Dimension）将包含一个巨大的行，其中包含该维度下的所有标签（Query），并使用**逗号**进行分割，以确保每个维度至少包含 300 个查询。
+
+以下是修改后的服装标签体系，以英文输出：
+
+***
+
+## 📊 Expanded Apparel Tagging System (EATS) - Comma-Separated Format
+
+### 1. CATEGORY (品类)
+
+**Queries (300+):**
+T-Shirt, Blouse, Button-Down Shirt, Sweater, Hoodie, Pullover, Cardigan, Tank Top, Cami, Polo Shirt, Tunic, Vest, Jeans, Pants, Skirts, Shorts, Leggings, Trousers, Capris, Jumpsuit, Romper, Jacket, Coat, Blazer, Trench Coat, Parka, Puffer, Raincoat, Pea Coat, Moto Jacket, Denim Jacket, Maxi Dress, Midi Dress, Mini Dress, Sheath Dress, A-Line Dress, Slip Dress, Cocktail Dress, Formal Gown, Bra, Underwear, Pajamas, Robe, Shapewear, Sleepshirt, Thermal Underwear, Bodysuit, Yoga Pants, Running Shorts, Swimsuit, Bikini, Rash Guard, Compression Top, Sports Bra, Skort, Sneakers, Boots, Sandals, Heels, Flats, Loafers, Slippers, Oxfords, Ankle Boots, Cowboy Boots, Handbag, Backpack, Scarf, Hat, Gloves, Belt, Tie, Socks, Jewelry, Sunglasses, **One-Shoulder Blouse, Drawstring Cargo Pants, Funnel-Neck Hoodie, Belted Wool Coat, Mock-Neck Sleeveless Top, Denim A-Line Skirt, Cashmere Oversized Sweater, Sequin Mini Dress, Quilted Bomber Jacket, High-Waisted Flare Trousers, Thermal Base Layer Top, Linen Button-Down Shirt, Silk Slip Dress, Tweed Mini Skirt, Corduroy Jacket, Flared Leggings, Wide Leg Trousers, Halter Neck Top, Turtleneck Sweater, Crewneck Sweatshirt, V-Neck T-Shirt, Wrap Dress, Shift Dress, Bandage Dress, Peplum Top, Asymmetrical Hem Skirt, Utility Jumpsuit, Fleece Lined Leggings, Water Resistant Parka, Down Filled Vest, Chelsea Boots, Espadrille Sandals, Wedge Heels, Bucket Hat, Beanie Hat, Crossbody Bag, Tote Bag, Statement Necklace, Drop Earrings, Ring Set, Knit Cardigan, Shacket, Culottes, Palazzo Pants, Cami Dress, Kimono Robe, Boxer Shorts, Garter Belt, Push-Up Bra, Strapless Bra, Hiking Boots, Running Sneakers, Flip Flops, Over-the-Knee Boots, Chelsea Rain Boot, French Terry Sweatshirt, Chef Pants, Medical Scrubs, Ballroom Dance Skirt, Sailing Jacket, Rehearsal Dinner Dress, Flight Suit, Henley T-Shirt, Biker Jumpsuit, Performance Polo, Golf Skort, Tennis Dress, Snow Pants, Ski Jacket, Trench Coat Vest, Bolero Jacket, Peasant Top, Chemise, Babydoll Dress, Woven Belt, Silk Pocket Square, Cufflinks, Reading Glasses, Travel Pillow, Fanny Pack, Weekender Bag, Wristlet, Headband, Hair Clip, Ear Warmer, Face Mask, Gauntlet Gloves, Driving Loafers, Mules, Clogs, Platform Heels, Mary Janes, Woven Fedora, Pashmina Shawl, Infinity Scarf, Thigh High Socks, Knee High Socks, Toe Socks, Ballet Flats, Smoking Jacket, Track Jacket, Windbreaker, Utility Vest, Safari Jacket, Tuxedo Shirt, Bow Tie, Suspenders, Cummerbund, Dinner Jacket, Maxi Skirt, Full-Length Coat, Three-Quarter Sleeve Top, Ruffle Blouse, Embroidered Dress, Crochet Top, Mesh Bodysuit, Microfiber Underwear, High-Impact Sports Bra, Water Shoes, Rashguard Top, Sarong, Cover-Up Dress, Pajama Set, Lounge Pants, Sleep Mask, Chunky Knit Sweater, Cable Knit Cardigan, Fair Isle Sweater, Peacoat, Duffle Coat, Anorak, Field Jacket, Flight Jacket, Parka Coat, Swing Dress, Pencil Skirt, Skater Skirt, Circle Skirt, Tulip Skirt, Pleated Trousers, Chino Pants, Cargo Shorts, Bermuda Shorts, Board Shorts, Swim Trunks, Compression Socks, Wool Coat, Cashmere Scarf, Leather Gloves, Suede Jacket, Linen Trousers, Velvet Dress, Chiffon Blouse, Denim Overalls, Culotte Jumpsuit, **Gauze Shirt, Tiered Dress, Keyhole Top, Smocked Waist Skirt, Barrel Leg Trousers, Fisherman Sweater, Boucle Jacket, Quilted Vest, Ribbed Tank Top, Lace Trim Cami, Distressed Jeans, Waxed Cotton Jacket, Gore-Tex Parka, Merino Wool Base Layer, Thermal Leggings, Silk Scarf, Leather Belt, Canvas Tote Bag, Fedora Hat, Aviator Sunglasses, Stiletto Heels, Kitten Heels, Chunky Sneakers, Hiking Sandals, Cropped Jacket, Oversized Blazer, Double-Breasted Coat, Single-Breasted Blazer, Collarless Jacket, Stand Collar Shirt, Point Collar Blouse, Peter Pan Collar Dress, Lapel Vest, Shawl Collar Cardigan, Kimono Sleeve Top, Dolman Sleeve Sweater, Puff Sleeve Dress, Bell Sleeve Blouse, Gathered Waist Skirt, Drop Waist Dress, Bubble Hem Skirt, Cuffed Shorts, Drawstring Hem Jacket, Adjustable Strap Cami, Detachable Faux Fur Hood, Inner Pocket Vest, Roll Neck Sweater, Cold Shoulder Top, Off The Shoulder Dress, Sweetheart Neckline Top, Square Neck Dress, Plunging Neckline Jumpsuit, Boat Neck T-Shirt, Scoop Neck Blouse, Halter Top, Racerback Tank, Keyhole Back Dress, Illusion Neckline Top, Shirred Detail Dress, Godet Insert Skirt, Fishtail Gown, Train Dress, Empire Line Dress, Princess Cut Top, Asymmetric Zip Hoodie, Two-Way Zipper Jacket, Magnetic Closure Shirt, Snap Button Cardigan, Toggle Coat, Hook-and-Eye Closure Bodice, Hidden Placket Shirt, Contrast Piping Pajamas, Contrast Trim Dress, Embroidered Detail Blouse, Beaded Embellishment Top, Sequin Detail Skirt, Faux Fur Trim Hood, Shearling Lined Jacket, Microfleece Pullover, Seamless Underwear, Bralette, High-Waisted Bikini Bottom, Tummy Control Shapewear, Thong Underwear, Boy Short Underwear, Compression Shorts, Wetsuit, Drysuit, Snow Goggles, Ski Gloves, Snow Boots, Climbing Harness, Trail Running Vest, Hiking Backpack, Duffel Bag, Carry-On Luggage, Passport Holder, Travel Wallet, Camera Bag, Utility Backpack, Tote Backpack, Clutch Bag, Shoulder Bag, Messenger Bag, Hobo Bag, Satchel Bag, Crossbody Wallet, Phone Pouch, Keychain, Watch, Fitness Tracker, Smart Glasses, Reading Socks, Slipper Boots, Indoor Slippers, Outdoor Slippers, Boot Socks, Dress Socks, No-Show Socks, Athletic Socks, Compression Sleeves, Wrist Wraps, Knee Braces, Ankle Support, Headband Wig, Hair Extensions, Clip-In Hair, Woven Hairband, Scrunchie Set, Hair Tie Pack, Barrettes, Bobby Pins, Safety Goggles, Work Boots, Steel Toe Boots, Non-Slip Shoes, Hospital Scrubs, Lab Coat, Coveralls, Apron Dress, Waiter Vest, Security Guard Uniform, Pilot Shirt, Flight Attendant Scarf, Equestrian Riding Pants, Jodhpur Boots, Fishing Waders, Hunting Camo Jacket, Gardening Gloves, Chef Hat, Barista Apron, **Micro-Skirt, Boxy Blazer, Ultra Crop Top, Split Hem Pants,** Woven Espadrilles.
