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--- |
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tags: |
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- sentence-transformers |
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- sentence-similarity |
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- feature-extraction |
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- dense |
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- generated_from_trainer |
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- dataset_size:7232 |
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- loss:TripletLoss |
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widget: |
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- source_sentence: 'query: shoes find simple closed toe ballet flats brown 4 uk 37 |
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eu' |
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sentences: |
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- 'passage: nan find. nan Brown find. Simple Closed Toe Ballet Flats, Brown (Brown |
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Brown), 4 UK (37 EU) nan BALLET-S-1A-1 SHOES Ballet Flat nan GB Amazon amazon.co.uk |
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nan nan Ballet-s #43302E nan 2019 nan nan nan nan a pair of leopard print flats' |
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- 'passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for |
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Gionee Marathon M5 lite Easy to put & take off with perfect cutouts for volume |
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buttons, audio & charging ports. Stylish design and appearance, express your unique |
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personality. Extreme precision design allows easy access to all buttons and ports |
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while featuring raised bezel to life screen and camera off flat surface. Slim |
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Hard Back Cover No Warranty Others Amazon Brand - Solimo Designer Tree Trunk 3D |
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Printed Hard Back Case Mobile Cover for Gionee Marathon M5 lite 50 gz8215-SL40467 |
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CELLULAR_PHONE_CASE nan mobile cover back cover mobile case phone case mobile |
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panel phone panel Huawei mobile case Huawei phone cover Huawei back case honor |
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cases honor cover mobile cover back cover mobile case phone case mobile panel |
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phone panel hard case 3D printed mobile cover mobile cover back cover mobile case |
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phone case mobile panel phone panel hard case 3D printed mobile cover mobile cover |
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back cover mobile case phone case mobile panel phone panel hard case 3D printed |
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mobile cover mobile cover back cover mobile case phone case mobile panel phone |
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panel hard case 3D printed mobile cover mobile cover back cover mobile case phone |
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case mobile panel phone panel hard case 3D printed mobile cover mobile cover back |
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cover mobile case phone case mobile panel phone panel hard case 3D printed mobile |
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cover mobile cover back cover mobile case phone case mobile panel phone panel |
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hard case 3D printed mobile cover mobile cover back cover mobile case phone case |
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mobile panel phone panel hard case 3D printed mobile cover mobile cover back cover |
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mobile case phone case mobile panel phone panel hard case 3D printed mobile cover |
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mobile cover back cover mobile case phone case mobile panel phone panel hard case |
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3D printed mobile cover mobile cover back cover mobile case phone case mobile |
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panel phone panel hard case 3D printed mobile cover mobile cover back cover mobile |
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case phone case mobile panel phone panel hard case 3D printed mobile cover mobile |
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cover back cover mobile case phone case mobile panel phone panel hard case 3D |
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printed mobile cover mobile cover back cover mobile case phone case mobile panel |
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phone panel hard case 3D printed mobile cover IN Amazon amazon.in 12710103031 |
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/Categories/Mobiles & Accessories/Mobile Accessories/Cases & Covers/Back & Bumper |
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Cases nan Gionee Marathon M5 lite nan nan nan nan nan nan nan the tree back cover |
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for sony xp' |
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- 'passage: nan find. nan Brown find. Simple Closed Toe Ballet Flats, Brown (Brown |
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Brown), 4 UK (37 EU) nan BALLET-S-1A-1 SHOES Ballet Flat nan GB Amazon amazon.co.uk |
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nan nan Ballet-s #43302E nan 2019 nan nan nan nan a pair of leopard print flats' |
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- source_sentence: 'query: table umi by amazon round glass nest of tables black small |
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sofa' |
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sentences: |
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- 'passage: 59 49.5 49.5 UMI Safe Meterial: Made of metal frame and clear glass |
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top, with a modern, international, and glamorous design style Decorative Set: |
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2 round tables in 2 different sizes - Size of large table: 19.5"×23.25"H - Size |
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of small table: 14.75"×21.25"H Matching Appearance: With a refined black metal |
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look and glossy glass tops, the coffee table are an ideal addition to your home |
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decoration Easy Assembly: Assembly of the side table set is easy with the included |
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instructions and can be completed by one person After Sale: We offer quality and |
