suggest rank optimize

tangwang
1 parent e8443ea0
Showing 13 changed files with 935 additions and 44 deletions Show diff stats
b.sh
bb.sh
config/config.yaml
docs/TODO.txt
docs/suggestion索引构建.md
mappings/search_suggestions.json
query/query_parser.py
reranker/bge_reranker.py
scripts/benchmark_reranker_random_titles.py
suggestion/builder.py
suggestion/mapping.py
suggestion/service.py
tests/test_suggestions.py
@@ -0,0 +1,417 @@
+#!/bin/bash
+start=$(date +%s%N)  # 开始时间，纳秒级
+
+time curl -X POST "http://localhost:6007/rerank" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "query": "健身女生T恤短袖",
+    "docs": [	"60 Jelly Bracelets 80 s Adult Size - MAQIHAN Neon Gummy Bracelets for Women 80s Jelly Bangles Glow Silicone Bands Jewelry Wristband Rainbow Jellies Bangle Girls Boys Colored Accessories Party Favor",
+"MEROKEETY Women s 2025 Summer Square Neck Puff Sleeve Boho Midi Dress Swiss Dot Ruffle Flowy Tie Back Dress",
+"FITORY Mens Sandals",
+"Lefant 3 Packs Dust Bags Replacement Kit Suitable for Lefant Base Station of M3/M3 Max Robot Vacuum",
+"Merrell Mens Hydro Moc",
+"Lounge Sets for Women Summer Outfits Women 2 Piece Sets 2025 Sleeveless Matching Lounge Crop Top High Waisted Short",
+"Men s Underwear",
+"Executive Functioning Workbook for Teens: 101 Activities and Strategies for Enhancing Self-Discipline",
+"LEVSOX Compression Socks Women and Men",
+"MGparty 12 Pieces Christmas Headbands Christmas Parties Favors Decoration Supplies Xmas Gifts Photo Booth Xmas Tree Snowman Reindeer Antlers Santa Hat",
+"10 Large Vacuum Storage Bags with Hand Pump",
+"Disney Lilo and Stitch Boys Swim Set",
+"Sterling Silver Hoop Earrings",
+"23 Pcs Day of The Dead Altar Decorations Set",
+"Travel Makeup Bag for Women Fashion Large Capacity Pouch Open Flat Cosmetic Portable Organizer Waterproof Large Opening Storage Toiletry Bags Vertical Free-Standing Brush Holder for Easy Access Blue",
+"Iron Flame: Empyrean",
+"Luxebell Luggage Straps Suitcase Belt TSA Approved Travel Accessories Gift 4-Pack 6.56ft (Green)",
+"TONY & SANDY Christian Gifts for Women",
+"Blue Birthday Party Supplies",
+"Vionic Women s Coral Loafer Moccasin",
+"LIQING 35L Large Picnic Basket 2 Layers of Internal Pockets Leak-Proof and Insulated ，Folding with Internal Support for enhansed Stability",
+"40oz Softball Tumbler with Handle Softball Gifts Stuff for Women Girls Men Gift for Coach Lovers Fan Stainless Steel Cup",
+"Crayola Colour & Erase Reusable Puzzle Set",
+"Carry On Luggage with Front Compartment and Cup Holder",
+"Interactive Cat Toy Rechargeable",
+"Nike Air Rift",
+"Portable Hookah Set for Travel - Premium Handheld Glass Aluminum Mini Hookah Real Metal Accessories",
+"Clear Backpack for Boys",
+"Women’s Knee High Boots Round Toe Chunky Heel Faux Leather Tall Riding Boots with Side Zipper",
+"Golf Grip Trainer & Connection Band 2Set",
+"Monster High Self Scare Day Cleo De Nile Doll Play Set",
+"Fortnite eGift Card - Powered by the Epic Games Store",
+"Mesh Beach Bags",
+"Crowye Anime Cosplay Costume for Halloween Princess Costume Accessories Anime White Cosplay Wig Egypt Arm Cuff Bracelet Gold Earrings Greek Goddess Set for Halloween Dress up Princess",
+"Premium Women s Leather Tote Handbag - Bag for Everyday Use",
+"Ekouaer Maternity Nursing Gown and Robe Set Labor Delivery Nursing Nightgowns for Breastfeeding Pregnancy Clothes",
+"Superband Mermaid Tails for Swimming for Women and Adults Without Monofin",
+"Pink Queen Women s 2025 Casual Pullover Sweaters Sexy V Neck Long Sleeve Twist Knot Cropped Knit Sweater Tops",
+"WDIRARA Girl s Bow Puff Sleeve A Line Midi Dress Cute Collared Ruffle Hem Swing Dresses",
+"Funziez! Adult Onesie Halloween Costume Animal Dinosaur Shark Unisex Plush One Piece Cosplay Suit for Adults",
+"Rockland Duffel Bag",
+"Centipede Demon Baby Shoes Baby Boys Girls Walking Shoes Non Slip Booties Sock Shoe Infants Breathable Sneakers Lightweight Barefoot Slip On Sneakers",
+"CYDREAM Long Sleeve Bodysuits for Women - Square Neck Shapewear Bodysuit Tops Going Out Body Suits Shirt Leotard",
+"Men s Oversized Letter Graphic Tank Top Sleeveless Casual Summer Tops Y2K Streetwear",
+"Flower Claw Clip 7 PCS Claw Clips",
+"waist twister，waist twisting machine ab twister board with 300 lbs Weight Capacity",
+"PAGE ONE Womens Winter Ribbed Beanie Crossed Cap Chunky Cable Knit Pompom Soft Warm Hat",
+"5 Pack Cute Keychains for Girls",
+"Dragon Ball Super - Complete Series - Blu-ray",
+"VejiA Multifunctional Simple Shoe Cabinet Storage Shoe Rack Save Space Hallway Furniture",
+"50Pcs Handbag Purse Feet Handbag Nailhead Brass Studs Screw-Back Feet Flat Head Stud Metal Studs Rivet Leather Craft DIY for DIY Purse Leather Craft",
+"Wearable Blanket Hoodie with Letter A-Z - Oversized Blanket Hooded Personalized Birthday Christmas Gifts for Women Mom",
+"On Women s Cloudnova Form 2 Sneakers",
+"SANTINY 18 Skorts for Women with 4 Pockets High Waist Long Athletic Tennis Skirt Golf Skort Dressy Casual",
+"Compatible with AirTag Case Keychain",
+"Rod Holder Plugs",
+"Protective Case Compatible with Have A Seat Figure-Clear PVC Portable Storage Box with Keychain",
+"adidas Men s Swift Run 1.0 Running Shoes",
+"M MOOHAM Cross Necklace for Women Teen Girls",
+"Sportneer Adjustable Ankle Weights for Women and Men 7 lbs/Pair Adjustable Leg Weights with Secure Straps",
+"PRETTYGARDEN Women s 2 Piece Outfits Sleeveless Suit Vest and Wide Leg Pants Business Casual Blazer Sets",
+"Bouncer Seat for Babies 0-12 Months",
+"Womens Crew Socks Cotton Long Gym Socks Lightweight Athletic Running Socks",
+"Denior Magnetic Card Phone Wallet Holder for iPhone 17/16/15/14/13/12 Series",
+"LIGHT DOT Women s Summer Dress Plisse Maxi Tube Bodycon Dress Back Tie Beach Resort Vacation",
+"Vivresina UV Resin 400g (400.0",
+"Wide Leg Pants High Waisted Pleated Trousers with 4 Colors",
+"Osprey Daylite Shoulder Sling Bag – Compact Crossbody Backpack for Everyday Carry",
+"Tote Bag for Women Large PVC Tote Bag Letters Print Plastic Handbag for Christmas Gift",
+"Hello Kitty Giant Coloring & Activity Book 11x16",
+"Skechers Mens Delson 3.0 - Roth 210606",
+"3pcs Heart Badge Reel with Alligator Clip Cute Retractable Badge Holder Acrylic Nurse Badge Clip for Office Workers",
+"Ortho Balance Hiking Shoes for Men Women",
+"GOLDENMATE 1000VA/600W Lithium UPS Battery Backup and Surge Protector",
+"Gelante Solid Color 100% Cotton Bucket Hat for Women and Men Packable Travel Summer Beach Hat",
+"Sonic The Hedgehog 3 Movie Action Figures 2.5-Inch Movie Collector Toy Figure Multi-Pack Includes Sonic The Hedgehog Knuckles Shadow Buzz Bomber & Drone- Officially Licensed Toys",
+"61 Pcs Nacho Libre Stickers Comedy Movie Graffiti Waterproof Vinyl for Adults for Birthday Party Supplies Decoration Favors for Water Bottles Laptop Suitcase Scrapbooking Choice",
+"Neck Lift Tape",
+"925 Sterling Silver Earrings for Womens Sparkly Colorful Full Diamond Simple Stylish Elegant Hypoallergenic Jewelry",
+"Pink Ceramic Bow Vase for Flowers",
+"Winter Coats For Men Winter Jackets Water Resistant Warm Thicken Parka Puffer Coat Long Down Jacket",
+"Alarm Clocks for Bedrooms",
+"KINURI Running Belt for Men & Women – Fits All Smartphones – Waterproof Waist Pack with Adjustable Strap – Ideal for Jogging",
+"DREAM PAIRS Heels for Women Flip Flops Kitten Low Heels Open Square Toe Thong Heeled Sandals",
+"Amazon Basics All Purpose Washable School Craft Liquid Glue for Making Slime",
+"Inflatable Costume Adult Frog Full Body Deluxe Funny Air Blow Up Costume for Men Women Halloween",
+"Mens Golf Pants Stretch Casual Dress Pants Elastic Drawstring Slacks for Men Lightweight Trousers with 5 Pockets",
+"Lip Smacker Hello Kitty Lip Balm",
+"Brown Sugar Keeper 3D – Terracotta Clay Bear Softener",
+"MEETSUN Polarized Sunglasses for Women Men Trendy Classic Retro Designer Style",
+"Corset Top Bustier Lingerie for Women Zipper Front Flower Sexy Burlesque Vintage",
+"Pro Club Men s Heavyweight Mesh Basketball Shorts",
+"Nike Tech Men s Full-Zip Windrunner Hoodie (HV0949-237",
+"Ear Piercing Kit",
+"Timberland Men s 6 Premium Boot",
+"STAR WARS The Black Series Darth Maul",
+"VZQI Halloween Cosplay Costumes Kamado Tanjir Kids Anime Kimono Halloween Green Cloak",
+"Fringe Vest for Women Faux Suede Open Front Cardigan Sleeveless Tassels Fringed Vest Cardigan Hippie Jacket",
+"Smart Health Ring 2.0 for Women Men",
+"Fast Forward Kid s Licensed 15 Backpack With Lunch Box Combo Set (Hello Kitty)",
+"Handmade Authentic Katana - 41-inch Full Tang Sharp Blade",
+"Inateck Sling Bag X",
+"EXLURA Women s Fashion Faux Wool Mini Skirt High Waisted Y2K Trendy Side Slit Tweed Plaid Skirts 2025 Fall Winter Outfits",
+"LASLULU Womens Sexy Crossover Crop Top Long Sleeve Workout Tops Crewneck Athletic Yoga T-Shirts Fall Outfits",
+"Wrangler Authentics Men s Classic Relaxed Fit Five Pocket Jean Short",