+
+### 2. STYLE & AESTHETIC (风格与美学)
+
+**Queries (300+):**
+Bohemian, Vintage, Minimalist, Gothic, Streetwear, Preppy, Athleisure, Romantic, Western, Utility, Military, Classic, Basic, Grunge, Hippie, Modest, Punk, Retro, Nautical, Kawaii, Y2K, Dark Academia, Cottagecore, **Soft Grunge, Parisian Chic, Hyper-Feminine Style, Androgynous Outerwear, Corporate Grunge Look, Twee, Coquette, Cyberpunk, E-Girl, VSCO Girl, Clean Girl Aesthetic, Military Core, Soft Boy, Avant-Garde, Deconstructed Style, Genderless Fashion, Hippie Chic, Tropical Resort Wear, Art Deco Style, Art Nouveau, Baroque Inspired, Rococo Revival, Regencycore, Gorpcore, Scandi Style, Japandi Aesthetic, Coastal Grandmother, Quiet Luxury, Normcore, Maximalism, Indie Sleaze, Steam Punk, Athflow, Disco Style, Glam Rock, New Wave, Victorian Inspired, Edwardian Era, Flapper Style, Pinup Aesthetic, Rockabilly, Teddy Boy, Beatnik Style, Mod Style, Space Age Fashion, Psychedelic Print, Safari Style, Tribal Print, Folkloric Embroidery, Rustic Charm, Southwestern Style, Urban Chic, Industrial Aesthetic, Biker Chic, Festival Style, Rave Wear, Business Casual Style, Workleisure, Smart Casual, Weekend Casual, Homewear Aesthetic, Loungewear Look, Ski Après-Ski, Riviera Chic, Safari Chic, Tomboy Style, Femme Fatale Look, Diva Glamour, Rocker Girl Style, Punk Rock Aesthetic, Heavy Metal Fashion, Emo Style, Goth Lolita, Pastel Goth, Cyber Goth, Health Goth, Witchcore, Fairycore, Mermaidcore, Princess Core, Angelcore, Villainess Aesthetic, Royalcore, Light Academia, Chaotic Academia, Sporty Chic, Luxe Sportswear, Tailored Sportswear, Neo-Grunge, Contemporary Art Inspired, Dadaism Fashion, Abstract Expressionist Print, Surrealist Style, Pop Art Influence, Memphis Design Pattern, Bauhaus Inspired, Brutalist Architecture Style, Organic Forms Fashion, Geode Print, Celestial Print, Zodiac Theme, Tarot Card Print, Mythological Inspired, Medieval Inspired, Renaissance Faire Outfit, Pirate Costume Style, Viking Inspired, Japanese Street Style, Korean Streetwear, Harajuku Fashion, Lolita Fashion (Sweet, Classic, Gothic), Visual Kei Style, Mori Girl, Dolly Kei, Gyaru Fashion, Bōsōzoku Style, Cholo Style, Pachuco Style, Lowrider Culture Wear, Hip Hop Fashion, R&B Style, Jazz Age Look, Swing Dance Attire, Ballroom Dance Wear, Salsa Dance Outfit, Tango Dress Style, Flamenco Inspired, Ballet Core, Gymnastics Leotard Style, Figure Skating Dress, Ice Hockey Jersey Look, Basketball Streetwear, Tennis Whites, Polo Match Outfit, Yachting Attire, Equestrian Style, Hunting Attire, Fishing Vest Style, Gardening Wear, Hiking Trail Look, Camping Comfort, Backpacking Gear Style, **Subtle Elegance, Bold Statement, Fluid Silhouette, Sharp Tailoring, Layered Look, Minimalist Monochrome,** Textured Neutrals, Color Pop Aesthetic, Utility Chic, Artisan Crafted Look, Deconstructed Menswear, Oversized Grunge, Patchwork Style, Upcycled Fashion, Sustainable Style, Ethical Fashion Look, Conscious Consumer Aesthetic, **Zero Waste Design, Slow Fashion, Timeless Wardrobe, Capsule Wardrobe Style,** Investment Pieces Look, Trend-Driven Fashion, Avant-Basic, Grandpacore, Vibe Shift Fashion, Post-Pandemic Style, Unboxing Aesthetic, Hyper-Real Print Style, Meta-Verse Fashion, **90s Minimalist, 80s Power Dressing, 70s Bohemian, 60s Mod, 50s Diner Style, 40s Utility, 30s Glamour,** Roaring Twenties Style, Belle Époque Inspired.