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money back guarantee, if you have any problems please contact us by mail I will |
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solve it for you in time. Black UMI. by Amazon Round Glass Nest of Tables Black, |
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Small Sofa Side Tables Set of 2 for Living Room 6.8 nan TABLE nan gold portable |
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furniture accessories bar cart with 2 mirrored shelves for home coffee kitchen |
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, acrylic drink rolling small decor shelves wine rack table cocktail vintage wheels |
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metal cabinet stand living room GB Amazon amazon.co.uk 2850923031 /Home & Garden/Home |
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& Kitchen/Categories/Furniture/Living Room Furniture/Tables/End Tables Glass Metal |
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nan #2B2625 <p><b>Add a glam twist to your space with the round nest of Tables. |
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These metal coffee table set of 2 are circular with glass table tops. Perfect |
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for entertaining, this side table set is smartly sized and designed to "nest" |
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when not in use to maximize your space. These trendy nesting tables can be easily |
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placed around your space where they''re needed.</b></p> <p><b><i>Features:</i></b></p> |
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<ul> <li>On-trend and practical, our side table will give your home an update |
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in style.</li> <li>It can easily be used as a side table in your living room, |
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a nightstand in your bedroom, or a nifty work surface wherever needed.</li> <li>With |
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a seamless blend of urban industrial, modern, contemporary, and transitional style, |
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you can see how this side table will work with just about any room’s current aesthetic.</li> |
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</ul> <p><b><i>Specification：</i></b></p> <ul> <li>Color: Black Body&White |
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Glass Top</li> <li>Material: Metal, Glass</li> <li>Product Dimensions: Large:19.5''''*23.25''''H |
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Small:14.75''''*21.25''''H Package Dimensions: 58*13*53CM </li> |
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<li>Package Weight: 17lbs</li> </ul> nan Round nan nan nan a pair of tables with |
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a plant on top' |
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- 'passage: nan UMI nan nan Umi. by Amazon - Rideaux Salon Occultant Isolants Thermique |
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à Oeillets avec Couche de Mousse Rideau Décoratif Chambre 2 Pièces 140x290cm Gris |
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Foncé nan nan HOME nan thermiques panneaux fenetre 290 argent cuisine cm 280 b\xe9b\xe9 |
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lin chic maison 117x138 noir velours \u0153illets porte enfants 140x enfant hauteur |
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FR Amazon amazon.fr 2896449031 /Catégories/Ameublement et décoration/Décoration |
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de la maison/Décoration de fenêtres/Rideaux et draperies Tissu Polyester nan nan |
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nan nan nan nan nan nan blackout blackout blackout blackout blackout blackout |
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blackout blackout blackout blackout blackout blackout blackout blackout blackout |
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blackout blackout blackout blackout blackout blackout' |
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- 'passage: 18 7 14 AmazonBasics Foaming pre-wash car cleaner in a 500ml flip-cap |
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bottle (2-pack); for use with normal shampoos and with a foaming lance or pressure |
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washer Foam encapsulates traffic film and lifts it from paintwork surface, reducing |
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the risk of scratching during washing Safe on all types of paintwork, alloy wheels, |
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and trims; gentle on waxes; removes greases, oils, grime, and traffic film Ultra-foaming |
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properties for maximum effect; pH neutral, non-caustic formula; free of organic |
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solvents; always follow label instructions Made of surfactants known to be easily |
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biodegradable; compliant with EC648/2004 (The Detergents Regulations 2010 SI 740) |
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Clear Amazon Basics Super Foam Cleaner Duo Pack 2 x 500ml 1.098 003135000010 AUTO_ACCESSORY |
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nan car glass cleaner carplan window polish scratch remover invisible griots garage |
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rain x GB Amazon amazon.co.uk 303939031 /Products/Car & Motorbike Care/Window |
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Cleaning/Window Cleaning Polishes nan nan nan nan nan nan nan nan nan three bottles |
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of amazonia '' s cleanser' |
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- source_sentence: 'query: home bed and bath amazon - solimo 7 ft 1 brand concerto' |
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sentences: |
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- 'passage: nan Amazon Brand - Solimo 29% പോളിസ്റ്ററും 71% കോട്ടണും ഉപയോഗിച്ച് നിർമ്മിച്ചത്; |
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280 GSM കർട്ടനുകൾ ഓരോ പീസും മനോഹരമായി ഫ്രെയിം ചെയ്യാൻ വേണ്ടി 8 ഐലെറ്റുകൾ കഠിനമായ |
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സൂര്യപ്രകാശത്തിൽ മങ്ങുന്നില്ല പരിപാലിക്കാൻ എളുപ്പം; മെഷീൻ വാഷ് അളവുകൾ: 7 ft x |
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4.16 ft (നീളം x വീതി ) പായ്ക്കിനുള്ളിലെ സാധനങ്ങള്: 2 വാതില് കര്ട്ടന് നിറം: |
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ബർഗണ്ടി ചുവപ്പ് Made of 29% Polyester and 71% Cotton; 280 GSM Curtains 8 eyelets |
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per piece to elegantly frame the door Does not fade in harsh sunlight Easy to |
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maintain; Machine washable Measures: 7 feet x 4.16 feet (Length x Breadth) Pack |