+"ZeroBound Built in Bra Tank Tops for Women - High Neck Racerback Tank Tops",
+"Nike Mens Air Max Alpha Trainer 6",
+"MAZZERI Solid Gold Plated Sterling Silver Italian 1.3/1.6/2.2/2.8mm Diamond-Cut Braided Rope Chain Necklace for Men Women",
+"Milumia Women s Polka Dots Twist Front Halter Top Dressy Casual Textured Peplum Going Out Tops",
+"80s 90s Outfit for Women",
+"EFAN Womens Sexy Sleeveless Double Lined Crop Tops Workout Cute Tight Racerback Tank Tops Summer Clothes Teen Girls 2025",
+"Nike Mens Shorts Dri-Fit Flex Woven Shorts 7inch (US",
+"top handle satchel Women",
+"Kono Expandable Luggage 3 Piece Set Hardshell Lightweight 20in 24in 28in Carry On Suitcase with Spinner Wheels TSA Lock(Black & Brown)",
+"Nations of The World | National Pride Flag Symbol Arms Tee Unisex T-Shirt for Men or Women",
+"Jo & Bette Seamless Thongs for Women - High Waist Panties 6 Pack - Thong Underwear Pack Breathable No show Sports",
+"eKids Disney Frozen 2 Bluetooth Headphones with Microphone",
+"Arctix Kids Insulated Snow Bib Overalls",
+"USA Flag Charlie Gift T-Shirt",
+"CBKSUHBADE 15in×11in Anime One Piece Wanted Bounty Posters",
+"Plus Size Underwear for Women XL-5XL Cotton High Waist Women Briefs Full Coverage Ladies Panties 4 Pack",
+"Little Adventures Enchanted Rapunzel Dress-Up Costume for Adult Women",
+"G Gradual Tennis Dress for Women Golf Outfits with Shorts and Pockets Sleeveless Active Exercise Athletic Dresses for Women",
+"Pastoral Style Porch Goose Outfits",
+"Vive Thigh High Compression Stockings for Women & Men - 15-20 mmHg Graduated Support Hose - Opaque Closed Toe Compression Tights - Stockings for Varicose Veins",
+"Canada is Not for Sale Vintage Cotton Twill Cap",
+"TomTiger Yoga Shorts for Women Tummy Control High Waist Biker Shorts Exercise Workout Butt Lifting Tights Women s Short Pants",
+"4PCS GOD IS FIRST IM SECOND Bracelet: Faith Priority Bracelet - Engraved Cross Silicone Wristband for Daily Encouragement",
+"Tahitian Black Pearl Pendant Necklace AAAA 18K White Gold Plated 925 Sterling Silver Black Pearl Jewelry Gift for Women Mother Wife Her for Anniversary Christmas Birthday",
+"HOTOUCH Womens Short Sleeve Button Down Shirts Loose Fit V Neck Business Casual Blouses Summer Top with Pockets S-XXL",
+"Men s Corduroy Short Sleeved Cargo Shirt Relaxed Fit Button Down Casual Wear Tops with Flap Pockets",
+"Orange Blue Light Blocking Glasses for Better Sleep - 99.5% Premium Acetate Migraine Glasses for Women & Men",
+"Disney Stitch Beach Towel for Kids Cotton Bath Towels with 2 Clothes Pins Travel Swimming Quick Dry Towel Beach Vacation Essentials",
+"PGANDS Womens Crew Neck Solid/Color Block Sweatshirts Long Sleeve Casual Lightweight Pullover Tops",
+"Premium Organic Whole Cloves 5.3 oz (150 grams)",
+"habibee Bra for Women No Underwire Comfort Seamless Bras Push Up Wireless Bras Full Coverage Bralettes",
+"Puma Mens Caven 2.0 Shoes",
+"PRETTYGARDEN Women s Fall Button Down Shirts Dressy Casual Spring Long Puff Sleeve Eyelet Loose Fit Collared Blouse Top",
+"TNNZEET 2 Pack Plus Size Biker Shorts for Women - 8 Black High Waisted Tummy Control Spandex Workout Shorts (XL-4XL)",
+"Marvel Legends Series Captain America Shield",
+"PAVOI 14K Gold AAA+ Handpicked White Freshwater Cultured Pearl Earrings Studs",
+"Trendy Queen Long Skirts for Women Boho Maxi Skirt Winter Swing Tiered A-Line Elastic High Waist Dress with Pockets Fashion",
+"Reebok Classic Leather Sneakers for Men",
+"PRETTYGARDEN Women s Summer Bodycon Maxi Tube Dress Ribbed Strapless Side Slit Long Going Out Casual Elegant Party Dresses",
+"Favorite Daughter Women s Classic Logo Baseball Cap",
+"Reebok Men s Cotton Vital Fleece Sweatpant",
+"COOFANDY Mens Hawaiian Shirt Short Sleeve Button Down Shirts Tropical Summer Beach Shirts Casual Floral Aloha Shirts",
+"Columbia Mens Grander Marlin Iii Offshore Short",
+"Satin One Shoulder Flower Girl Dress with Bow Wedding Princess Pageant Party Gown Puffy Formal First Communion",
+"Nike Mens V5 RNR",
+"Speed Cube 3x3",
+"FOURSTEEDS Women s Cotton Zipper Front Multi-Pocket Twill Bermuda Women Cargo Shorts",
+"Curly Hair Brush Defining",
+"YQXCC Cooling Towels | 4 Pack 47x12 | Ice Cool for Neck | Microfiber Soft Breathable Chilly | for Yoga",
+"Hot Wheels Toy Car Playset with Lights",
+"Carhartt Men s Loose Fit Heavyweight Short-Sleeve Pocket Henley T-Shirt",
+"Women s Mid-High Rise Ripped Denim Shorts Stretchy Distressed Jean Shorts with Pockets Folded Hem Casual Summer Jorts",
+"Monster High Cleo De Nile Doll in Golden Blouse & Layered Skirt",
+"Ariat Women’s Fatbaby Western Boot",
+"UYYE Car Registration and Insurance Card Holder",
+"365 by Whole Foods Market",
+"Crystal Bracelet for Women Fashion 7 Inch Approximately Rainbow Sparkling Crystal Bracelet with Adjustable Elastic Cord",
+"Samsung Galaxy Watch 7 (44mm) AI Smartwatch w/ 1.5 AMOLED",
+"DOUKEN 4 Pair Sneaker Creases Protector",
+"Elvis: The Legend music word search puzzle.: Great Country Music Word Scrambles about Elvis. Large print word puzzle for adults and rock music lovers. ... Great music gift for your friends or family.",
+"Pinkfong Bebefinn Plush Toy - 12 (30cm) Stuffed Doll | Soft Cuddly Plush for Toddlers | Bebefinn Toy | Perfect Birthday",
+"Thrusting Dildo Vibrator Sex Toys for Women",
+"VANLOVEMAC Baseball Gifts for Boys 8-12 Baseball Stuff College Going Away Gifts Welcome Back to School Gifts Dorm Room Essentials for Guys Off to College",
+"Hello Kitty and Friends - Cinnamoroll 12” Pink Monochrome Plush",
+"BOBISUKA Pearl White Face Body Paint",
+"OMKAGI 2 Piece Workout Sets for Women Halter Sports Bras Gym Sets Booty Leggings Outfits",
+"Ivay Womens Scoop Neck Ribbed Knit Tank Top Sleeveless Cotton Wife Beater Camisole Shirts",
+"SOLY HUX Women s Graphic Tee Shirts Novelty Funny Short Sleeve Summer Casual Tops",
+"Wooden Taper Candle Holders: Wood Candlestick Holders Rustic Brown Farmhouse Fall Decor for Living Room Dinning Table Centerpiece Christmas Set of 2",
+"PRETTYGARDEN Long Sleeve Shirts for Women 2025 Fall V Neck Waffle Basic Tee Dressy Casual Winter Blouses Knit Tunic Tops",
+"Ray-Ban RB2140 Original Wayfarer Square Sunglasses",
+"Lee Womens Ultra Lux Comfort with Flex-to-go Utility Skimmer Capri Pant",
+"3D Pedometer for Walking",
+"HiiFeuer Medieval Faux Leather Chest Armor",
+"Pet Deadly Dog Costume",
+"Western Chief Kids Freestyle Neoprene Outdoor Boot",
+"SKECHERS Women s Ultra Flex 3.0-Brilliant Path Hands Free Slip-INS Sneaker",
+"LUOBO Keychain Accessory Decor Keychain Decoration backpacks Bag Pendant",
+"10inch Teddy Bear Stuffed Animal",
+"Halloweentown University T-Shirt for Women Fall Pumpkin Shirts Funny Halloween Thanksgiving Gift Tops",
+"Women s Sexy American Flag Crop Tank 4th of July Patriotic Sleeveless Tee Tops",
+"Gillette Fusion5 ProGlide Men s Razor Blade Refills",
+"Poppy Playtime - Mommy Long Legs Plush (14 Medium Plush",
+"Women’s Heated Vest with 12V 20000mAh Battery – Cropped Stand Collar Lightweight Insulated Winter Vest.",
+"toolant Winter Work Gloves for Men",
+"192Pcs Halloween Favors Stationery Gift Set",
+"20 Pcs Ultra Thin Tattoo Cover up Patch Waterproof Tattoo Cover up Tape Sweatproof Tattoos Covers Patches Cuttable Invisible Non-Woven Fabric Patches for Tattoos Scar Birthmark 4.72×3.35In(Light Skin)",
+"Popcorns Maker",
+"Paladone Kuromi GloBuddies Night Light",
+"Creativity for Kids Sensory Minis Dinosaur Kit | Cloud Clay Sensory Toy for Toddlers | Squish",
+"Mouse Ears Headband Fully Sewn Sturdy Headbands 2-Pcs， 4.6-Inch Sequin Big Ears 3D Silk Satin Bowknot Suitable for Women and Girls Theme Role Play Costume Accessories Party",
+"Tanluhu Sweatbands Sport Headbands for Men & Women",
+"Pilates Reformer Machine",
+"Fossil Fenmore Analog Men Watch",
+"Stray Kids Official Lightstick Ver 2",
+"Zima Dental Pod PRO: New Ultrasonic Retainer Cleaner Machine. Market-Leading",
+"2300pcs Polymer Clay Beads Bracelet Making Kit",
+"AI ACCESSORY INNOVATIONS Bluey 4 Piece Backpack Set for Pre School Girls & Boys",
+"MIRITY Women s High Waist Cotton Underwear - Soft Full Coverage Briefs with Double-Layer Waistedband",
+"Plus Size Summer Dresses - Floral Beach Wedding Guest Semi Formal Tiered Flowy Long Sundress",
+"AUTOMET Womens Tops Summer Sweater Long Tunic Dressy Casual Blouses Business Cute Trendy Short Sleeve Shirt 2025",
+"Black Sabbath Sketch Band T-Shirt",
+"Loomie Upgraded 6 Drawer White Dresser for Bedroom",
+"Michael Kors Womens Zuma Trainer",
+"Chunky Silver Bohemian Flower Bracelet For Wemen Men",
+"Classic Black Western Felt Roll Up Brim Cowboy and Cowgirl Hat for Women and Men - Decoration with Western Belt Bukle",
+"Jellycat Little Pig Bag Charm",
+"LARNMERN Steel Toe Work Boots Men",
+"3PCS Gold Hair Ties",
+"Red Kap Men s Snap Front Cotton Coverall",