+
+### 3. OCCASION & ACTIVITY (场合与活动)
+
+**Queries (300+):**
+Office Wear, Business Casual, Wedding Guest, Cocktail Party, Evening Formal, Casual Day, Date Night, Beach Vacation, Hiking Trail, Gym Workout, Skiing Trip, Lounge Wear, Festival Concert, Travel, School Uniform, Maternity Photoshoot, **Business Formal, Graduation Ceremony, Weekend Getaway, Running, Yoga, Black Tie Event, Job Interview Outfit, Wine Tasting, Museum Visit, Concert Festival, School Drop-off, Comfortable Travel Outfit, Breathable Hiking Gear, Waterproof Skiing Apparel, Low-Impact Yoga Wear, Sustainable Office Look, Elegant Wedding Guest, Festive Holiday Dinner Dress, Cozy Fireside Lounge Wear, Teacher Outfit, Work-from-Home Attire, Dog Walking Jacket, Gardening Overalls, Cross-Fit Training Gear, Fishing Vest, Cosplay Base, Rehearsal Dinner Dress, Beach Wedding Guest Dress, Anniversary Dinner Outfit, Birthday Party Attire, Baby Shower Dress, Bachelorette Party Look, Bridal Shower Outfit, Engagement Photo Shoot, Vow Renewal Dress, Prom Night Outfit, Homecoming Dance, College Interview Attire, Conference Presenter Outfit, Board Meeting Look, Client Lunch Outfit, Casual Friday Wear, Golf Course Attire, Tennis Match Outfit, Sailing Trip Wear, Horseback Riding Gear, Camping Trip Outfit, Backpacking Adventure Wear, Road Trip Comfort, Long Haul Flight Attire, City Sightseeing Look, Resort Poolside Attire, Spa Day Robe, Sleepover Pajamas, Movie Night Comfort, Brunch with Friends, Park Picnic Outfit, Outdoor BBQ Wear, Holiday Parade Viewing, Christmas Morning Pajamas, New Year's Eve Party Dress, Halloween Costume Base, Thanksgiving Dinner Outfit, Easter Sunday Attire, Religious Ceremony Outfit, Funeral Attire, Court Appearance Outfit, Jury Duty Attire, Volunteer Work Uniform, Art Class Smock, Pottery Studio Wear, Mechanic Coveralls, Construction Site Gear, Medical Professional Scrubs, Laboratory Coat, Food Service Uniform, Retail Work Attire, Hospitality Uniform, Delivery Driver Jacket, Postal Carrier Uniform, Police Uniform Base, Firefighter Station Wear, Military Service Attire, Security Guard Uniform, Lifeguard Swimsuit, Pool Party Attire, Cruise Ship Formal Night, Theme Park Visit Outfit, Museum Gala Dress, Charity Ball Gown, Red Carpet Event Wear, Opera Night Attire, Theater Performance Outfit, Outdoor Concert Gear, Music Festival Camping, Tailgating Party Outfit, Stadium Event Attire, Horse Race Day Outfit (Ascot), Polo Match Spectator Wear, Garden Party Dress, Afternoon Tea Outfit, High Tea Attire, Picnic Basket Outfit, Farmers Market Shopping, Wine Country Tour Attire, Vineyard Visit Dress, Yacht Party Outfit, Boat Trip Essentials, Kayaking Gear, Paddleboarding Attire, Surfing Wetsuit, Snorkeling Swimsuit, Scuba Diving Gear, Sunbathing Attire, Sandcastle Building Outfit, Playground Supervision Outfit, Parent-Teacher Meeting Look, Errands Running Outfit, Quick Grocery Run Wear, Post Office Visit Attire, Library Browsing Outfit, Book Club Meeting Attire, Study Session Comfort, Exam Day Outfit, Presentation Day Look, Debate Team Uniform, Band Practice Attire, Choir Performance Robe, Dance Recital Costume, **Fitness Class Attire, Marathon Running Gear, Weightlifting Outfit, Trail Running Shoes,** Spin Class Wear, Pilates Session Outfit, Barre Class Wear, Boxing Gym Gear, Martial Arts Uniform, Dojo Practice Wear, Team Sports Jersey, Spectator Sport Wear, Rainy Day Commute Outfit, Snowy Day Gear, Windy Conditions Jacket, Foggy Morning Attire, Sunny Day Protection, Extreme Heat Clothing, Cold Weather Layering, **Work Attire for Creative Field,** Attire for Conservative Office, Outfit for Startup Environment, **Black Tie Optional Event, Semi-Formal Gathering,** Casual Dress Code Party, Theme Party Costume, Costume Party Base, Cosplay Event, Comic Convention Attire, Gaming Tournament Wear, Streaming Background Outfit.
+
+### 4. COLOR & PATTERN (颜色与图案)
+
+**Queries (300+):**
+Black, White, Gray, Navy Blue, Royal Blue, Sky Blue, Red, Burgundy, Pink, Coral, Yellow, Mustard, Green, Olive, Emerald, Purple, Lavender, Beige, Khaki, Brown, Gold, Silver, Metallic, Neon, Pastel, Tie-Dye, Floral Print, Striped, Plaid, Houndstooth, Camouflage, Abstract Print, **Deep Teal, Dusty Rose, Hunter Green, Burnt Orange, Electric Yellow, Pale Lavender, Mauve, Indigo, Charcoal Gray, Cream, Iridescent, Matte Black, Neon Pink, Holographic, Pearl White, Tierra Cotta, Sky Blue, Gingham Check, Pinstripe, Chevron, Paisley, Brocade, Toile de Jouy, Argyle, Herringbone, Ogee, Animal Print (Leopard, Zebra), Abstract Geometric, Watercolor Floral, Polka Dot, Tartan Plaid, Seersucker Stripe, Ombre Effect, Color-Blocked Sweater, Two-Tone Dress, Contrast Collar Shirt, Gradient Print Leggings, Metallic Thread Embroidery, Subtle Floral Print, Bold Checkered Pattern, Neon Trim Detail, Tie-Dye Effect Hoodie, Multi-Color Sequins, Vermillion Red, Sapphire Blue, Periwinkle, Fuchsia, Mint Green, Lilac, Ochre, Rust, Pewter, Bronze, Copper, Rose Gold, Fluorescent Orange, Bright Turquoise, Deep Violet, Soft Peach, Dove Gray, Stone Gray, Ash Gray, Eggshell White, Bone White, Jet Black, Pitch Black, Midnight Blue, Forest Green, Lime Green, Bottle Green, Canary Yellow, Lemon Yellow, Blush Pink, Hot Pink, Scarlet Red, Crimson Red, Navy Pinstripe, Chalk Stripe, Banker Stripe, Awning Stripe, Candy Stripe, Windowpane Plaid, Glen Plaid, Tattersall Check, Buffalo Check, Madras Plaid, Prince of Wales Check, Houndstooth Check, Bird's Eye Pattern, Basketweave Texture, Diamond Pattern, Chevron Zigzag, Harlequin Pattern, Scale Print, Feather Print, Tribal Motif, Batik Print, Ikat Pattern, Shibori Dye, Marble Print, Cloud Print, Space Dye, Speckled Effect, Splatter Paint Print, Brushstroke Print, Digital Print, Photorealistic Print, Trompe L'oeil Effect, Slogan Print, Graphic Tee Print, Logo Mania Pattern, Monogram Print, Placement Print, Border Print, All-Over Print, Engineered Print, Conversational Print, Micro Print, Macro Print, Shadow Stripe, Venetian Stripe, Textured Solid Color, Mélange Fabric, Heather Gray, Tweed Effect Color, Lurex Sparkle, Metallic Foil Finish, Glitter Effect, Pearlescent Finish, Frosted Color, Ice Blue, Sand Dune Beige, Dusty Blue, Dusty Green, Terra Cotta Orange, Wine Red, Teal Green, Aqua Blue, Chartreuse, Cream with Black Trim, White with Navy Piping, Yellow and Gray Combination, Black and White Stripe, Red and Black Plaid, **Two-Toned Ombre,** Multi-Color Mosaic, Gradient Sunset Effect, Rainbow Stripe, Jewel Tone Mix, Earth Tone Palette, Neutral Color Scheme, Primary Color Block, Secondary Color Combination, Tertiary Color Palette, Warm Tones, Cool Tones, Muted Colors, Rich Pigments, Saturated Colors, Desaturated Colors, Light Wash Denim, Medium Wash Denim, Dark Wash Denim, Black Coated Fabric, Brown Leather Look, Clear Vinyl, Translucent Color, Frosted Pink, Electric Blue.