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Contents: 2 Door Curtains Colour: Burgundy Red ചുവപ്പ് red Amazon ബ്രാൻഡ് - Solimo |
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കൺസേർട്ടോ ഡോർ കർട്ടൻ, 7 ft - 2 സെറ്റ് (ബർഗണ്ടി റെഡ്) Amazon Brand - Solimo Concerto |
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Door Curtain, 7 feet - Set of 2 (Burgundy Red) Solimo Concerto दरवाज़े का पर्दा, |
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7 फीट (बरगंडी लाल) nan Solimo_Curtains_69 HOME_BED_AND_BATH Set of 2 curtains |
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for door 7 feet curtains designer curtains blackout curtains 7 feet curtains for |
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window 7 feet set of 2 Long Door Curtains Curtains For Door curtains for living |
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room Curtains door curtains Door Curtains door curtains 7 feet set of 2 partition |
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curtain Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
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For Door Door Curtains Long Door Curtains Curtains Curtains For Door Door Curtains |
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Long Door Curtains Curtains Curtains For Door Door Curtains Long Door Curtains |
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Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
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For Door Door Curtains Long Door Curtains Curtains Curtains For Door Door Curtains |
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Long Door Curtains Curtains Curtains For Door Door Curtains Long Door Curtains |
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Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
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For Door Door Curtains Long Door Curtains Curtains Curtains For Door Door Curtains |
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Long Door Curtains Curtains Curtains For Door Door Curtains Long Door Curtains |
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Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
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For Door Door Curtains Long Door Curtains IN Amazon amazon.in 1380479031 /Categories/Home |
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Furnishing/Curtains & Accessories/Curtains പോളിറെസിൻ पॉलीकॉटन polyresin nan nan |
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nan nan nan nan Modern nan a living room with a couch and a window' |
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- 'passage: nan Amazon Brand - Solimo Snug fit for Mobile, with perfect cut-outs |
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for volume buttons, audio and charging ports Compatible with Samsung Galaxy M21 |
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/ M30s Easy to put & take off with perfect cutouts for volume buttons, audio & |
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charging ports. Stylish design and appearance, express your unique personality. |
|
|
Extreme precision design allows easy access to all buttons and ports while featuring |
|
|
raised bezel to life screen and camera off flat surface. No warranty multi-colored |
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Amazon Brand - Solimo Designer Heart Pattern Alphabet-D 3D Printed Hard Back Case |
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Mobile Cover for Samsung Galaxy M21 / M30s 50 SOLSM30S3DM377 CELLULAR_PHONE_CASE |
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nan mobile cover back cover mobile case phone case mobile panel phone panel iphone |
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mobile case iphone phone cover iphone back case mobile cover back cover mobile |
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case phone case mobile panel phone panel samsung mobile case samsung phone cover |
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samsung back case mobile cover back cover mobile case phone case mobile panel |
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phone panel samsung mobile case samsung phone cover samsung back case mobile cover |
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back cover mobile case phone case mobile panel phone panel samsung mobile case |
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samsung phone cover samsung back case mobile cover back cover mobile case phone |
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case mobile panel phone panel samsung mobile case samsung phone cover samsung |
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back case mobile cover back cover mobile case phone case mobile panel phone panel |
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samsung mobile case samsung phone cover samsung back case mobile cover back cover |
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mobile case phone case mobile panel phone panel samsung mobile case samsung phone |
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cover samsung back case mobile cover back cover mobile case phone case mobile |
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panel phone panel samsung mobile case samsung phone cover samsung back case mobile |
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cover back cover mobile case phone case mobile panel phone panel samsung mobile |
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case samsung phone cover samsung back case mobile cover back cover mobile case |
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phone case mobile panel phone panel samsung mobile case samsung phone cover samsung |
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back case mobile cover back cover mobile case phone case mobile panel phone panel |
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samsung mobile case samsung phone cover samsung back case mobile cover back cover |
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mobile case phone case mobile panel phone panel samsung mobile case samsung phone |
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cover samsung back case mobile cover back cover mobile case phone case mobile |
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panel phone panel samsung mobile case samsung phone cover samsung back case mobile |
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cover back cover mobile case phone case mobile panel phone panel samsung mobile |
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case samsung phone cover samsung back case mobile cover back cover mobile case |
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phone case mobile panel phone panel samsung mobile case samsung phone cover samsung |
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back case IN Amazon amazon.in 12710103031 /Categories/Mobiles & Accessories/Mobile |