+"Citizen Quartz Mens Watch",
+"ATHMILE Long Sleeve Shirts for Women Tunic Fall Tops Loose Fit Dressy Crew Neck Basic Sweaters 2025",
+"Narecte Summer Maxi Dresses for Women Back Strap Beach Dress Women s Casual Dress Long Flowy Dresses for Vacation",
+"LIDHAY Cowboy Hat for Women and Men Western Cowgirl Hats Suede Cowboy Hat for Rodeo",
+"BIC Classic Maxi Pocket Lighter",
+"A + S Luxxe Diaper Bag Tote – Stylish",
+"100pack Name Badge Holders Name Tag Holder Clear Plastic Badge Holder ID Holders for Lanyard (100Pcs Vertical)",
+"MOOSEA Christmas Gifts for Women Wife - Love Knot Moissanite Necklace 1-3ct D Color VVS1 Clarity Moissanite 925 Sterling Silver Necklace Anniversary Birthday Gifts for Women Wife Mom Girlfriend",
+"Solid Wood Retangle End Table with Drawer and Storage Shelf",
+"Madden Girl womens Beella Heeled SandalHeeled Sandal",
+"Ekouaer 2 Pack Womens Pajama Sets Short Sleeve Sleepwear Soft Crew Neck Pj Shorts Set Printed Loungewear Set S-XXL",
+"NPQQUAN Original Classic Low Profile Baseball Cap Golf Dad Hat Adjustable Cotton Hats Men Women Unconstructed Plain Cap",
+"YEOREO Women Workout Biker Shorts Impact 4.5 No Front Seam Hidden Scrunch Lifting Seamless Yoga Gym Shorts",
+"Merino Wool Underwear Men by Thermowave - Sport & Everyday Men s Merino Wool Boxer Brief - 150 GSM Stretchy & Soft",
+"COACH Women s Leah Platform Loafers",
+"Doodle Me Happy Kids Thank You Cards - 25 Cards With Envelopes - Cute",
+"Spring Summer Women Pleated Casual Denim V Neck Ruffle Sleeve Dress Light Blue XL",
+"Disney Hooded Matching Family Cosplay T-Shirt Infant to Adult Sizes (12 Months - 2XL)",
+"Leather CPR Cleaner & Conditioner 18oz - Cleans",
+"Baseball Shirts Women Baseball Mom Tshirt Baseball Heart Graphic Tee Game Day Gifts Funny Short Sleeve Tops",
+"4 Pack Cooling Towels",
+"ZEEPORTE Mask Fin Snorkel Set",
+"60 Pcs Bride Tribe Bachelorette Party Favors Bulk Friendship Bridesmaid Gifts 12 Set Friendship Bracelets Heart Sunglasses Satin Scrunchie for Engagement Bridal Shower Wedding Favor",
+"AUSELILY Summer Dress Sundress Beach Cover up Swing Dresses",
+"Loungefly Disney Minnie Mouse Crossbody Satchel Handbag",
+"Tactical Gym Bag for Men，50L Large 3 in 1 Sports Duffle Bag with Shoes Compartment for Travel",
+"YETI Rambler 42 oz Tumbler with Handle and Straw Lid",
+"Samsonite Classic Leather Slim Backpack",
+"Vive Thigh High Compression Stockings for Women & Men - 15-20 mmHg Graduated Support Hose - Opaque Closed Toe Compression Tights - Stockings for Varicose Veins",
+"Canada is Not for Sale Vintage Cotton Twill Cap",
+"TomTiger Yoga Shorts for Women Tummy Control High Waist Biker Shorts Exercise Workout Butt Lifting Tights Women s Short Pants",
+"4PCS GOD IS FIRST IM SECOND Bracelet: Faith Priority Bracelet - Engraved Cross Silicone Wristband for Daily Encouragement",
+"Tahitian Black Pearl Pendant Necklace AAAA 18K White Gold Plated 925 Sterling Silver Black Pearl Jewelry Gift for Women Mother Wife Her for Anniversary Christmas Birthday",
+"HOTOUCH Womens Short Sleeve Button Down Shirts Loose Fit V Neck Business Casual Blouses Summer Top with Pockets S-XXL",
+"Men s Corduroy Short Sleeved Cargo Shirt Relaxed Fit Button Down Casual Wear Tops with Flap Pockets",
+"Orange Blue Light Blocking Glasses for Better Sleep - 99.5% Premium Acetate Migraine Glasses for Women & Men",
+"Disney Stitch Beach Towel for Kids Cotton Bath Towels with 2 Clothes Pins Travel Swimming Quick Dry Towel Beach Vacation Essentials",
+"PGANDS Womens Crew Neck Solid/Color Block Sweatshirts Long Sleeve Casual Lightweight Pullover Tops",
+"Premium Organic Whole Cloves 5.3 oz (150 grams)",
+"habibee Bra for Women No Underwire Comfort Seamless Bras Push Up Wireless Bras Full Coverage Bralettes",
+"Puma Mens Caven 2.0 Shoes",
+"PRETTYGARDEN Women s Fall Button Down Shirts Dressy Casual Spring Long Puff Sleeve Eyelet Loose Fit Collared Blouse Top",
+"TNNZEET 2 Pack Plus Size Biker Shorts for Women - 8 Black High Waisted Tummy Control Spandex Workout Shorts (XL-4XL)",
+"Marvel Legends Series Captain America Shield",
+"PAVOI 14K Gold AAA+ Handpicked White Freshwater Cultured Pearl Earrings Studs",
+"Trendy Queen Long Skirts for Women Boho Maxi Skirt Winter Swing Tiered A-Line Elastic High Waist Dress with Pockets Fashion",
+"Reebok Classic Leather Sneakers for Men",
+"PRETTYGARDEN Women s Summer Bodycon Maxi Tube Dress Ribbed Strapless Side Slit Long Going Out Casual Elegant Party Dresses",
+"Favorite Daughter Women s Classic Logo Baseball Cap",
+"Reebok Men s Cotton Vital Fleece Sweatpant",
+"COOFANDY Mens Hawaiian Shirt Short Sleeve Button Down Shirts Tropical Summer Beach Shirts Casual Floral Aloha Shirts",
+"Columbia Mens Grander Marlin Iii Offshore Short",
+"Satin One Shoulder Flower Girl Dress with Bow Wedding Princess Pageant Party Gown Puffy Formal First Communion",
+"Nike Mens V5 RNR",
+"Speed Cube 3x3",
+"FOURSTEEDS Women s Cotton Zipper Front Multi-Pocket Twill Bermuda Women Cargo Shorts",
+"Curly Hair Brush Defining",
+"YQXCC Cooling Towels | 4 Pack 47x12 | Ice Cool for Neck | Microfiber Soft Breathable Chilly | for Yoga",
+"Hot Wheels Toy Car Playset with Lights",
+"Carhartt Men s Loose Fit Heavyweight Short-Sleeve Pocket Henley T-Shirt",
+"Women s Mid-High Rise Ripped Denim Shorts Stretchy Distressed Jean Shorts with Pockets Folded Hem Casual Summer Jorts",
+"Monster High Cleo De Nile Doll in Golden Blouse & Layered Skirt",
+"Ariat Women’s Fatbaby Western Boot",
+"UYYE Car Registration and Insurance Card Holder",
+"365 by Whole Foods Market",
+"Crystal Bracelet for Women Fashion 7 Inch Approximately Rainbow Sparkling Crystal Bracelet with Adjustable Elastic Cord",
+"Samsung Galaxy Watch 7 (44mm) AI Smartwatch w/ 1.5 AMOLED",
+"DOUKEN 4 Pair Sneaker Creases Protector",
+"Elvis: The Legend music word search puzzle.: Great Country Music Word Scrambles about Elvis. Large print word puzzle for adults and rock music lovers. ... Great music gift for your friends or family.",
+"Pinkfong Bebefinn Plush Toy - 12 (30cm) Stuffed Doll | Soft Cuddly Plush for Toddlers | Bebefinn Toy | Perfect Birthday",
+"Thrusting Dildo Vibrator Sex Toys for Women",
+"VANLOVEMAC Baseball Gifts for Boys 8-12 Baseball Stuff College Going Away Gifts Welcome Back to School Gifts Dorm Room Essentials for Guys Off to College",
+"Hello Kitty and Friends - Cinnamoroll 12” Pink Monochrome Plush",
+"BOBISUKA Pearl White Face Body Paint",
+"OMKAGI 2 Piece Workout Sets for Women Halter Sports Bras Gym Sets Booty Leggings Outfits",
+"Ivay Womens Scoop Neck Ribbed Knit Tank Top Sleeveless Cotton Wife Beater Camisole Shirts",
+"SOLY HUX Women s Graphic Tee Shirts Novelty Funny Short Sleeve Summer Casual Tops",
+"Wooden Taper Candle Holders: Wood Candlestick Holders Rustic Brown Farmhouse Fall Decor for Living Room Dinning Table Centerpiece Christmas Set of 2",
+"PRETTYGARDEN Long Sleeve Shirts for Women 2025 Fall V Neck Waffle Basic Tee Dressy Casual Winter Blouses Knit Tunic Tops",
+"Ray-Ban RB2140 Original Wayfarer Square Sunglasses",
+"Lee Womens Ultra Lux Comfort with Flex-to-go Utility Skimmer Capri Pant",
+"3D Pedometer for Walking",
+"HiiFeuer Medieval Faux Leather Chest Armor",
+"Pet Deadly Dog Costume",
+"Western Chief Kids Freestyle Neoprene Outdoor Boot",
+"SKECHERS Women s Ultra Flex 3.0-Brilliant Path Hands Free Slip-INS Sneaker",
+"LUOBO Keychain Accessory Decor Keychain Decoration backpacks Bag Pendant",
+"10inch Teddy Bear Stuffed Animal",
+"Halloweentown University T-Shirt for Women Fall Pumpkin Shirts Funny Halloween Thanksgiving Gift Tops",
+"Women s Sexy American Flag Crop Tank 4th of July Patriotic Sleeveless Tee Tops",
+"Gillette Fusion5 ProGlide Men s Razor Blade Refills",
+"Poppy Playtime - Mommy Long Legs Plush (14 Medium Plush",
+"Women’s Heated Vest with 12V 20000mAh Battery – Cropped Stand Collar Lightweight Insulated Winter Vest.",
+"toolant Winter Work Gloves for Men",
+"192Pcs Halloween Favors Stationery Gift Set",
+"20 Pcs Ultra Thin Tattoo Cover up Patch Waterproof Tattoo Cover up Tape Sweatproof Tattoos Covers Patches Cuttable Invisible Non-Woven Fabric Patches for Tattoos Scar Birthmark 4.72×3.35In(Light Skin)",
+"Popcorns Maker",
+"Paladone Kuromi GloBuddies Night Light",
+"Creativity for Kids Sensory Minis Dinosaur Kit | Cloud Clay Sensory Toy for Toddlers | Squish",
+"Mouse Ears Headband Fully Sewn Sturdy Headbands 2-Pcs， 4.6-Inch Sequin Big Ears 3D Silk Satin Bowknot Suitable for Women and Girls Theme Role Play Costume Accessories Party",
+"Tanluhu Sweatbands Sport Headbands for Men & Women",
+"Pilates Reformer Machine",
+"Fossil Fenmore Analog Men Watch",
+"Stray Kids Official Lightstick Ver 2",
+"Zima Dental Pod PRO: New Ultrasonic Retainer Cleaner Machine. Market-Leading",
+"2300pcs Polymer Clay Beads Bracelet Making Kit",
+"AI ACCESSORY INNOVATIONS Bluey 4 Piece Backpack Set for Pre School Girls & Boys",