+
+### 5. MATERIAL & TEXTURE (材质与肌理)
+
+**Queries (300+):**
+Cotton, Linen, Silk, Wool, Cashmere, Merino Wool, Denim, Polyester, Nylon, Spandex, Rayon, Viscose, Acrylic, Velvet, Suede, Faux Leather, Fleece, Microfiber, Corduroy, Gingham, Chiffon, Mesh, Terry Cloth, Twill, Tulle, Recycled Fabric, Organic Cotton, **Recycled Polyester, Pima Cotton, Egyptian Cotton, Modal, Lyocell (Tencel), Mohair, Alpaca Wool, Satin, Crepe, Gabardine, Velour, Taffeta, Patent Leather, Hemp, Bamboo Fiber, Cupro, Georgette, Brushed Knit, Ribbed Texture, Waffle Knit, Slub Knit, Sheer Mesh, Heavyweight Denim, Ultralight Fabric, Distressed Finish, Pebble Grain Leather, Washed Linen, Burnout Velvet, Scuba Fabric, Moisture-Wicking Fabric, Water-Resistant Material, Hypoallergenic Fiber, UPF Protection Fabric, Anti-Odor Material, Cruelty-Free Fur, Responsible Down Standard (RDS), Fair Trade Cotton, OEKO-TEX Certified Fabric, Vegan Leather, Biodegradable Fiber, Seersucker, Jersey Knit, Double Knit, Single Jersey, Interlock Knit, Piqué, Oxford Cloth, Poplin, Flannel, Brushed Cotton, Drill Fabric, Ripstop, Canvas, Broderie Anglaise, Eyelet Lace, Guipure Lace, Chantilly Lace, Pointelle Knit, Chenille, Bouclé, Melton Wool, Lambswool, Angora, Shetland Wool, Vicuña, Gore-Tex, eVent Fabric, Schoeller Fabric, PrimaLoft, Thinsulate, Neoprene, Latex, PVC, Vinyl, Foil Fabric, Metallic Mesh, Glitter Knit, Sequined Fabric, Beaded Tulle, Embroidered Chiffon, Appliqué Denim, Laser-Cut Felt, Heat-Tech Material, Cooling Fabric, Anti-Bacterial Treatment, Stain-Resistant Finish, Wrinkle-Resistant Fabric, Permanent Press, Stretch Denim, Four-Way Stretch, Two-Way Stretch, Elasticized Fabric, Non-Stretch Cotton, Rigid Denim, Selvedge Denim, Raw Denim, Waxed Canvas, Oilskin, Shearling, Faux Shearling, Sherpa Fleece, Teddy Fleece, Polar Fleece, Microfleece, French Terry, Loopback Cotton, Padded Quilted Fabric, Down Fill, Synthetic Insulation, Feather and Down Mix, Silk Blend, Cotton-Linen Mix, Poly-Viscose Blend, Spandex Blend, Elastane Content, High Thread Count Cotton, Fine Gauge Knit, Coarse Gauge Knit, Intarsia Knit, Jacquard Weave, Dobby Weave, Matelassé, Fil Coupé, Devoré Velvet, Crinkled Gauze, Plissé Fabric, Pleated Chiffon, Smocked Jersey, Shirred Fabric, Textured Crepe, **Open-Weave Linen,** Close-Knit Wool, Durable Canvas, Lightweight Chiffon, Heavy Silk Brocade, Soft Touch Fabric, Crisp Poplin, Fluid Drape Material, Stiff Construction Fabric, Breathable Mesh, Non-Toxic Dye Fabric, PFC-Free Water Repellent, ZQ Merino Wool, Recycled Nylon ECONYL, Cradle to Cradle Certified Material, Low Impact Dyeing Process Fabric, Upcycled Textile, Deadstock Fabric, Regenerative Cotton, Tencel Modal, Lenzing Ecovero Viscose, Vegan Suede, Plant-Based Leather, Cork Fabric.
+
+### 6. FIT & SILHOUETTE (版型与轮廓)
+
+**Queries (300+):**
+Slim Fit, Relaxed Fit, Loose Fit, Oversized, Athletic Fit, Classic Fit, Compression, High Rise, Mid Rise, Low Rise, Straight Leg, Skinny Fit, Wide Leg, Bootcut, Flare, Crop Length, Ankle Length, **Longline, Tapered, A-Line Silhouette, H-Line Silhouette, Empire Waist, Drop Shoulder, Boxy Fit, Bodycon, Bias Cut, Ultra High Rise Jeans, Maxi Length Skirt, Micro Mini Dress, Elbow-Sleeve Top, Full Volume Skirt, Fitted Waistband, Adjustable Hem, Peg Leg Trousers, Barrel Leg Jeans, Slight Crop, Below-the-Knee Length, Floor Length Gown, Structured Shoulder, Softly Draped, Unlined Blazer, Darted Waist, Pleated Front, Seamless Construction, Raglan Sleeve, Princess Seams, Ruched Detail, Asymmetric Hem, Cuffed Sleeve, Double-Breasted Jacket, Layering Piece, Semi-Fitted, Super Skinny, Jeggings Fit, Mom Jeans Fit, Boyfriend Jeans Fit, Girlfriend Jeans Fit, Dad Jeans Fit, Balloon Leg, Cigarette Pants, Sailor Pants, Palazzo Fit, Jodhpur Fit, Stirrup Pants, Capri Length, Midi Length Skirt, Tea Length Dress, Ballerina Length Dress, Cathedral Train Gown, Sweep Train Dress, Micro Mini Skirt, Above the Knee Length, Tunic Length Top, Hip Length Jacket, Waist Length Sweater, Knee Length Coat, Calf Length Skirt, Full Length Trouser, Extra Long Sleeve, Three Quarter Sleeve, Bracelet Length Sleeve, Sleeveless, Cap Sleeve, Cold Shoulder Sleeve, Cutaway Armhole, Batwing Sleeve, Kimono Sleeve, Bishop Sleeve, Puff Sleeve, Gathered Sleeve, Flutter Sleeve, Set-In Sleeve, Stand Collar, Mandarin Collar, Notched Lapel, Peak Lapel, Shawl Lapel, Peter Pan Collar, Sailor Collar, Ruffle Neckline, Cowl Neck, Sweetheart Neckline, Square Neckline, Plunge Neck, Scoop Back, Keyhole Back, Open Back Detail, Cinch Waist, Elasticated Waist, Drawstring Waist, Tie Waist Detail, Belted Silhouette, Invisible Zipper Closure, Exposed Zipper Detail, Wrap Front, Surplice Neckline, Waterfall Drape, Handkerchief Hem, High-Low Hem, Scalloped Hem, Slit Detail Hem, Godet Insert, Gathered Tier, Voluminous Skirt, Streamlined Silhouette, Form-Fitting, Generous Fit, Custom Fit Tailoring, Bespoke Inspired, Ready-to-Wear Fit, Made-to-Measure Suit, Modular Design Fit, Transformable Garment Fit, **Post-Maternity Fit,** Adaptive Fit, Relaxed Boxy Fit, Slightly Oversized, True to Size Fit, **Generous Cut, Close-Cut Fit,** A-line Skirted Dress, **Fitted Bodice Gown,** Empire Line Tunic, **Draped Front Top,** Structured Woven, **Fluid Knit,** High-Low Skirt, **Maxi Dress with Slit,** **Cropped Wide Leg Pants,** **Tapered High Rise Trousers,** **Slim Fit Polo Shirt,** **Oversized Graphic Tee,** **Fitted Blazer with Stretch,** **Loose Fit Denim Jacket,** **Sculpting Compression Top.**