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Accessories/Cases & Covers/Back & Bumper Cases Plastic Samsung Galaxy M21 / M30s |
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nan nan nan nan nan nan nan personalised phone case for samsung galaxy s10' |
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- 'passage: nan Amazon Brand - Solimo 29% പോളിസ്റ്ററും 71% കോട്ടണും ഉപയോഗിച്ച് നിർമ്മിച്ചത്; |
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280 GSM കർട്ടനുകൾ ഓരോ പീസും മനോഹരമായി ഫ്രെയിം ചെയ്യാൻ വേണ്ടി 8 ഐലെറ്റുകൾ കഠിനമായ |
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സൂര്യപ്രകാശത്തിൽ മങ്ങുന്നില്ല പരിപാലിക്കാൻ എളുപ്പം; മെഷീൻ വാഷ് അളവുകൾ: 7 ft x |
|
|
4.16 ft (നീളം x വീതി ) പായ്ക്കിൽ അടങ്ങിയിരിക്കുന്നത്: 1 ഡോർ കർട്ടൻ നിറം: ബർഗണ്ടി |
|
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ചുവപ്പ് Made of 29% Polyester and 71% Cotton; 280 GSM Curtains 8 eyelets per piece |
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to elegantly frame the door Does not fade in harsh sunlight Easy to maintain; |
|
|
Machine washable Measures: 7 feet x 4.16 feet (Length x Breadth) Pack Contents: |
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1 Door Curtain Colour: Burgundy Red ചുവപ്പ് red Amazon ബ്രാൻഡ് - Solimo കൺസേർട്ടോ |
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ഡോർ കർട്ടൻ, 7 ft - 1 സെറ്റ് (ബർഗണ്ടി ചുവപ്പ്) Amazon Brand - Solimo Concerto Door |
|
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Curtain, 7 feet - Set of 1 (Burgundy Red) Solimo Concerto दरवाज़े का पर्दा, 7 |
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फीट (बरगंडी लाल) nan Solimo_Curtains_71 HOME_BED_AND_BATH Set of 1 curtains for |
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|
door 7 feet curtains designer curtains blackout curtains 7 feet curtains for window |
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|
7 feet set of 2 Long Door Curtains Curtains For Door curtains for living room |
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Curtains door curtains Door Curtains door curtains 7 feet set of 2 partition curtain |
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Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
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For Door Door Curtains Long Door Curtains Curtains Curtains For Door Door Curtains |
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Long Door Curtains Curtains Curtains For Door Door Curtains Long Door Curtains |
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Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
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For Door Door Curtains Long Door Curtains Curtains Curtains For Door Door Curtains |
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Long Door Curtains Curtains Curtains For Door Door Curtains Long Door Curtains |
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Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
|
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For Door Door Curtains Long Door Curtains Curtains Curtains For Door Door Curtains |
|
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Long Door Curtains Curtains Curtains For Door Door Curtains Long Door Curtains |
|
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Curtains Curtains For Door Door Curtains Long Door Curtains Curtains Curtains |
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For Door Door Curtains Long Door Curtains IN Amazon amazon.in 1380479031 /Categories/Home |
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Furnishing/Curtains & Accessories/Curtains പോളിറെസിൻ पॉलीकॉटन polyresin nan nan |
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nan nan nan nan Modern nan a living room with a couch, chair and window' |
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- source_sentence: 'query: cellular phone case amazon brand - solimo designer black |
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pattern on pink' |
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sentences: |
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- 'passage: 83.82 226.06 101.6 AmazonBasics nan roestvrij staal. AmazonBasics Paddenstoelen |
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roestvrij staal. 18.14 61825_IT OUTDOOR_LIVING nan nan NL Amazon amazon.nl 16409779031 |
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/Categorieën/Terrasverwarming & -verkoeling/Terrasverwarming, onderdelen & accessoires/Terrasverwarming |
|
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nan nan nan nan nan nan nan nan nan a stainless steel gas heater with a large, |
|
|
round, conical, conical, conical, conical, conical' |
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- 'passage: nan Amazon Brand - Solimo Snug fit for Oppo F15, with perfect cut-outs |
|
|
for volume buttons, audio and charging ports Compatible with Oppo F15 Easy to |
|
|
put & take off with perfect cutouts for volume buttons, audio & charging ports. |
|
|
Stylish design and appearance, express your unique personality. Extreme precision |
|
|
design allows easy access to all buttons and ports while featuring raised bezel |
|
|
to life screen and camera off flat surface. Multicolor Amazon Brand - Solimo Designer |
|
|
Black Pattern on Pink 3D Printed Hard Back Case Mobile Cover for Oppo F15 50 gz8754-SL40764 |
|
|
CELLULAR_PHONE_CASE pattern Back Cover Designer Black Pattern on Pink Mobile Cover |
|
|
Designer Case Hard Case Oppo F15 Case Printed Cover cases and covers fashion case |
|
|
mobile cover polycarbonate cover IN Amazon amazon.in 12538061031 /Categories/Mobiles |
|
|
& Accessories/Mobile Accessories/Maintenance, Upkeep & Repairs/Replacement Parts/Back |
|
|
Covers 12710103031 /Categories/Mobiles & Accessories/Mobile Accessories/Cases |
|
|
& Covers/Back & Bumper Cases Plastic Oppo F15 nan nan nan nan nan nan nan pink |
|
|
flower pattern case for samsung note 9' |
|
|
- 'passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for |
|
|
Micromax Canvas Pace 4G Q416 Easy to put & take off with perfect cutouts for volume |
|
|
buttons, audio & charging ports. Stylish design and appearance, express your unique |
|
|
personality. Extreme precision design allows easy access to all buttons and ports |
|
|
while featuring raised bezel to life screen and camera off flat surface. Slim |
|
|
Hard Back Cover No Warranty Others Amazon Brand - Solimo Designer Black Pattern |
|
|
on Pink 3D Printed Hard Back Case Mobile Cover for Micromax Canvas Pace 4G Q416 |
|
|
50 gz8319-SL40764 CELLULAR_PHONE_CASE nan mobile cover back cover mobile case |
|
|
phone case mobile panel phone panel Sony Xperia mobile case Sony Xperia phone |
|
|
cover Sony Xperia back case hard case 3D printed mobile cover mobile cover back |
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cover mobile case phone case mobile panel phone panel Micromax mobile case Micromax |
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phone cover Micromax back case hard case 3D printed mobile cover mobile cover |
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back cover mobile case phone case mobile panel phone panel Micromax mobile case |