+"MIRITY Women s High Waist Cotton Underwear - Soft Full Coverage Briefs with Double-Layer Waistedband",
+"Plus Size Summer Dresses - Floral Beach Wedding Guest Semi Formal Tiered Flowy Long Sundress",
+"AUTOMET Womens Tops Summer Sweater Long Tunic Dressy Casual Blouses Business Cute Trendy Short Sleeve Shirt 2025",
+"Black Sabbath Sketch Band T-Shirt",
+"Loomie Upgraded 6 Drawer White Dresser for Bedroom",
+"Michael Kors Womens Zuma Trainer",
+"Chunky Silver Bohemian Flower Bracelet For Wemen Men",
+"Classic Black Western Felt Roll Up Brim Cowboy and Cowgirl Hat for Women and Men - Decoration with Western Belt Bukle",
+"Jellycat Little Pig Bag Charm",
+"LARNMERN Steel Toe Work Boots Men",
+"3PCS Gold Hair Ties",
+"Red Kap Men s Snap Front Cotton Coverall",
+"Citizen Quartz Mens Watch",
+"ATHMILE Long Sleeve Shirts for Women Tunic Fall Tops Loose Fit Dressy Crew Neck Basic Sweaters 2025",
+"Narecte Summer Maxi Dresses for Women Back Strap Beach Dress Women s Casual Dress Long Flowy Dresses for Vacation",
+"LIDHAY Cowboy Hat for Women and Men Western Cowgirl Hats Suede Cowboy Hat for Rodeo",
+"BIC Classic Maxi Pocket Lighter",
+"A + S Luxxe Diaper Bag Tote – Stylish",
+"100pack Name Badge Holders Name Tag Holder Clear Plastic Badge Holder ID Holders for Lanyard (100Pcs Vertical)",
+"MOOSEA Christmas Gifts for Women Wife - Love Knot Moissanite Necklace 1-3ct D Color VVS1 Clarity Moissanite 925 Sterling Silver Necklace Anniversary Birthday Gifts for Women Wife Mom Girlfriend",
+"Solid Wood Retangle End Table with Drawer and Storage Shelf",
+"Madden Girl womens Beella Heeled SandalHeeled Sandal",
+"Ekouaer 2 Pack Womens Pajama Sets Short Sleeve Sleepwear Soft Crew Neck Pj Shorts Set Printed Loungewear Set S-XXL",
+"NPQQUAN Original Classic Low Profile Baseball Cap Golf Dad Hat Adjustable Cotton Hats Men Women Unconstructed Plain Cap",
+"YEOREO Women Workout Biker Shorts Impact 4.5 No Front Seam Hidden Scrunch Lifting Seamless Yoga Gym Shorts",
+"Merino Wool Underwear Men by Thermowave - Sport & Everyday Men s Merino Wool Boxer Brief - 150 GSM Stretchy & Soft",
+"COACH Women s Leah Platform Loafers",
+"Doodle Me Happy Kids Thank You Cards - 25 Cards With Envelopes - Cute",
+"Spring Summer Women Pleated Casual Denim V Neck Ruffle Sleeve Dress Light Blue XL",
+"Disney Hooded Matching Family Cosplay T-Shirt Infant to Adult Sizes (12 Months - 2XL)",
+"Leather CPR Cleaner & Conditioner 18oz - Cleans",
+"Baseball Shirts Women Baseball Mom Tshirt Baseball Heart Graphic Tee Game Day Gifts Funny Short Sleeve Tops",
+"4 Pack Cooling Towels",
+"ZEEPORTE Mask Fin Snorkel Set",
+"60 Pcs Bride Tribe Bachelorette Party Favors Bulk Friendship Bridesmaid Gifts 12 Set Friendship Bracelets Heart Sunglasses Satin Scrunchie for Engagement Bridal Shower Wedding Favor",
+"AUSELILY Summer Dress Sundress Beach Cover up Swing Dresses",
+"Loungefly Disney Minnie Mouse Crossbody Satchel Handbag",
+"Tactical Gym Bag for Men，50L Large 3 in 1 Sports Duffle Bag with Shoes Compartment for Travel",
+"YETI Rambler 42 oz Tumbler with Handle and Straw Lid",
+"Samsonite Classic Leather Slim Backpack",
+"Fabletics Men s Only Short",
+"3pcs Heart Badge Reel with Alligator Clip Cute Retractable Badge Holder Acrylic Nurse Badge Clip for Office Workers",
+"Ortho Balance Hiking Shoes for Men Women",
+"GOLDENMATE 1000VA/600W Lithium UPS Battery Backup and Surge Protector",
+"Gelante Solid Color 100% Cotton Bucket Hat for Women and Men Packable Travel Summer Beach Hat",
+"Sonic The Hedgehog 3 Movie Action Figures 2.5-Inch Movie Collector Toy Figure Multi-Pack Includes Sonic The Hedgehog Knuckles Shadow Buzz Bomber & Drone- Officially Licensed Toys",
+"61 Pcs Nacho Libre Stickers Comedy Movie Graffiti Waterproof Vinyl for Adults for Birthday Party Supplies Decoration Favors for Water Bottles Laptop Suitcase Scrapbooking Choice",
+"Neck Lift Tape",
+"925 Sterling Silver Earrings for Womens Sparkly Colorful Full Diamond Simple Stylish Elegant Hypoallergenic Jewelry",
+"Pink Ceramic Bow Vase for Flowers",
+"Winter Coats For Men Winter Jackets Water Resistant Warm Thicken Parka Puffer Coat Long Down Jacket",
+"Alarm Clocks for Bedrooms",
+"KINURI Running Belt for Men & Women – Fits All Smartphones – Waterproof Waist Pack with Adjustable Strap – Ideal for Jogging",
+"DREAM PAIRS Heels for Women Flip Flops Kitten Low Heels Open Square Toe Thong Heeled Sandals",
+"Amazon Basics All Purpose Washable School Craft Liquid Glue for Making Slime",
+"Inflatable Costume Adult Frog Full Body Deluxe Funny Air Blow Up Costume for Men Women Halloween",
+"Mens Golf Pants Stretch Casual Dress Pants Elastic Drawstring Slacks for Men Lightweight Trousers with 5 Pockets",
+"Lip Smacker Hello Kitty Lip Balm",
+"Brown Sugar Keeper 3D – Terracotta Clay Bear Softener",
+"MEETSUN Polarized Sunglasses for Women Men Trendy Classic Retro Designer Style",
+"Corset Top Bustier Lingerie for Women Zipper Front Flower Sexy Burlesque Vintage",
+"Pro Club Men s Heavyweight Mesh Basketball Shorts",
+"Nike Tech Men s Full-Zip Windrunner Hoodie (HV0949-237",
+"Ear Piercing Kit",
+"Timberland Men s 6 Premium Boot",
+"Nike Air Rift",
+"Portable Hookah Set for Travel - Premium Handheld Glass Aluminum Mini Hookah Real Metal Accessories",
+"Clear Backpack for Boys",
+"Women’s Knee High Boots Round Toe Chunky Heel Faux Leather Tall Riding Boots with Side Zipper",
+"Golf Grip Trainer & Connection Band 2Set",
+"Monster High Self Scare Day Cleo De Nile Doll Play Set",
+"Fortnite eGift Card - Powered by the Epic Games Store",
+"Mesh Beach Bags",
+"Crowye Anime Cosplay Costume for Halloween Princess Costume Accessories Anime White Cosplay Wig Egypt Arm Cuff Bracelet Gold Earrings Greek Goddess Set for Halloween Dress up Princess",
+"Premium Women s Leather Tote Handbag - Bag for Everyday Use",
+"Ekouaer Maternity Nursing Gown and Robe Set Labor Delivery Nursing Nightgowns for Breastfeeding Pregnancy Clothes",
+"Superband Mermaid Tails for Swimming for Women and Adults Without Monofin",
+"Pink Queen Women s 2025 Casual Pullover Sweaters Sexy V Neck Long Sleeve Twist Knot Cropped Knit Sweater Tops"
+	],
+    "top_n":386,
+    "normalize": true
+  }'
+
+end=$(date +%s%N)    # 结束时间，纳秒级
+duration=$(( (end - start) / 1000000 ))  # 转换为毫秒
+echo "Command took $duration milliseconds."
+
+
@@ -0,0 +1,35 @@
+#!/bin/bash
+start=$(date +%s%N)  # 开始时间，纳秒级
+
+time curl -X POST "http://localhost:6007/rerank" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "query": "健身女生T恤短袖",
+    "docs": [	"60 Jelly Bracelets 80 s Adult Size - MAQIHAN Neon Gummy Bracelets for Women 80s Jelly Bangles Glow Silicone Bands Jewelry Wristband Rainbow Jellies Bangle Girls Boys Colored Accessories Party Favor",
+"FITORY Mens Sandals",
+"Lefant 3 Packs Dust Bags Replacement Kit Suitable for Lefant Base Station of M3/M3 Max Robot Vacuum",
+"Merrell Mens Hydro Moc",
+"FITORY Mens Sandals",
+"Lefant 3 Packs Dust Bags Replacement Kit Suitable for Lefant Base Station of M3/M3 Max Robot Vacuum",
+"Merrell Mens Hydro Moc",
+
+"FITORY Mens Sandals",
+"Lefant 3 Packs Dust Bags Replacement Kit Suitable for Lefant Base Station of M3/M3 Max Robot Vacuum",
+"Merrell Mens Hydro Moc",
+
+
+"FITORY Mens Sandals",
+"Lefant 3 Packs Dust Bags Replacement Kit Suitable for Lefant Base Station of M3/M3 Max Robot Vacuum",
+"Merrell Mens Hydro Moc",
+Superband Mermaid Tails for Swimming for Women and Adults Without Monofin",
+"Pink Queen Women s 2025 Casual Pullover Sweaters Sexy V Neck Long Sleeve Twist Knot Cropped Knit Sweater Tops"
+	],
+    "top_n":386,
+    "normalize": true
+  }'
+
+end=$(date +%s%N)    # 结束时间，纳秒级
+duration=$(( (end - start) / 1000000 ))  # 转换为毫秒
+echo "Command took $duration milliseconds."
+
+
@@ -275,26 +275,26 @@ services:
       max_docs: 1000
       normalize: true
     # 服务内后端（reranker 进程启动时读取）
-    backend: "qwen3_vllm"  # bge | qwen3_vllm | qwen3_transformers | dashscope_rerank
+    backend: "qwen3_transformers"  # bge | qwen3_vllm | qwen3_transformers | dashscope_rerank
     backends:
       bge:
         model_name: "BAAI/bge-reranker-v2-m3"
         device: null
         use_fp16: true
         batch_size: 64
-        max_length: 512
+        max_length: 160
         cache_dir: "./model_cache"
         enable_warmup: true
       qwen3_vllm:
         model_name: "Qwen/Qwen3-Reranker-0.6B"
         engine: "vllm"
-        max_model_len: 256
+        max_model_len: 160
         tensor_parallel_size: 1
         gpu_memory_utilization: 0.36
         dtype: "float16"
         enable_prefix_caching: true
         enforce_eager: false
-        infer_batch_size: 64
+        infer_batch_size: 100
         sort_by_doc_length: true
         length_sort_mode: "char"  # char | token
         instruction: "rank products by given query"
  