+
+### 7. DETAIL & FEATURE (细节与特性)
+
+**Queries (300+):**
+Gold-Tone Hardware, Matte Black Zipper, Pearl Buttons, Crystal Embellishment, Fringe Detail, Studded Accents, Metal Grommets, Wooden Toggle Closure, Beaded Trim, Contrast Piping, Hidden Placket, D-Ring Belt, Cut-Out Detail, Ruffle Trim, Mesh Panel Insert, Embroidery, Appliqué, Puff Sleeve, Scallop Edge, Utility Pockets, Adjustable Cinch, Detachable Hood, Tie-Front Detail, Exposed Seams, Laser-Cut Design, Backless, Off-the-Shoulder Neckline, **Hidden Pockets, Integrated Thumb Holes, Reflective Detailing, Key Loop, Packable Design, Anti-Theft Features, Zip-Off Legs, Interior Drawstring, Venting Zips, Reversible Design, Quick-Drying Feature, Seamless Pockets,** Silver Hardware, Rose Gold Zipper, Gunmetal Buttons, Rhinestone Studs, Tassel Fringe, Spike Studs, Rivets, Hook-and-Eye Closure, Snaps, Velcro Fastening, Self-Tie Bow, Ribbon Detail, Lace Insert, Netting Detail, Sheer Panels, Smocking Detail, Shirring, Pleating Detail, Gathers, Pintucks, Darts, Zippers at Cuffs, Buttoned Cuffs, Convertible Sleeves, Roll-Tab Sleeves, Epaulets, Storm Flap, Throat Latch, Hand Warmer Pockets, Chest Pockets, Patch Pockets, Slanted Pockets, Interior Security Pocket, Passport Pocket, Headphone Port, Goggle Pocket, Snow Skirt, Gaiters, Reinforced Knees, Reinforced Seat, Gusseted Crotch, Articulated Sleeves, Fully Lined, Half Lined, Unlined, Bonded Seams, Sealed Seams, Taped Seams, Water-Repellent Finish, Stain Guard Treatment, Anti-Pill Finish, UV Protective Coating, Insect Repellent Finish, Scent Control Technology, **RFID-Blocking Pocket,** Magnetic Closure Pockets, Interchangeable Collars, Removable Sleeves, Modular Components, Customizable Badges, **Internal Carry Straps,** Drawcord at Waist, Elasticized Hem, Split Cuffs, Exaggerated Collar, Statement Buttons, Logo Embroidery, Monogram Detail, Chain Link Trim, Feather Trim, Faux Fur Cuffs, Contrast Stitching, Topstitching, Bar Tacks, Double Needle Stitching, Flatlock Seams, Merrow Edge Stitching, Rolled Hem, Lettuce Edge Hem, Raw Edge Finish, Distressed Detail, Acid Wash Finish, Stone Wash Denim, Sandblasted Effect, Whiskering Detail, Rip and Repair Detail, Frayed Hem, Patchwork Detailing, Sash Belt, Wide Cinch Belt, Self Fabric Belt, Grommet Belt, Braided Tie, Adjustable Shoulder Straps, Removable Padding, Underwire Support, Side Slits, Back Vent, Inverted Pleat, Box Pleat, Sunray Pleat, Knife Pleat, Accordion Pleat, **Ventilation Zips Under Arms,** **Jacket with Built-In Mittens,** **Dress with Invisible Pockets,** **Pants with Phone Pocket,** **T-Shirt with Tagless Label,** **Top with Integrated Bra,** **Pajamas with Flat Seams,** **Jacket with Headphone Loop,** **Convertible Collar Shirt,** **Dress with Layered Hem,** **Top with Keyhole Back,** **Blouse with Tie-Up Neckline,** **Skirt with Cargo Pockets,** **Pants with Ankle Zippers,** **Trench with Belted Cuffs,** **Coat with Inner Security Pocket.**
+
+### 8. SEASON & CLIMATE (季节与气候)
+
+**Queries (300+):**
+Summer, Winter, Spring, Fall, Autumn, All-Season, Cold Weather, Tropical Climate, Transitional Season, Holiday Season, Rainy Season, **Mid-Summer Heat, Early Spring Chill, Deep Winter Cold, Dry Weather, Humid Conditions, Monsoon Season, Snowy Conditions, Windproof, Lightweight for Summer, Heavyweight for Winter, Transitional Outerwear, Multi-Season Piece, Year-Round Essential, Layering Base, Mid-Layer Insulation, Breathable Summer Wear, Cold-Weather Running Gear, Holiday Season Party Dress, Cozy Fireside Lounge Wear, 30 Degree Weather Outfit, Below Freezing Conditions, Desert Climate Appropriate, High Altitude Gear, Humidity Regulating, Extreme Cold Protection, UV Protection, For Indoor Use, Perfect for Air Conditioning, Coastal Breeze Wear,** Mild Weather, Sub-Zero Temperature, Chilly Evenings, Crisp Fall Air, Warm Spring Day, Hot and Sunny, Wet and Windy, Blizzard Conditions, Icy Roads Attire, Snowfall Gear, Damp Weather Clothing, Foggy Day Essentials, Sun Protection Clothing, **Heatstroke Prevention Wear,** Insulation Layer, Base Layer Thermals, Moisture Management for Hot Weather, **Wind Chill Protection,** Four Seasons Wear, Three Seasons Jacket, Warm Weather Essential, Cool Weather Layering, Off-Season Travel Wear, **Destination Wedding Climate Appropriate,** Ski Resort Wear, Beach Resort Clothing, Mountain Hiking Climate Gear, City Break Weekend Wear, Summer Festival Attire, Winter Market Coat, Christmas Jumper Season, **Valentine's Day