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Micromax phone cover Micromax back case hard case 3D printed mobile cover mobile |
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cover back cover mobile case phone case mobile panel phone panel Micromax mobile |
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|
case Micromax phone cover Micromax back case hard case 3D printed mobile cover |
|
|
mobile cover back cover mobile case phone case mobile panel phone panel Micromax |
|
|
mobile case Micromax phone cover Micromax back case hard case 3D printed mobile |
|
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cover mobile cover back cover mobile case phone case mobile panel phone panel |
|
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Micromax mobile case Micromax phone cover Micromax back case hard case 3D printed |
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mobile cover mobile cover back cover mobile case phone case mobile panel phone |
|
|
panel Micromax mobile case Micromax phone cover Micromax back case hard case 3D |
|
|
printed mobile cover mobile cover back cover mobile case phone case mobile panel |
|
|
phone panel Micromax mobile case Micromax phone cover Micromax back case hard |
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case 3D printed mobile cover mobile cover back cover mobile case phone case mobile |
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panel phone panel Micromax mobile case Micromax phone cover Micromax back case |
|
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hard case 3D printed mobile cover mobile cover back cover mobile case phone case |
|
|
mobile panel phone panel Micromax mobile case Micromax phone cover Micromax back |
|
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case hard case 3D printed mobile cover mobile cover back cover mobile case phone |
|
|
case mobile panel phone panel Micromax mobile case Micromax phone cover Micromax |
|
|
back case hard case 3D printed mobile cover mobile cover back cover mobile case |
|
|
phone case mobile panel phone panel Micromax mobile case Micromax phone cover |
|
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Micromax back case hard case 3D printed mobile cover mobile cover back cover mobile |
|
|
case phone case mobile panel phone panel Micromax mobile case Micromax phone cover |
|
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Micromax back case hard case 3D printed mobile cover mobile cover back cover mobile |
|
|
case phone case mobile panel phone panel Micromax mobile case Micromax phone cover |
|
|
Micromax back case hard case 3D printed mobile cover mobile cover back cover mobile |
|
|
case phone case mobile panel phone panel Micromax mobile case Micromax phone cover |
|
|
Micromax back case hard case 3D printed mobile cover IN Amazon amazon.in 12710103031 |
|
|
/Categories/Mobiles & Accessories/Mobile Accessories/Cases & Covers/Back & Bumper |
|
|
Cases nan Micromax Canvas Pace 4G Q416 nan nan nan nan nan nan nan pink flower |
|
|
design back cover for sony xp' |
|
|
- source_sentence: 'query: home amazon brand - solimo printed fabric rectangular storage |
|
|
box large set' |
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|
sentences: |
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|
- 'passage: 18 36 36 Stone & Beam 36"L x 36"W x 18"H Solid pine top with metal frame |
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|
Industrial, rustic and modern touches come together in a piece that blends with |
|
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most décor This sturdy piece will last through years of family movie nights and |
|
|
entertaining guests Easy assembly in 15-30 minutes. Wipe with soft dry cloth. |
|
|
Free returns for 30 days. 3-year warranty. This wood and metal coffee table combines |
|
|
elements of industrial and rustic, allowing it to blend with many styles. The |
|
|
solid pine wood top has a natural distressed finish, while the metal base has |
|
|
modern "x" frames on either end. 브라운 棕色 棕色 nogal y metal. חום Marrom Braun Walnut |
|
|
+ Metal 스톤 & 빔 롤랜드 메탈 X 프레임 테이블 컬렉션 Stone & Beam Roland 金属 X-Frame 桌面系列, 灰石色 Stone |
|
|
& Beam Roland Metal X-Frame Colección de mesa, Piedra, nogal y metal. Stone & |
|
|
Beam Roland Metal X-Frame Table Collection Coleção de mesa de metal com moldura |
|
|
em X Stone & Beam Roland, Pedra אוסף שולחן אבן & Beam Roland Metal X-Frame Stone |
|
|
& Beam Roland Tischkollektion aus Metall, X-Rahmen, Stein Amazon Brand – Stone |
|
|
& Beam Roland X-Frame Coffee Table, 36"W, Pine 17.2 4822-880 TABLE 산업 工业用 工業 Industrial |
|
|
תעשייתי Industrial industriell Industrial valebeck small sauder de wheels tv aldwin |
|
|
entertainment 43'''' bromborough storage bolanburg fireplace pop tables white |
|
|
cocktail low furniture decor centro extra legs antique up stand coffee-tables |
|
|
coffe farmhouse ashley mesas living set large reclaimed real room sala vintage |
|
|
unique style US Amazon amazon.com 3733631 /Categories/Furniture/Living Room Furniture/Tables/Coffee |
|
|
Tables 灰石色 Piedra Pedra Stein stone Stone & Beam Stone & Beam Stone & Beam Stone |
|
|
& Beam Stone & Beam Stone & Beam Stone & Beam Stone & Beam #695D4F nan nan Square |
|
|
nan nan nan the coffee table is made from reclaimed wood and metal' |
|
|
- 'passage: 130 260 190 Amazon Brand - Solimo Material: Fabric, Color: Multicolor |
|
|
Package Contents: 3 Printed Rectangular storage box Size: 26 cm x 19 cm x 13 cm |
|
|
Made from premium quality material Ideal for regular use Easy to maintain For |
|
|
more details, please refer to the product pack Multicolor Amazon Brand - Solimo |
|
|
Printed Fabric Rectangular Storage Box, Small, Set of 3, Multicolor nan sol_anpr_ph2_145 |
|
|
STORAGE_BOX nan foldable clothes organizer cupboard organiser for clothes clothes |
|
|
organizer storage bag for clothes storage box fabric storage box fabric storage |
|
|
box with lid foldable storage box storage box set clothes organizer cupboard organiser |
|
|
for clothes fabric storage box fabric storage box with lid foldable clothes organizer |
|
|
foldable storage box storage bag for clothes storage box storage box set clothes |
|
|
organizer cupboard organiser for clothes fabric storage box fabric storage box |
|
|
with lid foldable clothes organizer foldable storage box storage bag for clothes |
|
|
storage box storage box set clothes organizer cupboard organiser for clothes fabric |
|
|
storage box fabric storage box with lid foldable clothes organizer foldable storage |
|
|
box storage bag for clothes storage box storage box set clothes organizer cupboard |
|
|
organiser for clothes fabric storage box fabric storage box with lid foldable |
|
|
clothes organizer foldable storage box storage bag for clothes storage box storage |
|
|
box set clothes organizer cupboard organiser for clothes fabric storage box fabric |
|
|
storage box with lid foldable clothes organizer foldable storage box storage bag |
|
|