  
-增加意图识别模块
+@reranker/backends/qwen3_vllm.py 单次 generate 前有进程内锁，同一进程里不会并行多路 vLLM 推理，这个锁有必要吗？是否会影响性能？是否能够打开，使得性能更好？比如这个场景，我一次请求 400 条，分成每64个一个batch，基于我现在的gpu配置，可以再提高并发度吗？
+测试了，让每个批次都并发地进行，耗时没有变化
+
+增加款式意图识别模块
+
+意图类型： 颜色，尺寸（目前只需要支持这两种）
+
+意图召回层：
+每种意图，有一个召回词集合
+对query（包括原始query、各种翻译query 都做匹配）
+
+意图识别层：
+如果召回 判断有款式需求，
+
+
 是否有：
 颜色需求
 尺码需求
-
 如果有： 先做sku筛选，然后把最优的拼接到名称中，参与reranker。
  
  
@@ -96,14 +96,15 @@
     "lang":              { "type": "keyword" },
     "text":              { "type": "keyword" },       // 显示给用户的原始文案
     "text_norm":         { "type": "keyword" },       // 归一化后文本：小写+空白规整
-    "sources":           { "type": "keyword" },       // 来源集合：["title", "qanchor", "query_log"]
+    "sources":           { "type": "keyword" },       // 来源集合：["title", "qanchor", "tag", "query_log"]
     "title_doc_count":   { "type": "integer" },
     "qanchor_doc_count": { "type": "integer" },
+    "tag_doc_count":     { "type": "integer" },
     "query_count_7d":    { "type": "integer" },
     "query_count_30d":   { "type": "integer" },
     "rank_score":        { "type": "float" },         // 排序打分
     "lang_confidence":   { "type": "float" },
-    "lang_source":       { "type": "keyword" },       // 语言来源：log_field / request_params / script / default
+    "lang_source":       { "type": "keyword" },       // 语言来源：log_field / request_params / detector / fallback / default
     "lang_conflict":     { "type": "boolean" },       // 是否存在多来源语言冲突
     "status":            { "type": "byte" },          // 1 = 有效
     "updated_at":        { "type": "date" },
@@ -166,9 +167,9 @@
  