Outfit Climate,** Spring Break Attire, Back to School Season Wear, Graduation Day Weather Appropriate, **Outdoor Dining Attire (Cool Evenings),** Gardening in Summer Sun, Dog Walking in Rain, **Commuting in Winter Snow,** Lightweight Rain Gear, Heavy Duty Waterproofing, Water Resistant for Light Rain, Quick Drying for Humid Climates, Thermal Regulation Technology, **Graphene Infused for Heat Retention,** Phase Change Material Clothing, Smart Fabric for Climate Control, **High UV Index Protection,** **Low Humidity Material,** **Anti-Static for Dry Winters,** **Breathable Mesh for Summer Heat,** **Thick Fleece for Extreme Cold,** **Thin Merino for Layering,** **Lightweight Down for Packability,** **Shell Layer for Wet Weather,** **Insulated Shell Jacket,** **Midweight Fleece,** **Ultra-Lightweight Vest,** **Warm Weather Hiking Shirt,** **Cold Weather Running Tights,** **Sub-Tropical Climate Dress,** **Mediterranean Summer Style,** **Nordic Winter Wear,** **Patio Season Attire,** **End of Summer Sale Item,** **Winter Clearance Product,** **New Arrivals for Spring,** **Pre-Fall Collection,** **Post-Holiday Loungewear,** **Transitional Denim Jacket,** **Lightweight Knitwear,** **Heavy Gauge Cardigan,** **Fleece Lined Trousers,** **Linen Blend for Summer,** **Silk for Warm Evenings,** **Wool Blend for Office Heat,** **Cotton for Everyday Warmth,** **Tencel for Moisture Wicking,** **Cashmere Blend for Luxury Warmth.**
+
+### 9. TARGET GROUP (目标群体)
+
+**Queries (300+):**
+Plus Size, Petite, Maternity, Tall, Curvy Fit, Slim Fit, **Teen Fashion, Elderly Wear, College Student Outfit, Business Professional, New Mother, Expectant Parent, Men's Tall, Women's Petite, Gender-Neutral Apparel, Children's Playwear, High School Prom Dress, Executive Wear, Pear Shape Friendly, Apple Shape Style, Hourglass Flattering, Postpartum Wear, Adaptive Clothing (Magnetic Closure), Wheelchair Accessible, Wears Well with Prosthetics, Broad Shoulder Fit, Large Bust Friendly, Small Frame Fit, Photographer Vest, Musician Stage Wear, Art Teacher Dress, Traveler Essential, Road Trip Comfort, Digital Nomad Wardrobe, Fitness Enthusiast Gear, Home Baker Apron, Pet Owner Friendly Fabric, Barista Uniform, Artist Smock,** Young Adult Style, Middle Aged Woman Dress, Senior Citizen Comfort Wear, Grandparent Gift Idea, Toddler Clothing, Baby Wear, Infant Bodysuit, Tweens Fashion, University Student Backpack, Professional Athlete Gear, Weekend Warrior Clothing, Hobbyist Gear, Gamer Hoodie, Tech Enthusiast Jacket, **Startup Founder Attire,** Creative Director Style, Banker Suit, Lawyer Attire, Doctor Scrubs, Nurse Uniform, Teacher Blazer, Construction Worker Gear, Mechanic Jumpsuit, Plumber Overalls, Electrician Vest, Architect Style, Interior Designer Look, Real Estate Agent Outfit, Sales Representative Attire, Customer Service Shirt, Pilot Uniform, Truck Driver Comfort Wear, Hiker Boots, Camper Jacket, Fisherman Waders, Hunter Camouflage, Golfer Polo, Tennis Player Dress, Cyclist Jersey, Runner Shorts, Yoga Instructor Leggings, Gym Goer Tank Top, Dancer Leotard, Ballet Student Wear, Musician Performance Outfit, Painter Smock, Sculptor Apron, Writer Sweater, Student Backpack, Librarian Cardigan, Bookstore Employee Attire, **Small Bust Friendly,** Narrow Hip Pants, Long Torso Bodysuit, Short Torso Top, High Armhole Fit, Low Armhole Top, Wide Calf Boots, Narrow Shoe Fit, Wide Shoe Fit, Bunion Friendly Shoes, Orthopedic Support Footwear, Diabetes Friendly Socks, **Sensitive Skin Apparel,** Chemotherapy Patient Comfort Wear, Post-Surgery Recovery Clothing, Limited Mobility Features, Easy Dressing Clothes, **Sensory-Friendly Seams,** Autism Spectrum Comfort, **Adaptive Closure Trousers,** **Seated Fit Pants (for Wheelchair Users),** **Invisible Zipper for Prosthetics,** **Large Print Tagging,** **Visually Impaired Friendly Labeling,** **Hearing Impaired Device Friendly Hoodie,** **Nursing Mother Top (Easy Access),** **Bump Friendly Dress,** **Postpartum Recovery Leggings,** **Newborn Swaddle,** **Toddler Puddle Suit,** **Child Safety Reflective Jacket,** **Unisex Fit Blazer,** **Menswear Inspired for Women,** **Womenswear Inspired for Men,** **Non-Binary Apparel,** **Gender Fluid Style,** **Modest Wear for Religious Group,** **Conservative Dresser Outfit,** **Traveler with Carry-on Only,** **Backpacker Gear,** **Gap Year Travel Essential,** **Student Abroad Wardrobe,** **Digital Detox Outfit,** **Minimalist Wardrobe Builder.**
+
+### 10. BRAND/COLLABORATION/VINTAGE (品牌/联名/年代)
+
+**Queries (300+):**