for clothes storage box storage box set clothes organizer cupboard organiser for |
|
|
clothes fabric storage box fabric storage box with lid foldable clothes organizer |
|
|
foldable storage box storage bag for clothes storage box storage box set clothes |
|
|
organizer cupboard organiser for clothes fabric storage box fabric storage box |
|
|
with lid foldable clothes organizer foldable storage box storage bag for clothes |
|
|
storage box storage box set clothes organizer cupboard organiser for clothes fabric |
|
|
storage box fabric storage box with lid foldable clothes organizer foldable storage |
|
|
box storage bag for clothes storage box storage box set clothes organizer cupboard |
|
|
organiser for clothes fabric storage box fabric storage box with lid foldable |
|
|
clothes organizer foldable storage box storage bag for clothes storage box storage |
|
|
box set clothes organizer cupboard organiser for clothes fabric storage box fabric |
|
|
storage box with lid foldable clothes organizer foldable storage box storage bag |
|
|
for clothes storage box storage box set clothes organizer cupboard organiser for |
|
|
clothes fabric storage box fabric storage box with lid foldable clothes organizer |
|
|
foldable storage box storage bag for clothes storage box storage box set clothes |
|
|
organizer cupboard organiser for clothes fabric storage box fabric storage box |
|
|
with lid foldable clothes organizer foldable storage box storage bag for clothes |
|
|
storage box storage box set clothes organizer cupboard organiser for clothes fabric |
|
|
storage box fabric storage box with lid foldable clothes organizer foldable storage |
|
|
box storage bag for clothes storage box storage box set clothes organizer cupboard |
|
|
organiser for clothes fabric storage box fabric storage box with lid foldable |
|
|
clothes organizer foldable storage box storage bag for clothes storage box storage |
|
|
box set IN Amazon amazon.in 1380559031 /Categories/Home Storage & Organization/Boxes, |
|
|
Baskets & Bins/Storage Boxes & Chests/Storage Boxes Fabric nan nan nan nan Rectangular |
|
|
nan nan nan a cardboard box with a blue and grey pattern' |
|
|
- 'passage: 250 400 300 Amazon Brand - Solimo Material: Fabric, Color: Brown Package |
|
|
Contents: 1 Printed Rectangular storage box Size: 40 cm x 30 cm x 25 cm Made from |
|
|
premium quality material Ideal for regular use Easy to maintain For more details, |
|
|
please refer to the product pack Brown Amazon Brand - Solimo Printed Fabric Rectangular |
|
|
Storage Box, Large, Set of 1, Brown nan sol_anpr_ph2_126 HOME Pack of 1 foldable |
|
|
clothes organizer cupboard organiser for clothes clothes organizer storage bag |
|
|
for clothes storage box fabric storage box fabric storage box with lid foldable |
|
|
storage box storage box set clothes organizer cupboard organiser for clothes fabric |
|
|
storage box fabric storage box with lid foldable clothes organizer foldable storage |
|
|
box storage bag for clothes storage box storage box set clothes organizer cupboard |
|
|
organiser for clothes fabric storage box fabric storage box with lid foldable |
|
|
clothes organizer foldable storage box storage bag for clothes storage box storage |
|
|
box set clothes organizer cupboard organiser for clothes fabric storage box fabric |
|
|
storage box with lid foldable clothes organizer foldable storage box storage bag |
|
|
for clothes storage box storage box set clothes organizer cupboard organiser for |
|
|
clothes fabric storage box fabric storage box with lid foldable clothes organizer |
|
|
foldable storage box storage bag for clothes storage box storage box set clothes |
|
|
organizer cupboard organiser for clothes fabric storage box fabric storage box |
|
|
with lid foldable clothes organizer foldable storage box storage bag for clothes |
|
|
storage box storage box set clothes organizer cupboard organiser for clothes fabric |
|
|
storage box fabric storage box with lid foldable clothes organizer foldable storage |
|
|
box storage bag for clothes storage box storage box set clothes organizer cupboard |
|
|
organiser for clothes fabric storage box fabric storage box with lid foldable |
|
|
clothes organizer foldable storage box storage bag for clothes storage box storage |
|
|
box set clothes organizer cupboard organiser for clothes fabric storage box fabric |
|
|
storage box with lid foldable clothes organizer foldable storage box storage bag |
|
|
for clothes storage box storage box set clothes organizer cupboard organiser for |
|
|
clothes fabric storage box fabric storage box with lid foldable clothes organizer |
|
|
foldable storage box storage bag for clothes storage box storage box set clothes |
|
|
organizer cupboard organiser for clothes fabric storage box fabric storage box |
|
|
with lid foldable clothes organizer foldable storage box storage bag for clothes |
|
|
storage box storage box set clothes organizer cupboard organiser for clothes fabric |
|
|
storage box fabric storage box with lid foldable clothes organizer foldable storage |
|
|
box storage bag for clothes storage box storage box set clothes organizer cupboard |
|
|
organiser for clothes fabric storage box fabric storage box with lid foldable |
|
|
clothes organizer foldable storage box storage bag for clothes storage box storage |
|
|
box set clothes organizer cupboard organiser for clothes fabric storage box fabric |
|
|
storage box with lid foldable clothes organizer foldable storage box storage bag |
|
|
for clothes storage box storage box set clothes organizer cupboard organiser for |
|
|
clothes fabric storage box fabric storage box with lid foldable clothes organizer |
|
|
foldable storage box storage bag for clothes storage box storage box set IN Amazon |
|
|
amazon.in 1380559031 /Categories/Home Storage & Organization/Boxes, Baskets & |
|
|
Bins/Storage Boxes & Chests/Storage Boxes Fabric nan nan nan nan Rectangular nan |
|
|
nan nan a dog house with a dog inside' |
|
|
pipeline_tag: sentence-similarity |
|
|
library_name: sentence-transformers |
|
|
--- |
|
|
|
|
|
# SentenceTransformer |
|
|
|
|
|
This is a [sentence-transformers](https://www.SBERT.net) model trained. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. |
|
|
|
|
|
## Model Details |
|
|
|
|
|
### Model Description |
|
|
- **Model Type:** Sentence Transformer |
|
|
<!-- - **Base model:** [Unknown](https://huggingface.co/unknown) --> |
|
|
- **Maximum Sequence Length:** 512 tokens |
|
|
- **Output Dimensionality:** 768 dimensions |
|
|
- **Similarity Function:** Cosine Similarity |
|
|
<!-- - **Training Dataset:** Unknown --> |
|
|
<!-- - **Language:** Unknown --> |
|
|
<!-- - **License:** Unknown --> |
|
|
|
|
|
### Model Sources |
|
|
|
|
|
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net) |
|
|
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) |
|
|
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) |
|
|
|
|
|
### Full Model Architecture |
|
|
|
|
|
``` |
|
|
SentenceTransformer( |
|
|
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'BertModel'}) |
|
|