 #### 4. 构建候选词
  
-##### 4.1 从商品索引收集 title / qanchors（Step 1）
+##### 4.1 从商品索引收集 title / qanchors / tags（Step 1）
  
-  - 遍历店铺的所有商品：获取每个商品的 `"spu_id"`, `"title"`, `"qanchors"` 3个字段（按`spu_id`升序）
+  - 遍历店铺的所有商品：获取每个商品的 `"spu_id"`, `"title"`, `"qanchors"`, `"tags"`（按 `spu_id`、`id.keyword` 升序，便于 `search_after` 稳定分页）
  
 - 对每个商品文档：
  
@@ -216,6 +217,11 @@
          - `text_norm = _normalize_text(q_text)`，再用 `_looks_noise` 过滤
          - 同样按 `(lang, text_norm)` 合并为 `SuggestionCandidate`，调用 `add_product("qanchor", spu_id=product_id)`。
  
+  4. **tags 处理**（与 `index_languages` 循环并列，每个商品只做一次）：
+     - `tags` 可为字符串数组，或逗号等分隔的单个字符串；经 `_iter_product_tags` 展开为若干条。
+     - 每条 tag **无语言字段**：使用 `query.query_parser.detect_text_language_for_suggestions`（与 `QueryParser` 相同的 `LanguageDetector`）判定语言，并约束在租户的 `index_languages` 内。
+     - 通过 `_looks_noise` 后按 `(detected_lang, text_norm)` 合并，调用 `add_product("tag", spu_id=product_id)`。
+
 ##### 4.2 从查询日志收集用户 query（Step 2）
  
 对应 `_iter_query_log_rows` 与 `_build_full_candidates` 的后半段。
@@ -284,6 +290,7 @@
   1.8 \cdot \log(1 + query\_count\_{30d}) +
   1.2 \cdot \log(1 + query\_count\_{7d}) +
   1.0 \cdot \log(1 + qanchor\_doc\_count) +
+  0.85 \cdot \log(1 + tag\_doc\_count) +
   0.6 \cdot \log(1 + title\_doc\_count)
   \]
  
@@ -423,6 +430,7 @@
     - `sources = ["query_log"]`
     - `title_doc_count = 0`
     - `qanchor_doc_count = 0`
+    - `tag_doc_count = 0`
     - `completion.<lang>.input = [text]`
     - `completion.<lang>.weight = int(max(rank_score, 1.0) * 100)`
     - `sat.<lang> = text`
@@ -446,7 +454,7 @@
       - 将 `"query_log"` 加入 `sources`
       - `lang_conflict` 与 `params.lang_conflict` 取或
       - 若 `params.lang_confidence > ctx._source.lang_confidence` 则更新 `lang_confidence` 和 `lang_source`
-      - 基于更新后的 `query_count_7d/30d` + `qanchor_doc_count` + `title_doc_count` 重新计算 `rank_score`
+      - 基于更新后的 `query_count_7d/30d` + `qanchor_doc_count` + `tag_doc_count` + `title_doc_count` 重新计算 `rank_score`
       - `status = 1`
       - `updated_at = params.now_iso`
       - 同步更新 `text / lang / text_norm`
@@ -502,3 +510,9 @@
 - 若是 `"zh_tw"` / `"pt_br"` → 保留全量
 - 其他 → 取 `_` 前缀（例如 `"en_US"` → `"en"`）
  
+#### 4. 查询日志 / tag 的语言回退 `_resolve_query_language` 与 `detect_text_language_for_suggestions`
+
+- 日志语言优先级不变：`language` 字段 → `request_params.language` → **语言检测**。
+- 检测实现为 `query.query_parser.detect_text_language_for_suggestions`：内部使用与 `QueryParser` 相同的 `LanguageDetector`（`query/language_detector.py`），并将结果约束到租户 `index_languages`（含 `zh_tw` 等与检测码的 base 匹配）。
+- 在线联想：`SuggestionService` 在合并 completion 与 SAT 结果后，按 `ES_score × (1 / sqrt(词元数))` 排序（词元算法与 `simple_tokenize_query` 一致），再以 `rank_score` 作次要键，减轻长标题/长短语相对短词根的压制不足问题。
+
@@ -27,6 +27,7 @@
       "sources": { "type": "keyword" },
       "title_doc_count": { "type": "integer" },
       "qanchor_doc_count": { "type": "integer" },
+      "tag_doc_count": { "type": "integer" },
       "query_count_7d": { "type": "integer" },
       "query_count_30d": { "type": "integer" },
       "rank_score": { "type": "float" },
@@ -4,7 +4,7 @@ Query parser - main module for query processing.
 Handles query rewriting, translation, and embedding generation.
 """
  
-from typing import Dict, List, Optional, Any, Union
+from typing import Dict, List, Optional, Any, Union, Tuple
 import numpy as np
 import logging
 import re
@@ -23,6 +23,20 @@ try:
 except Exception:  # pragma: no cover
     hanlp = None
  
+
+def simple_tokenize_query(text: str) -> List[str]:
+    """
+    Lightweight tokenizer for suggestion length / analysis (aligned with QueryParser fallback).
+
+    - Consecutive CJK characters form one token
+    - Latin / digit runs (with internal hyphens) form tokens
+    """
+    if not text:
+        return []
+    pattern = re.compile(r"[\u4e00-\u9fff]+|[A-Za-z0-9_]+(?:-[A-Za-z0-9_]+)*")
+    return pattern.findall(text)
+
+
 class ParsedQuery:
     """Container for parsed query results."""
  
@@ -173,16 +187,7 @@ class QueryParser:
         return config.query_config.default_translation_model
  
     def _simple_tokenize(self, text: str) -> List[str]:
-        """
-        Lightweight tokenizer fallback.
-
-        - Groups consecutive CJK chars as a token
-        - Groups consecutive latin/digits/underscore/dash as a token
-        """
-        if not text:
-            return []
-        pattern = re.compile(r"[\u4e00-\u9fff]+|[A-Za-z0-9_]+(?:-[A-Za-z0-9_]+)*")
-        return pattern.findall(text)
+        return simple_tokenize_query(text)
  
     def _extract_keywords(self, query: str) -> str:
         """Extract keywords (nouns with length > 1) from query."""
@@ -636,3 +641,63 @@ class QueryParser:
                 queries.append(translation)
  
         return queries
+
+
+def detect_text_language_for_suggestions(
+    text: str,
+    *,
+    index_languages: Optional[List[str]] = None,
+    primary_language: str = "en",
+) -> Tuple[str, float, str]:
+    """
+    Language detection for short strings (mixed-language tags, query-log fallback).
+
+    Uses the same ``LanguageDetector`` as :class:`QueryParser`. Returns a language
+    code present in ``index_languages`` when possible, otherwise the tenant primary.
+
+    Returns:
+        (lang, confidence, source) where source is ``detector``, ``fallback``, or ``default``.
+    """
+    langs_list = [x for x in (index_languages or []) if x]
+    langs_set = set(langs_list)
+
+    def _norm_lang(raw: Optional[str]) -> Optional[str]:
+        if not raw:
+            return None
+        token = str(raw).strip().lower().replace("-", "_")
+        if not token:
+            return None
+        if token in {"zh_tw", "pt_br"}:
+            return token
+        return token.split("_")[0]
+
+    primary = _norm_lang(primary_language) or "en"
+    if primary not in langs_set and langs_list:
+        primary = _norm_lang(langs_list[0]) or langs_list[0]
+
+    if not text or not str(text).strip():
+        return primary, 0.0, "default"
+
+    raw_code = LanguageDetector().detect(str(text).strip())
+    if not raw_code or raw_code == "unknown":
+        return primary, 0.35, "default"
+
+    def _index_lang_base(cand: str) -> str:
+        t = str(cand).strip().lower().replace("-", "_")
+        return t.split("_")[0] if t else ""
+
+    def _resolve_index_lang(code: str) -> Optional[str]:
+        if code in langs_set:
+            return code
+        for cand in langs_list:
+            if _index_lang_base(cand) == code:
+                return cand
+        return None
+
+    if langs_list:
+        resolved = _resolve_index_lang(raw_code)
+        if resolved is None:
+            return primary, 0.5, "fallback"
+        return resolved, 0.92, "detector"
+
+    return raw_code, 0.92, "detector"
@@ -15,7 +15,7 @@ import time
 from typing import Any, Dict, List, Optional, Tuple
  
 import torch
-from modelscope import AutoModelForSequenceClassification, AutoTokenizer
+from transformers import AutoModelForSequenceClassification, AutoTokenizer
  
 logger = logging.getLogger("reranker.core")
  