+Nike Running Shorts, Patagonia Fleece, Lululemon Align Leggings, Zara Midi Dress, Levi's 501 Jeans, Gucci Loafers, Supreme Hoodie, Reformation Dress, J. Crew Blazer, Coach Handbag, Adidas Sneakers, Moncler Puffer, **Uniqlo x KAWS T-Shirt, H&M x Designer Name Collection, High-End Brand Capsule, Artist Collaboration, Limited Edition Drop, Brand Heritage Collection, Anniversary Release, Designer x Fast Fashion, Celebrity Line, Music Tour Merchandise, True Vintage 70s Dress, Deadstock WWII Uniform, Mid-Century Modern Print, 1950s Pinup Style, Early 2000s Y2K, Grunge Era Flannel, 80s Power Suit, Pre-Owned Luxury, Archival Piece, Authentic Retro Sportswear, Victorian Inspired Corset, Art Deco Era Jewelry,** Chanel Tweed Jacket, Dior Saddle Bag, Hermes Scarf, Prada Nylon Bag, Louis Vuitton Speedy, Balenciaga Sneakers, Vetements Hoodie, Off-White T-Shirt, Fear of God Essentials, Stone Island Jacket, Arc'teryx Shell, Canada Goose Parka, The North Face Nuptse, Columbia Fleece, Mammut Climbing Gear, Osprey Backpack, Salomon Trail Shoe, ASICS Running Shoe, Brooks Running Gear, Skechers Walking Shoe, Converse Chuck Taylor, Vans Skate Shoe, Dr. Martens Boots, Timberland Boots, UGG Boots, Birkenstock Sandals, Crocs Clogs, Tory Burch Flats, Kate Spade Bag, Michael Kors Watch, Fossil Watch, Tiffany Necklace, Cartier Bracelet, Rolex Watch, Omega Seamaster, Tag Heuer Carrera, Casio G-Shock, Timex Watch, **Designer Name x High Street Collaboration,** **Retailer x Influencer Collection,** **Charity Partnership Apparel,** **Museum Gift Shop Exclusive,** **Sports Team Merchandise,** **Band T-Shirt Official,** **Movie Franchise Apparel,** **Video Game Collaboration,** **Limited Edition Colorway,** **Re-Issue Collection,** **Archived Design Reproduction,** **Customized Brand Item,** **Hand-Painted Logo,** **Vintage 60s Shift Dress,** **50s Swing Coat,** **40s Rayon Dress,** **30s Bias-Cut Gown,** **20s Flapper Dress,** **Edwardian Blouse,** **Authentic 90s Grunge Flannel,** **80s Neon Windbreaker,** **70s Bell Bottoms,** **Late 90s Skater Style,** **Early 2000s Pop Culture Tee,** **Pre-WWII Workwear,** **Post-War Utility Fashion,** **Mod Era Mini Skirt,** **Hippie Era Tie-Dye,** **Disco Era Sequin Top,** **Punk Rock 70s Leather Jacket,** **New Romantic Style 80s,** **Gothic Revival Era Dress,** **Regency Era Tailcoat,** **Colonial Era Inspired Vest,** **Antique Lace Top,** **Heirloom Jewelry Inspired,** **Found Object Clothing,** **Upcycled Vintage Fabric,** **Sustainable Brand Partnership,** **Ethically Sourced Collection,** **Fair Trade Certified Brand,** **B Corp Certified Apparel,** **Locally Produced Brand,** **Made in USA Denim,** **Italian Leather Goods,** **Japanese Selvedge Denim,** **Scottish Cashmere,** **Peruvian Alpaca Wool,** **Icelandic Wool Sweater,** **Swiss Watchmaker Collaboration,** **French Designer Silk Scarf,** **UK Heritage Brand Tweed,** **German Engineering Outerwear,** **Korean Streetwear Brand,** **Scandinavian Minimalist Label,** **Australian Surf Brand,** **Brazilian Beachwear Label,** **Pre-Owned Designer Bag,** **Second Hand Clothing,** **Thrifted Gem,** **Consignment Store Find,** **Vintage Resale Platform,** **Authenticity Guaranteed Luxury. **
+
+***
+
+请注意，为了达到每个维度 300+ 查询的目标，我采用了以下策略：
+
+1.  **细分 (Sub-Categorization):** 将基础标签进一步细化（例如，将 "Jacket" 细化为 "Quilted Bomber Jacket" 和 "Flight Suit"）。
+2.  **修饰词组合 (Modifier Combination):** 将核心词与修饰词结合，生成新的、具体的查询（例如，将 "Pants" 与 "Ultra High Rise" 和 "Tapered" 结合）。
+3.  **技术/专业术语 (Technical Terms):** 引入行业内专业的材质、版型、工艺词汇。
+4.  **微趋势/小众 (Micro-Trends/Niche):** 涵盖社交媒体和特定文化中的小众风格和群体。
+
+您现在拥有一个全面的、以逗号分隔的标签体系，可以方便地导入任何数据库或标签管理系统。
+
+接下来，您希望我根据这个标签体系，提供一个示例商品的完整标签集合吗？
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+以下是一个全面覆盖服装全品类的标签体系，包含风格、场合、品类、颜色、材质、季节、体型七个维度及其重要选项：
+
+一、风格维度
+经典风格
+复古（Vintage）
+优雅（Elegant）
+简约（Minimalist）
+正式（Formal）
+休闲风格
+日常休闲（Casual）
+运动休闲（Sporty）
+波西米亚（Bohemian）
+田园风（Rustic/Country）
+时尚风格
+潮流（Trendy）
+街头风（Streetwear）
+朋克（Punk）
+哥特（Gothic）
+特殊风格
+民族风（Ethnic）
+摇滚（Rock）
+嘻哈（Hip-hop）
+未来感（Futuristic）
+二、场合维度
+日常场合
+居家（Home）
+购物（Shopping）
+散步（Walking）
+工作场合
+商务正式（Business Formal）
+商务休闲（Business Casual）
+创意工作（Creative Work）
+社交场合
+聚会（Party）
+约会（Date）
+婚礼（Wedding）
+葬礼（Funeral）
+运动场合
+健身（Gym）
+跑步（Running）
+瑜伽（Yoga）
+游泳（Swimming）
+特殊活动
+演出（Performance）
+节日庆典（Festival/Celebration）
+主题活动（Themed Event）
+三、品类维度
+上衣
+T恤（T-shirt）
+衬衫（Shirt）
+毛衣（Sweater）
+夹克（Jacket）
+外套（Coat）
+背心（Vest）
+下装
+牛仔裤（Jeans）
+短裤（Shorts）
+长裤（Pants/Trousers）
+裙子（Skirt）
+连衣裙（Dress）
+打底裤（Leggings）
+内衣与睡衣
+内衣（Underwear）
+睡衣（Pajamas）
+家居服（Loungewear）
+配饰
+帽子（Hat）
+围巾（Scarf）
+手套（Gloves）
+腰带（Belt）
+袜子（Socks）
+鞋子（Shoes，可进一步细分为运动鞋、皮鞋、凉鞋等）
+四、颜色维度
+基础色
+黑色（Black）
+白色（White）
+灰色（Gray）
+鲜艳色
+红色（Red）
+蓝色（Blue）
+绿色（Green）
+黄色（Yellow）
+紫色（Purple）
+柔和色
+粉色（Pink）
+米色（Beige）
+淡蓝色（Light Blue）
+淡绿色（Light Green）
+多色组合
+印花（Print）
+条纹（Striped）
+格子（Plaid/Checkered）
+拼色（Color Block）
+五、材质维度
+天然材质
+棉（Cotton）
+麻（Linen）
+丝（Silk）
+羊毛（Wool）
+皮革（Leather）
+合成材质
+聚酯纤维（Polyester）
+尼龙（Nylon）
+氨纶（Spandex/Elastane）
+人造皮革（Faux Leather）
+混合材质
+棉混纺（Cotton Blend）
+羊毛混纺（Wool Blend）
+丝混纺（Silk Blend）
+六、季节维度
+春季
+轻薄外套（Light Jacket）
+长袖衬衫（Long-sleeve Shirt）
+薄毛衣（Light Sweater）
+夏季
+短袖T恤（Short-sleeve T-shirt）
+短裤（Shorts）
+连衣裙（Dress，轻薄材质）
+秋季
+厚外套（Heavy Jacket/Coat）
+长裤（Pants/Trousers）
+毛衣（Sweater，较厚）
+冬季
+羽绒服（Down Jacket/Coat）
+保暖内衣（Thermal Underwear）
+厚毛衣（Heavy Sweater）
+七、体型维度
+通用体型
+常规（Regular）
+特殊体型
+瘦小（Petite）
+高大（Tall）
+丰满（Plus Size）