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) |
|
|
(2): Normalize() |
|
|
) |
|
|
``` |
|
|
|
|
|
## Usage |
|
|
|
|
|
### Direct Usage (Sentence Transformers) |
|
|
|
|
|
First install the Sentence Transformers library: |
|
|
|
|
|
```bash |
|
|
pip install -U sentence-transformers |
|
|
``` |
|
|
|
|
|
Then you can load this model and run inference. |
|
|
```python |
|
|
from sentence_transformers import SentenceTransformer |
|
|
|
|
|
# Download from the 🤗 Hub |
|
|
model = SentenceTransformer("sentence_transformers_model_id") |
|
|
# Run inference |
|
|
sentences = [ |
|
|
'query: home amazon brand - solimo printed fabric rectangular storage box large set', |
|
|
'passage: 250 400 300 Amazon Brand - Solimo Material: Fabric, Color: Brown Package Contents: 1 Printed Rectangular storage box Size: 40 cm x 30 cm x 25 cm Made from premium quality material Ideal for regular use Easy to maintain For more details, please refer to the product pack Brown Amazon Brand - Solimo Printed Fabric Rectangular Storage Box, Large, Set of 1, Brown nan sol_anpr_ph2_126 HOME Pack of 1 foldable clothes organizer cupboard organiser for clothes clothes organizer storage bag for clothes storage box fabric storage box fabric storage box with lid foldable storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set IN Amazon amazon.in 1380559031 /Categories/Home Storage & Organization/Boxes, Baskets & Bins/Storage Boxes & Chests/Storage Boxes Fabric nan nan nan nan Rectangular nan nan nan a dog house with a dog inside', |
|
|
'passage: 130 260 190 Amazon Brand - Solimo Material: Fabric, Color: Multicolor Package Contents: 3 Printed Rectangular storage box Size: 26 cm x 19 cm x 13 cm Made from premium quality material Ideal for regular use Easy to maintain For more details, please refer to the product pack Multicolor Amazon Brand - Solimo Printed Fabric Rectangular Storage Box, Small, Set of 3, Multicolor nan sol_anpr_ph2_145 STORAGE_BOX nan foldable clothes organizer cupboard organiser for clothes clothes organizer storage bag for clothes storage box fabric storage box fabric storage box with lid foldable storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set clothes organizer cupboard organiser for clothes fabric storage box fabric storage box with lid foldable clothes organizer foldable storage box storage bag for clothes storage box storage box set IN Amazon amazon.in 1380559031 /Categories/Home Storage & Organization/Boxes, Baskets & Bins/Storage Boxes & Chests/Storage Boxes Fabric nan nan nan nan Rectangular nan nan nan a cardboard box with a blue and grey pattern', |
|
|
] |
|
|
embeddings = model.encode(sentences) |
|
|
print(embeddings.shape) |
|
|
# [3, 768] |
|
|
|
|
|
# Get the similarity scores for the embeddings |
|
|
similarities = model.similarity(embeddings, embeddings) |
|
|
print(similarities) |
|
|
# tensor([[1.0000, 0.6919, 0.3752], |
|
|
# [0.6919, 1.0000, 0.5258], |
|
|
# [0.3752, 0.5258, 1.0000]]) |
|
|
``` |
|
|
|
|
|
<!-- |
|
|
### Direct Usage (Transformers) |
|
|
|
|
|
<details><summary>Click to see the direct usage in Transformers</summary> |
|
|
|
|
|
</details> |
|
|
--> |
|
|
|
|
|
<!-- |
|
|
### Downstream Usage (Sentence Transformers) |
|
|
|
|
|
You can finetune this model on your own dataset. |
|
|
|
|
|
<details><summary>Click to expand</summary> |
|
|
|
|
|
</details> |
|
|
--> |
|
|
|
|
|
<!-- |
|
|
### Out-of-Scope Use |
|
|
|
|
|
*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
|
|
--> |
|
|
|
|
|
<!-- |
|
|
## Bias, Risks and Limitations |
|
|
|
|
|
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
|
|
--> |
|
|
|
|
|
<!-- |
|
|
### Recommendations |
|
|
|
|
|
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
|
|
--> |
|
|
|
|
|
## Training Details |
|
|
|
|
|
### Training Dataset |
|
|
|
|
|
#### Unnamed Dataset |
|
|
|
|
|
* Size: 7,232 training samples |
|
|
* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code> |
|
|
* Approximate statistics based on the first 1000 samples: |
|
|
| | sentence_0 | sentence_1 | sentence_2 | |
|
|
|:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------| |
|
|
| type | string | string | string | |
|
|
| details | <ul><li>min: 8 tokens</li><li>mean: 20.01 tokens</li><li>max: 58 tokens</li></ul> | <ul><li>min: 45 tokens</li><li>mean: 310.08 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 46 tokens</li><li>mean: 263.53 tokens</li><li>max: 512 tokens</li></ul> | |
|
|
* Samples: |
|
|
| sentence_0 | sentence_1 | sentence_2 | |
|
|
|:----------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
|
|
| <code>query: accessory neck gaiter ear loops hissox summer cool breathable lightweight balaclava bandana</code> | <code>passage: nan Hissox nan Heather Grey*1 Neck Gaiter Ear Loops, Hissox Summer Cool Breathable Lightweight Balaclava Bandana Headwear Face Cover Scarf 1 Pcs Heather grey nan nan ACCESSORY nan nan CA Amazon amazon.ca 10292652011 /Categories/Women/Accessories/Hats & Caps/Balaclavas nan nan nan nan nan nan nan nan nan a black and white face mask with a black and white logo</code> | <code>passage: nan Hissox nan 1 Pcs#- Dynamic Bright Blue Ear Loops Balaclava, Hissox Womens Mens Comfort Bandana Face Scarf Bandana Mask Neck Gaiters Outdoors Summer Breathable Half Face Riding Dust Mask Sun Dust 1 Pcs Dynamic Bright Blue nan nan HAT nan nan CA Amazon amazon.ca 10292652011 /Categories/Women/Accessories/Hats & Caps/Balaclavas nan nan nan nan nan nan nan nan nan a pair of blue and white banda bandas</code> | |
|
|
| <code>query: cellular phone case amazon brand - solimo designer engraved patten 3d printed</code> | <code>passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for Sony Xperia M5 Dual Easy to put & take off with perfect cutouts for volume buttons, audio & charging ports. Stylish design and appearance, express your unique personality. Extreme precision design allows easy access to all buttons and ports while featuring raised bezel to life screen and camera off flat surface. Slim Hard Back Cover No Warranty Others Amazon Brand - Solimo Designer Engraved Patten 3D Printed Hard Back Case Mobile Cover for Sony Xperia M5 Dual 50 gz8054-SL40570 CELLULAR_PHONE_CASE nan mobile cover back cover mobile case phone case mobile panel phone panel Microsoft Lumia mobile case Microsoft Lumia phone cover Microsoft Lumia back case hard case 3D printed mobile cover mobile cover back cover mobile case phone case mobile panel phone panel Sony Xperia mobile case Sony Xperia phone cover Sony Xperia back case hard case 3D printed mobile cover mobile cover back cover mobile case phone case mobil...</code> | <code>passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for Honor 10 Lite Easy to put & take off with perfect cutouts for volume buttons, audio & charging ports. Stylish design and appearance, express your unique personality. Extreme precision design allows easy access to all buttons and ports while featuring raised bezel to life screen and camera off flat surface. Slim Hard Back Cover No Warranty None Others Amazon Brand - Solimo Designer Engraved Patten 3D Printed Hard Back Case Mobile Cover for Honor 10 Lite 50 gz8614-SL40570 CELLULAR_PHONE_CASE nan mobile cover back cover mobile case phone case mobile panel phone panel samsung mobile case samsung phone cover samsung back case mobile cover back cover mobile case phone case mobile panel phone panel hard case 3D printed mobile cover mobile cover back cover mobile case phone case mobile panel phone panel hard case 3D printed mobile cover mobile cover back cover mobile case phone case mobile panel phone panel hard case...</code> | |