@@ -0,0 +1,237 @@
+#!/usr/bin/env python3
+"""
+Single-request rerank latency probe using real title lines (e.g. 1.8w export).
+
+Randomly samples N titles from a text file (one title per line), POSTs to the
+rerank HTTP API, prints wall-clock latency.
+
+Supports multiple N values (comma-separated) and multiple repeats per N.
+
+Example:
+  source activate.sh
+  python scripts/benchmark_reranker_random_titles.py 386
+  python scripts/benchmark_reranker_random_titles.py 40,80,100
+  python scripts/benchmark_reranker_random_titles.py 40,80,100 --repeat 3 --seed 42
+  RERANK_BASE=http://127.0.0.1:6007 python scripts/benchmark_reranker_random_titles.py 200
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import random
+import statistics
+import sys
+import time
+from pathlib import Path
+from typing import List, Optional, Tuple
+
+import httpx
+
+
+def _load_titles(path: Path) -> List[str]:
+    lines: List[str] = []
+    with path.open(encoding="utf-8", errors="replace") as f:
+        for line in f:
+            s = line.strip()
+            if s:
+                lines.append(s)
+    return lines
+
+
+def _parse_doc_counts(s: str) -> List[int]:
+    parts = [p.strip() for p in s.split(",") if p.strip()]
+    if not parts:
+        raise ValueError("empty doc-count list")
+    out: List[int] = []
+    for p in parts:
+        v = int(p, 10)
+        if v <= 0:
+            raise ValueError(f"doc count must be positive, got {v}")
+        out.append(v)
+    return out
+
+
+def _do_rerank(
+    client: httpx.Client,
+    url: str,
+    query: str,
+    docs: List[str],
+    *,
+    top_n: int,
+    normalize: bool,
+) -> Tuple[bool, int, float, Optional[int], str]:
+    payload: dict = {"query": query, "docs": docs, "normalize": normalize}
+    if top_n > 0:
+        payload["top_n"] = top_n
+    body = json.dumps(payload, ensure_ascii=False)
+    headers = {"Content-Type": "application/json"}
+    t0 = time.perf_counter()
+    try:
+        resp = client.post(url, content=body.encode("utf-8"), headers=headers)
+    except httpx.HTTPError:
+        raise
+    elapsed_ms = (time.perf_counter() - t0) * 1000.0
+    text = resp.text or ""
+    ok = resp.status_code == 200
+    scores_len: Optional[int] = None
+    if ok:
+        try:
+            data = resp.json()
+            sc = data.get("scores")
+            if isinstance(sc, list):
+                scores_len = len(sc)
+        except json.JSONDecodeError:
+            scores_len = None
+    return ok, resp.status_code, elapsed_ms, scores_len, text
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser(
+        description="POST /rerank with N random titles from a file and print latency."
+    )
+    parser.add_argument(
+        "n",
+        type=str,
+        metavar="N[,N,...]",
+        help="Doc counts: one integer or comma-separated list, e.g. 40,80,100.",
+    )
+    parser.add_argument(
+        "--repeat",
+        type=int,
+        default=3,
+        help="Number of runs per doc count (default: 3).",
+    )
+    parser.add_argument(
+        "--titles-file",
+        type=Path,
+        default=Path(os.environ.get("RERANK_TITLE_FILE", "/home/ubuntu/rerank_test/titles.1.8w")),
+        help="Path to newline-separated titles (default: %(default)s or env RERANK_TITLE_FILE).",
+    )
+    parser.add_argument(
+        "--url",
+        type=str,
+        default=os.environ.get("RERANK_BASE", "http://127.0.0.1:6007").rstrip("/") + "/rerank",
+        help="Full rerank URL (default: $RERANK_BASE/rerank or http://127.0.0.1:6007/rerank).",
+    )
+    parser.add_argument(
+        "--query",
+        type=str,
+        default="健身女生T恤短袖",
+        help="Rerank query string.",
+    )
+    parser.add_argument(
+        "--seed",
+        type=int,
+        default=None,
+        help="RNG base seed; each (n, run) uses a derived seed when set (optional).",
+    )
+    parser.add_argument(
+        "--top-n",
+        type=int,
+        default=0,
+        help="If > 0, include top_n in JSON body (omit field when 0).",
+    )
+    parser.add_argument(
+        "--no-normalize",
+        action="store_true",
+        help="Send normalize=false (default: normalize=true).",
+    )
+    parser.add_argument(
+        "--timeout",
+        type=float,
+        default=float(os.environ.get("RERANK_TIMEOUT_SEC", "240")),
+        help="HTTP timeout seconds.",
+    )
+    parser.add_argument(
+        "--print-body-preview",
+        action="store_true",
+        help="Print first ~500 chars of response body on success (last run only).",
+    )
+    args = parser.parse_args()
+
+    try:
+        doc_counts = _parse_doc_counts(args.n)
+    except ValueError as exc:
+        print(f"error: invalid N list {args.n!r}: {exc}", file=sys.stderr)
+        return 2
+
+    repeat = int(args.repeat)
+    if repeat <= 0:
+        print("error: --repeat must be positive", file=sys.stderr)
+        return 2
+
+    if not args.titles_file.is_file():
+        print(f"error: titles file not found: {args.titles_file}", file=sys.stderr)
+        return 2
+
+    titles = _load_titles(args.titles_file)
+    max_n = max(doc_counts)
+    if len(titles) < max_n:
+        print(
+            f"error: file has only {len(titles)} non-empty lines, need at least {max_n}",
+            file=sys.stderr,
+        )
+        return 2
+
+    top_n = int(args.top_n)
+    normalize = not args.no_normalize
+    any_fail = False
+    summary: dict[int, List[float]] = {n: [] for n in doc_counts}
+
+    with httpx.Client(timeout=args.timeout) as client:
+        for n in doc_counts:
+            for run_idx in range(repeat):
+                if args.seed is not None:
+                    random.seed(args.seed + n * 10_000 + run_idx)
+                docs = random.sample(titles, n)
+                try:
+                    ok, status, elapsed_ms, scores_len, text = _do_rerank(
+                        client,
+                        args.url,
+                        args.query,
+                        docs,
+                        top_n=top_n,
+                        normalize=normalize,
+                    )
+                except httpx.HTTPError as exc:
+                    print(
+                        f"n={n} run={run_idx + 1}/{repeat} error: request failed: {exc}",
+                        file=sys.stderr,
+                    )
+                    any_fail = True
+                    continue
+
+                if ok:
+                    summary[n].append(elapsed_ms)
+                else:
+                    any_fail = True
+
+                print(
+                    f"n={n} run={run_idx + 1}/{repeat} status={status} "
+                    f"latency_ms={elapsed_ms:.2f} scores={scores_len if scores_len is not None else 'n/a'}"
+                )
+                if args.print_body_preview and text and run_idx == repeat - 1 and n == doc_counts[-1]:
+                    preview = text[:500] + ("…" if len(text) > 500 else "")
+                    print(preview)
+
+    for n in doc_counts:
+        lat = summary[n]
+        if not lat:
+            print(f"summary n={n} runs=0 (all failed)")
+            continue
+        avg = statistics.mean(lat)
+        lo, hi = min(lat), max(lat)
+        extra = ""
+        if len(lat) >= 2:
+            extra = f" stdev_ms={statistics.stdev(lat):.2f}"
+        print(
+            f"summary n={n} runs={len(lat)} min_ms={lo:.2f} max_ms={hi:.2f} avg_ms={avg:.2f}{extra}"
+        )
+
+    return 1 if any_fail else 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
@@ -20,6 +20,7 @@ from sqlalchemy import text
  
 from config.loader import get_app_config
 from config.tenant_config_loader import get_tenant_config_loader
+from query.query_parser import detect_text_language_for_suggestions
 from suggestion.mapping import build_suggestion_mapping
 from utils.es_client import ESClient
  
@@ -57,6 +58,7 @@ class SuggestionCandidate:
     sources: set = field(default_factory=set)
     title_spu_ids: set = field(default_factory=set)
     qanchor_spu_ids: set = field(default_factory=set)
+    tag_spu_ids: set = field(default_factory=set)
     query_count_7d: int = 0
     query_count_30d: int = 0
     lang_confidence: float = 1.0
@@ -69,6 +71,8 @@ class SuggestionCandidate:
             self.title_spu_ids.add(spu_id)
         elif source == "qanchor":
             self.qanchor_spu_ids.add(spu_id)
+        elif source == "tag":
+            self.tag_spu_ids.add(spu_id)
  
     def add_query_log(self, is_7d: bool) -> None:
         self.sources.add("query_log")
@@ -150,6 +154,19 @@ class SuggestionIndexBuilder:
         return out
  
     @staticmethod
+    def _iter_product_tags(raw: Any) -> List[str]:
+        if raw is None:
+            return []
+        if isinstance(raw, list):
+            return [str(x).strip() for x in raw if str(x).strip()]
+        s = str(raw).strip()
+        if not s:
+            return []
+        parts = re.split(r"[,;|/\n\t]+", s)
+        out = [p.strip() for p in parts if p and p.strip()]
+        return out if out else [s]
+
+    @staticmethod
     def _looks_noise(text_value: str) -> bool:
         if not text_value:
             return True
@@ -187,20 +204,6 @@ class SuggestionIndexBuilder:
             return None
         return None
  
-    @staticmethod
-    def _detect_script_language(query: str) -> Tuple[Optional[str], float, str]:
-        if re.search(r"[\u4e00-\u9fff]", query):
-            return "zh", 0.98, "script"
-        if re.search(r"[\u0600-\u06FF]", query):
-            return "ar", 0.98, "script"
-        if re.search(r"[\u0400-\u04FF]", query):
-            return "ru", 0.95, "script"
-        if re.search(r"[\u0370-\u03FF]", query):
-            return "el", 0.95, "script"
-        if re.search(r"[a-zA-Z]", query):
-            return "en", 0.55, "model"
-        return None, 0.0, "default"
-
     def _resolve_query_language(
         self,
         query: str,
@@ -225,18 +228,29 @@ class SuggestionIndexBuilder:
         if req_lang and (not langs_set or req_lang in langs_set):
             return req_lang, 1.0, "request_params", conflict
  