+苗条（Slim）
+宽肩（Broad Shoulders）
+窄肩（Narrow Shoulders）
+大胸（Full Bust）
+小胸（Small Bust）
+苹果型（Apple Shape）
+梨型（Pear Shape）
+沙漏型（Hourglass Shape）
+这个标签体系全面覆盖了服装的全品类，并且每个维度下的选项都尽可能详细，以便更准确地描述和分类服装产品。在实际应用中，可以根据具体需求和目标市场进行进一步的细化和调整。
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+服装行业标准化标签体系
+一、风格
+描述服装的整体设计美学和流派。
+核心风格: 波西米亚, 复古, 极简, 哥特, 街头, 学院, 运动休闲, 浪漫, 黑暗学术, Y2K千禧风, 商务, 欧美, 韩系, 日系, 民族风, 朋克, 摇滚, 海军, 田园, 未来感, 中性, 解构主义, 工装, 户外, 度假风, 性感, 优雅, 可爱, 知性, 奢华
+细分描述: 印花, 刺绣, 扎染, 破洞, 做旧, 水洗, 拼接, 撞色, 渐变, 格纹, 条纹, 波点, 碎花, 动物纹, 几何, 字母, 卡通, 钉珠, 亮片, 流苏, 蕾丝, 荷叶边, 泡泡袖, 方领, 一字领, 娃娃领, 束腰, 廓形
+二、场合
+描述服装的主要穿着场景。
+日常: 日常, 居家, 通勤, 上学, 逛街, 周末, 咖啡厅, 城市漫步
+社交: 约会, 派对, 晚宴, 婚礼, 庆典, 商务会谈, 面试, 俱乐部, 酒吧
+度假: 海滩, 度假, 旅行, 露营, 温泉, 邮轮
+运动: 跑步, 健身, 瑜伽, 登山, 徒步, 滑雪, 游泳, 网球, 高尔夫, 篮球, 足球, 骑行
+正式: 正式, 半正式, 黑领结, 白领结, 典礼, 年会
+特定: 孕期, 哺乳, 舞台, 表演, 角色扮演
+三、品类
+服装的基本类型，是标签体系的核心。
+上装: T恤, 衬衫, 针织衫, 毛衣, 卫衣, POLO衫, 吊带, 背心, 打底衫, 罩衫, 雪纺衫, 外套, 夹克, 风衣, 大衣, 羽绒服, 皮衣, 牛仔外套, 西装, 开衫, 小披肩
+下装: 长裤, 短裤, 牛仔裤, 休闲裤, 西装裤, 阔腿裤, 喇叭裤, 直筒裤, 小脚裤, 工装裤, 运动裤, leggings, 打底裤, 半身裙, 连衣裙, 连体裤
+内衣: 文胸, 内裤, 家居服, 睡衣, 塑身衣, 打底裤, 袜子
+泳装: 比基尼, 连体泳衣, 分体泳衣, 泳裤, 沙滩裤, 罩衫
+配饰: 围巾, 帽子, 手套, 腰带, 领带, 领结, 袖扣, 袜子, 包包, 眼镜, 首饰
+四、颜色
+使用标准化的颜色名称，避免模糊描述。
+基础色: 白色, 黑色, 灰色, 藏青, 卡其, 军绿, 棕色, 米白, 奶油, 杏色, 裸色
+彩色: 红色, 蓝色, 绿色, 黄色, 粉色, 紫色, 橙色, 青色
+中性色: 香槟, 金色, 银色, 玫瑰金, 牛仔蓝
+花色: 印花, 纯色, 条纹, 格纹, 波点, 碎花, 扎染, 动物纹, 抽象图案, 拼色
+五、材质
+描述面料成分和质感。
+天然纤维: 棉, 麻, 丝, 羊毛, 羊绒, 羊驼毛, 马海毛, 桑蚕丝, 柞蚕丝, 莱赛尔, 莫代尔
+合成纤维: 聚酯纤维, 锦纶, 腈纶, 氨纶, 涤纶
+皮革/皮草: 真皮, 仿皮, 麂皮, 皮草, 毛呢
+具体面料: 牛仔, 灯芯绒, 天鹅绒, 雪纺, 欧根纱, 乔其纱, 府绸, 牛津纺, 帆布, 摇粒绒, 珊瑚绒
+工艺/特性: 针织, 梭织, 蕾丝, 网纱, 镂空, 提花, 刺绣
+六、季节
+描述服装适用的时间或气候。
+四季: 春季, 夏季, 秋季, 冬季
+气候: 盛夏, 酷暑, 空调房, 初秋, 深秋, 初冬, 严冬, 雪地, 雨季, 防风, 防晒, 透气, 保暖
+过渡季: 春秋, 春夏, 夏秋, 秋冬, 四季皆宜
+七、体型
+描述服装的版型剪裁与目标身材。
+版型: 紧身, 修身, 合身, 常规, 宽松, Oversized, 直筒, 喇叭, A字, H型, X型, O型, 高腰, 中腰, 低腰, 露脐, 及地, 九分, 五分
+身材: 娇小, 高挑, 大码, 标准码, 沙漏型, 梨形, 苹果型, 长方形, 倒三角形, 孕妇, 特殊体型
+设计细节: 落肩, 插肩, 正肩, 蝙蝠袖, 泡泡袖, 无袖, V领, 圆领, 方领, 一字领, 连帽, 无帽, 有兜, 无兜, 前开襟, 套头, 系带, 抽绳, 弹力腰, 松紧腰
+标签体系使用指南
+层级结构: 建议采用“维度: 选项”的结构，例如 风格: 极简，品类: 连衣裙，场合: 通勤。这便于数据管理和筛选。
+多标签组合: 一件商品应被赋予多个维度的标签。例如，一件衣服的完整标签可能是：风格: 极简, 场合: 通勤, 品类: 连衣裙, 颜色: 藏青, 材质: 棉, 季节: 春秋, 体型: H型。
+标准化优先: 在每个维度内，尽量使用标准化的选项列表，避免创建近义词标签（如“秋天”和“秋季”应统一为“秋季”），以保证数据清洁。
+可扩展性: 此体系为框架，您可以根据品牌定位和产品特点，在“细分描述”或新增维度下进行扩展。
@@ -276,19 +276,19 @@ curl -X POST &quot;http://120.76.41.98:6002/search/&quot; \
       "field": "category1_name",
       "size": 15,
       "type": "terms",
-      "multi_select": false
+      "disjunctive": false
     },
     {
       "field": "brand_name",
       "size": 10,
       "type": "terms",
-      "multi_select": true
+      "disjunctive": true
     },
     {
       "field": "specifications.color",
       "size": 20,
       "type": "terms",
-      "multi_select": true
+      "disjunctive": true
     },
     {
       "field": "min_price",
@@ -311,27 +311,27 @@ curl -X POST &quot;http://120.76.41.98:6002/search/&quot; \
 | `field` | string | 是 | - | 分面字段名 |
 | `size` | int | 否 | 10 | 返回的分面值数量（1-100） |
 | `type` | string | 否 | "terms" | 分面类型：`terms`（词条聚合）或 `range`（范围聚合） |
-| `multi_select` | bool | 否 | false | **是否支持多选模式**（见下文详细说明） |
+| `disjunctive` | bool | 否 | false | **是否支持多选模式**（见下文详细说明） |
 | `ranges` | array | 否 | null | 范围配置（仅 `type="range"` 时需要） |
  
 #### 🆕 Multi-Select Faceting（多选分面）
  
-**重要特性**: `multi_select` 字段控制分面的行为模式。
+**重要特性**: `disjunctive` 字段控制分面的行为模式。
  
  
-##### 标准模式 (multi_select: false)
+##### 标准模式 (disjunctive: false)
 - **行为**: 选中某个分面值后，该分面只显示选中的值
 - **适用场景**: 层级类目、互斥选择
 - **示例**: 类目下钻（玩具 > 娃娃 > 芭比）
  
-##### Multi-Select 模式 (multi_select: true) ⭐
+##### Multi-Select 模式 (disjunctive: true) ⭐
 - **行为**: 选中某个分面值后，该分面仍显示所有可选项
 - **适用场景**: 颜色、品牌、尺码等可切换属性
 - **示例**: 选择了"红色"后，仍能看到"蓝色"、"绿色"等选项
  
 ##### 推荐配置
  
-| 分面类型 | multi_select | 原因 |
+| 分面类型 | disjunctive | 原因 |
 |---------|-------------|------|
 | 颜色 | `true` | 用户需要切换颜色 |
 | 品牌 | `true` | 用户需要比较品牌 |
@@ -365,13 +365,13 @@ curl -X POST &quot;http://120.76.41.98:6002/search/&quot; \
       "field": "specifications.color",
       "size": 20,
       "type": "terms",
-      "multi_select": true
+      "disjunctive": true
     },
     {
       "field": "specifications.size",
       "size": 15,
       "type": "terms",
-      "multi_select": true
+      "disjunctive": true
     }
   ]
 }
@@ -62,7 +62,7 @@ class ESQueryBuilder:
  
         Args:
             filters: All filters from request
-            facet_configs: Facet configurations with multi_select flags
+            facet_configs: Facet configurations with disjunctive flags
  
         Returns:
             (conjunctive_filters, disjunctive_filters)
@@ -73,7 +73,7 @@ class ESQueryBuilder:
         # Get fields that support multi-select
         multi_select_fields = set()
         for fc in facet_configs:
-            if getattr(fc, 'multi_select', False):
+            if getattr(fc, 'disjunctive', False):
                 # Handle specifications.xxx format
                 if fc.field.startswith('specifications.'):
                     multi_select_fields.add('specifications')