|
|
| <code>query: home bed and bath ravenna casual striped throw pillow</code> | <code>passage: nan Ravenna Home nan nan Ravenna Home Casual Striped Throw Pillow nan The Airtex Group-00025-P HOME_BED_AND_BATH nan nan SG PrimeNow amazon.sg 5950469051 /カテゴリー別/ラグ・カーテン・ファブリック/クッション・座布団/クッション nan nan nan nan nan nan nan nan nan a beige and white striped pillow</code> | <code>passage: 0.25 90.0 60.0 Ravenna Home 5'W x 7'6"L 100% microfiber polyester Power-loomed low .25" pile; suits any indoor space The low .25" pile makes this transitional rug ideal for high traffic areas. Pair with a rug pad (sold separately) nan Ravenna Home Forsyth Rug, 5'W x 7'6"L, Geometric Medallion Design 11.0 AMZPL252 RUG nan nan US Amazon amazon.com nan nan nan nan nan nan nan nan nan nan a living room with a couch and a coffee table</code> | |
|
|
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters: |
|
|
```json |
|
|
{ |
|
|
"distance_metric": "<lambda>", |
|
|
"triplet_margin": 0.2 |
|
|
} |
|
|
``` |
|
|
|
|
|
### Training Hyperparameters |
|
|
#### Non-Default Hyperparameters |
|
|
|
|
|
- `per_device_train_batch_size`: 32 |
|
|
- `per_device_eval_batch_size`: 32 |
|
|
- `num_train_epochs`: 1 |
|
|
- `fp16`: True |
|
|
- `multi_dataset_batch_sampler`: round_robin |
|
|
|
|
|
#### All Hyperparameters |
|
|
<details><summary>Click to expand</summary> |
|
|
|
|
|
- `overwrite_output_dir`: False |
|
|
- `do_predict`: False |
|
|
- `eval_strategy`: no |
|
|
- `prediction_loss_only`: True |
|
|
- `per_device_train_batch_size`: 32 |
|
|
- `per_device_eval_batch_size`: 32 |
|
|
- `per_gpu_train_batch_size`: None |
|
|
- `per_gpu_eval_batch_size`: None |
|
|
- `gradient_accumulation_steps`: 1 |
|
|
- `eval_accumulation_steps`: None |
|
|
- `torch_empty_cache_steps`: None |
|
|
- `learning_rate`: 5e-05 |
|
|
- `weight_decay`: 0.0 |
|
|
- `adam_beta1`: 0.9 |
|
|
- `adam_beta2`: 0.999 |
|
|
- `adam_epsilon`: 1e-08 |
|
|
- `max_grad_norm`: 1 |
|
|
- `num_train_epochs`: 1 |
|
|
- `max_steps`: -1 |
|
|
- `lr_scheduler_type`: linear |
|
|
- `lr_scheduler_kwargs`: {} |
|
|
- `warmup_ratio`: 0.0 |
|
|
- `warmup_steps`: 0 |
|
|
- `log_level`: passive |
|
|
- `log_level_replica`: warning |
|
|
- `log_on_each_node`: True |
|
|
- `logging_nan_inf_filter`: True |
|
|
- `save_safetensors`: True |
|
|
- `save_on_each_node`: False |
|
|
- `save_only_model`: False |
|
|
- `restore_callback_states_from_checkpoint`: False |
|
|
- `no_cuda`: False |
|
|
- `use_cpu`: False |
|
|
- `use_mps_device`: False |
|
|
- `seed`: 42 |
|
|
- `data_seed`: None |
|
|
- `jit_mode_eval`: False |
|
|
- `use_ipex`: False |
|
|
- `bf16`: False |
|
|
- `fp16`: True |
|
|
- `fp16_opt_level`: O1 |
|
|
- `half_precision_backend`: auto |
|
|
- `bf16_full_eval`: False |
|
|
- `fp16_full_eval`: False |
|
|
- `tf32`: None |
|
|
- `local_rank`: 0 |
|
|
- `ddp_backend`: None |
|
|
- `tpu_num_cores`: None |
|
|
- `tpu_metrics_debug`: False |
|
|
- `debug`: [] |
|
|
- `dataloader_drop_last`: False |
|
|
- `dataloader_num_workers`: 0 |
|
|
- `dataloader_prefetch_factor`: None |
|
|
- `past_index`: -1 |
|
|
- `disable_tqdm`: False |
|
|
- `remove_unused_columns`: True |
|
|
- `label_names`: None |
|
|
- `load_best_model_at_end`: False |
|
|
- `ignore_data_skip`: False |
|
|
- `fsdp`: [] |
|
|
- `fsdp_min_num_params`: 0 |
|
|
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} |
|
|
- `fsdp_transformer_layer_cls_to_wrap`: None |
|
|
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} |
|
|
- `parallelism_config`: None |
|
|
- `deepspeed`: None |
|
|
- `label_smoothing_factor`: 0.0 |
|
|
- `optim`: adamw_torch_fused |
|
|
- `optim_args`: None |
|
|
- `adafactor`: False |
|
|
- `group_by_length`: False |
|
|
- `length_column_name`: length |
|
|
- `ddp_find_unused_parameters`: None |
|
|
- `ddp_bucket_cap_mb`: None |
|
|
- `ddp_broadcast_buffers`: False |
|
|
- `dataloader_pin_memory`: True |
|
|
- `dataloader_persistent_workers`: False |
|
|
- `skip_memory_metrics`: True |
|
|
- `use_legacy_prediction_loop`: False |
|
|
- `push_to_hub`: False |
|
|
- `resume_from_checkpoint`: None |
|
|
- `hub_model_id`: None |
|
|
- `hub_strategy`: every_save |
|
|
- `hub_private_repo`: None |
|
|
- `hub_always_push`: False |
|
|
- `hub_revision`: None |
|
|
- `gradient_checkpointing`: False |
|
|
- `gradient_checkpointing_kwargs`: None |
|
|
- `include_inputs_for_metrics`: False |
|
|
- `include_for_metrics`: [] |
|
|
- `eval_do_concat_batches`: True |
|
|
- `fp16_backend`: auto |
|
|
- `push_to_hub_model_id`: None |
|
|
- `push_to_hub_organization`: None |
|
|
- `mp_parameters`: |
|
|
- `auto_find_batch_size`: False |
|
|
- `full_determinism`: False |
|
|
- `torchdynamo`: None |
|
|
- `ray_scope`: last |
|
|
- `ddp_timeout`: 1800 |
|
|
- `torch_compile`: False |
|
|
- `torch_compile_backend`: None |
|
|
- `torch_compile_mode`: None |
|
|
- `include_tokens_per_second`: False |
|
|
- `include_num_input_tokens_seen`: False |
|
|
- `neftune_noise_alpha`: None |
|
|
- `optim_target_modules`: None |
|
|
- `batch_eval_metrics`: False |
|
|
- `eval_on_start`: False |
|
|
- `use_liger_kernel`: False |
|
|
- `liger_kernel_config`: None |
|
|
- `eval_use_gather_object`: False |
|
|
- `average_tokens_across_devices`: False |
|
|
- `prompts`: None |
|
|
- `batch_sampler`: batch_sampler |
|
|
- `multi_dataset_batch_sampler`: round_robin |
|
|
- `router_mapping`: {} |
|
|
- `learning_rate_mapping`: {} |
|
|
|
|
|
</details> |
|
|
|
|
|
### Framework Versions |
|
|
- Python: 3.12.11 |
|
|
- Sentence Transformers: 5.1.0 |
|
|
- Transformers: 4.56.0 |
|
|
- PyTorch: 2.8.0+cu126 |
|
|
- Accelerate: 1.10.1 |
|
|
- Datasets: 4.0.0 |
|
|
- Tokenizers: 0.22.0 |
|
|
|
|
|
## Citation |
|
|
|
|
|
### BibTeX |
|
|
|
|
|
#### Sentence Transformers |
|
|
```bibtex |
|
|
@inproceedings{reimers-2019-sentence-bert, |
|
|
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", |
|
|
author = "Reimers, Nils and Gurevych, Iryna", |
|
|
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", |
|
|
month = "11", |
|
|
year = "2019", |
|
|
publisher = "Association for Computational Linguistics", |
|
|
url = "https://arxiv.org/abs/1908.10084", |
|
|
} |
|
|
``` |
|
|
|
|
|
#### TripletLoss |
|
|
```bibtex |
|
|
@misc{hermans2017defense, |
|
|
title={In Defense of the Triplet Loss for Person Re-Identification}, |
|
|
author={Alexander Hermans and Lucas Beyer and Bastian Leibe}, |
|
|
year={2017}, |
|
|
eprint={1703.07737}, |
|
|
archivePrefix={arXiv}, |
|
|
primaryClass={cs.CV} |
|
|
} |
|
|
``` |
|
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