-        detected_lang, conf, source = self._detect_script_language(query)
-        if detected_lang and (not langs_set or detected_lang in langs_set):
-            return detected_lang, conf, source, conflict
+        det_lang, conf, det_source = detect_text_language_for_suggestions(
+            query,
+            index_languages=index_languages,
+            primary_language=primary,
+        )
+        if det_lang and (not langs_set or det_lang in langs_set):
+            return det_lang, conf, det_source, conflict
  
         return primary, 0.3, "default", conflict
  
     @staticmethod
-    def _compute_rank_score(query_count_30d: int, query_count_7d: int, qanchor_doc_count: int, title_doc_count: int) -> float:
+    def _compute_rank_score(
+        query_count_30d: int,
+        query_count_7d: int,
+        qanchor_doc_count: int,
+        title_doc_count: int,
+        tag_doc_count: int = 0,
+    ) -> float:
         return (
             1.8 * math.log1p(max(query_count_30d, 0))
             + 1.2 * math.log1p(max(query_count_7d, 0))
             + 1.0 * math.log1p(max(qanchor_doc_count, 0))
+            + 0.85 * math.log1p(max(tag_doc_count, 0))
             + 0.6 * math.log1p(max(title_doc_count, 0))
         )
  
@@ -247,6 +261,7 @@ class SuggestionIndexBuilder:
             query_count_7d=c.query_count_7d,
             qanchor_doc_count=len(c.qanchor_spu_ids),
             title_doc_count=len(c.title_spu_ids),
+            tag_doc_count=len(c.tag_spu_ids),
         )
  
     def _iter_products(self, tenant_id: str, batch_size: int = 500) -> Iterator[Dict[str, Any]]:
@@ -259,9 +274,10 @@ class SuggestionIndexBuilder:
         while True:
             body: Dict[str, Any] = {
                 "size": batch_size,
-                "_source": ["id", "spu_id", "title", "qanchors"],
+                "_source": ["id", "spu_id", "title", "qanchors", "tags"],
                 "sort": [
                     {"spu_id": {"order": "asc", "missing": "_last"}},
+                    {"id.keyword": {"order": "asc", "missing": "_last"}},
                 ],
                 "query": {"match_all": {}},
             }
@@ -471,6 +487,22 @@ class SuggestionIndexBuilder:
                         key_to_candidate[key] = c
                     c.add_product("qanchor", spu_id=product_id)
  
+            for tag in self._iter_product_tags(src.get("tags")):
+                tag_lang, _, _ = detect_text_language_for_suggestions(
+                    tag,
+                    index_languages=index_languages,
+                    primary_language=primary_language,
+                )
+                text_norm = self._normalize_text(tag)
+                if self._looks_noise(text_norm):
+                    continue
+                key = (tag_lang, text_norm)
+                c = key_to_candidate.get(key)
+                if c is None:
+                    c = SuggestionCandidate(text=tag, text_norm=text_norm, lang=tag_lang)
+                    key_to_candidate[key] = c
+                c.add_product("tag", spu_id=product_id)
+
         # Step 2: query logs
         now = datetime.now(timezone.utc)
         since = now - timedelta(days=days)
@@ -521,6 +553,7 @@ class SuggestionIndexBuilder:
             "sources": sorted(c.sources),
             "title_doc_count": len(c.title_spu_ids),
             "qanchor_doc_count": len(c.qanchor_spu_ids),
+            "tag_doc_count": len(c.tag_spu_ids),
             "query_count_7d": c.query_count_7d,
             "query_count_30d": c.query_count_30d,
             "rank_score": float(rank_score),
@@ -672,6 +705,7 @@ class SuggestionIndexBuilder:
             query_count_7d=delta.delta_7d,
             qanchor_doc_count=0,
             title_doc_count=0,
+            tag_doc_count=0,
         )
         return {
             "tenant_id": delta.tenant_id,
@@ -681,6 +715,7 @@ class SuggestionIndexBuilder:
             "sources": ["query_log"],
             "title_doc_count": 0,
             "qanchor_doc_count": 0,
+            "tag_doc_count": 0,
             "query_count_7d": delta.delta_7d,
             "query_count_30d": delta.delta_30d,
             "rank_score": float(rank_score),
@@ -710,6 +745,7 @@ class SuggestionIndexBuilder:
             if (ctx._source.query_count_7d == null) { ctx._source.query_count_7d = 0; }
             if (ctx._source.qanchor_doc_count == null) { ctx._source.qanchor_doc_count = 0; }
             if (ctx._source.title_doc_count == null) { ctx._source.title_doc_count = 0; }
+            if (ctx._source.tag_doc_count == null) { ctx._source.tag_doc_count = 0; }
  
             ctx._source.query_count_30d += params.delta_30d;
             ctx._source.query_count_7d += params.delta_7d;
@@ -729,10 +765,12 @@ class SuggestionIndexBuilder:
             int q7 = ctx._source.query_count_7d;
             int qa = ctx._source.qanchor_doc_count;
             int td = ctx._source.title_doc_count;
+            int tg = ctx._source.tag_doc_count;
  
             double score = 1.8 * Math.log(1 + q30)
                          + 1.2 * Math.log(1 + q7)
                          + 1.0 * Math.log(1 + qa)
+                         + 0.85 * Math.log(1 + tg)
                          + 0.6 * Math.log(1 + td);
             ctx._source.rank_score = score;
             ctx._source.status = 1;
@@ -96,6 +96,7 @@ def build_suggestion_mapping(index_languages: List[str]) -&gt; Dict[str, Any]:
                 "sources": {"type": "keyword"},
                 "title_doc_count": {"type": "integer"},
                 "qanchor_doc_count": {"type": "integer"},
+                "tag_doc_count": {"type": "integer"},
                 "query_count_7d": {"type": "integer"},
                 "query_count_30d": {"type": "integer"},
                 "rank_score": {"type": "float"},
@@ -7,12 +7,24 @@ import time
 from typing import Any, Dict, List, Optional
  
 from config.tenant_config_loader import get_tenant_config_loader
+from query.query_parser import simple_tokenize_query
 from suggestion.builder import get_suggestion_alias_name
 from utils.es_client import ESClient
  
 logger = logging.getLogger(__name__)
  
  
+def _suggestion_length_factor(text: str) -> float:
+    """Down-weight longer strings at query time: factor 1 / sqrt(token_len)."""
+    n = max(len(simple_tokenize_query(str(text or ""))), 1)
+    return 1.0 / (n ** 0.5)
+
+
+def _score_with_token_length_penalty(item: Dict[str, Any]) -> float:
+    base = float(item.get("score") or 0.0)
+    return base * _suggestion_length_factor(str(item.get("text") or ""))
+
+
 class SuggestionService:
     def __init__(self, es_client: ESClient):
         self.es_client = es_client
@@ -150,6 +162,17 @@ class SuggestionService:
                 seen_text_norm.add(norm)
                 suggestions.append(dict(item))
  
+        def _finalize_suggestion_list(items: List[Dict[str, Any]], limit: int) -> List[Dict[str, Any]]:
+            out = list(items)
+            out.sort(
+                key=lambda x: (
+                    _score_with_token_length_penalty(x),
+                    float(x.get("rank_score") or 0.0),
+                ),
+                reverse=True,
+            )
+            return out[:limit]
+
         _append_items(completion_items)
  
         # Fast path: avoid a second ES query for short prefixes or when completion already full.
@@ -168,7 +191,7 @@ class SuggestionService:
                 "query": query,
                 "language": language,
                 "resolved_language": resolved_lang,
-                "suggestions": suggestions[:size],
+                "suggestions": _finalize_suggestion_list(suggestions, size),
                 "took_ms": took_ms,
             }
  
@@ -260,6 +283,6 @@ class SuggestionService:
             "query": query,
             "language": language,
             "resolved_language": resolved_lang,
-            "suggestions": suggestions[:size],
+            "suggestions": _finalize_suggestion_list(suggestions, size),
             "took_ms": took_ms,
         }
@@ -388,6 +388,53 @@ def test_build_full_candidates_fallback_to_id_when_spu_id_missing(monkeypatch):
  
  
 @pytest.mark.unit
+def test_build_full_candidates_tags_and_qanchor_phrases(monkeypatch):
+    fake_es = FakeESClient()
+    builder = SuggestionIndexBuilder(es_client=fake_es, db_engine=None)
+
+    monkeypatch.setattr(
+        builder,
+        "_iter_products",
+        lambda tenant_id, batch_size=500: iter(
+            [
+                {
+                    "_id": "900",
+                    "_source": {
+                        "spu_id": "900",
+                        "title": {"en": "Tee", "zh": "T恤"},
+                        "qanchors": {
+                            "en": "slim fit, sporty casual",
+                            "zh": "修身, 显瘦",
+                        },
+                        "tags": ["Classic", "辣妹风", "ribbed neckline"],
+                    },
+                }
+            ]
+        ),
+    )
+    monkeypatch.setattr(builder, "_iter_query_log_rows", lambda **kwargs: iter([]))
+
+    key_to_candidate = builder._build_full_candidates(
+        tenant_id="162",
+        index_languages=["en", "zh"],
+        primary_language="en",
+        days=365,
+        batch_size=100,
+        min_query_len=1,
+    )
+
+    assert ("en", "slim fit") in key_to_candidate
+    assert ("en", "sporty casual") in key_to_candidate
+    assert ("zh", "修身") in key_to_candidate
+    assert ("zh", "显瘦") in key_to_candidate
+    assert ("en", "classic") in key_to_candidate
+    assert key_to_candidate[("en", "classic")].tag_spu_ids == {"900"}
+    assert ("zh", "辣妹风") in key_to_candidate
+    assert key_to_candidate[("zh", "辣妹风")].tag_spu_ids == {"900"}
+    assert ("en", "ribbed neckline") in key_to_candidate
+
+
+@pytest.mark.unit
 def test_build_full_candidates_splits_long_title_for_suggest(monkeypatch):
     fake_es = FakeESClient()
     builder = SuggestionIndexBuilder(es_client=fake_es, db_engine=None)