e5-base-ft-abo / README.md
mananthakris's picture
Initial fine-tuned checkpoint
fa6f8dc verified
metadata
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:7232
  - loss:TripletLoss
widget:
  - source_sentence: 'query: shoes find simple closed toe ballet flats brown 4 uk 37 eu'
    sentences:
      - >-
        passage: nan find. nan Brown find. Simple Closed Toe Ballet Flats, Brown
        (Brown Brown), 4 UK (37 EU) nan BALLET-S-1A-1 SHOES Ballet Flat nan GB
        Amazon amazon.co.uk nan nan Ballet-s #43302E nan 2019 nan nan nan nan a
        pair of leopard print flats
      - >-
        passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile
        Cover for Gionee Marathon M5 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 Others Amazon Brand - Solimo Designer Tree Trunk 3D Printed
        Hard Back Case Mobile Cover for Gionee Marathon M5 lite 50
        gz8215-SL40467 CELLULAR_PHONE_CASE nan mobile cover back cover mobile
        case phone case mobile panel phone panel Huawei mobile case Huawei phone
        cover Huawei back case honor cases honor 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 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 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 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 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 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 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 3D printed mobile cover IN Amazon amazon.in
        12710103031 /Categories/Mobiles & Accessories/Mobile Accessories/Cases &
        Covers/Back & Bumper Cases nan Gionee Marathon M5 lite nan nan nan nan
        nan nan nan the tree back cover for sony xp
      - >-
        passage: nan find. nan Brown find. Simple Closed Toe Ballet Flats, Brown
        (Brown Brown), 4 UK (37 EU) nan BALLET-S-1A-1 SHOES Ballet Flat nan GB
        Amazon amazon.co.uk nan nan Ballet-s #43302E nan 2019 nan nan nan nan a
        pair of leopard print flats
  - source_sentence: 'query: table umi by amazon round glass nest of tables black small sofa'
    sentences:
      - >-
        passage: 59 49.5 49.5 UMI Safe Meterial: Made of metal frame and clear
        glass top, with a modern, international, and glamorous design style
        Decorative Set: 2 round tables in 2 different sizes - Size of large
        table: 19.5"×23.25"H - Size of small table: 14.75"×21.25"H Matching
        Appearance: With a refined black metal look and glossy glass tops, the
        coffee table are an ideal addition to your home decoration Easy
        Assembly: Assembly of the side table set is easy with the included
        instructions and can be completed by one person After Sale: We offer
        quality and money back guarantee, if you have any problems please
        contact us by mail I will solve it for you in time. Black UMI. by Amazon
        Round Glass Nest of Tables Black, Small Sofa Side Tables Set of 2 for
        Living Room 6.8 nan TABLE nan gold portable furniture accessories bar
        cart with 2 mirrored shelves for home coffee kitchen , acrylic drink
        rolling small decor shelves wine rack table cocktail vintage wheels
        metal cabinet stand living room GB Amazon amazon.co.uk 2850923031 /Home
        & Garden/Home & Kitchen/Categories/Furniture/Living Room
        Furniture/Tables/End Tables Glass Metal nan #2B2625 <p><b>Add a glam
        twist to your space with the round nest of Tables. These metal coffee
        table set of 2 are circular with glass table tops. Perfect for
        entertaining, this side table set is smartly sized and designed to
        "nest" when not in use to maximize your space. These trendy nesting
        tables can be easily placed around your space where they're
        needed.</b></p> <p><b><i>Features:</i></b></p> <ul> <li>On-trend and
        practical, our side table will give your home an update in style.</li>
        <li>It can easily be used as a side table in your living room, a
        nightstand in your bedroom, or a nifty work surface wherever
        needed.</li> <li>With a seamless blend of urban industrial, modern,
        contemporary, and transitional style, you can see how this side table
        will work with just about any room’s current aesthetic.</li> </ul>
        <p><b><i>Specification:</i></b></p> <ul> <li>Color: Black Body&amp;White
        Glass Top</li> <li>Material: Metal, Glass</li> <li>Product Dimensions:
        Large:19.5''*23.25''H&nbsp; &nbsp; Small:14.75''*21.25''H Package
        Dimensions:&nbsp; 58*13*53CM&nbsp;</li> <li>Package Weight: 17lbs</li>
        </ul> nan Round nan nan nan a pair of tables with a plant on top
      - >-
        passage: nan UMI nan nan Umi. by Amazon - Rideaux Salon Occultant
        Isolants Thermique à Oeillets avec Couche de Mousse Rideau Décoratif
        Chambre 2 Pièces 140x290cm Gris Foncé nan nan HOME nan thermiques
        panneaux fenetre 290 argent cuisine cm 280 b\xe9b\xe9 lin chic maison
        117x138 noir velours \u0153illets porte enfants 140x enfant hauteur FR
        Amazon amazon.fr 2896449031 /Catégories/Ameublement et
        décoration/Décoration de la maison/Décoration de fenêtres/Rideaux et
        draperies Tissu Polyester nan nan nan nan nan nan nan nan blackout
        blackout blackout blackout blackout blackout blackout blackout blackout
        blackout blackout blackout blackout blackout blackout blackout blackout
        blackout blackout blackout blackout
      - >-
        passage: 18 7 14 AmazonBasics Foaming pre-wash car cleaner in a 500ml
        flip-cap bottle (2-pack); for use with normal shampoos and with a
        foaming lance or pressure washer Foam encapsulates traffic film and
        lifts it from paintwork surface, reducing the risk of scratching during
        washing Safe on all types of paintwork, alloy wheels, and trims; gentle
        on waxes; removes greases, oils, grime, and traffic film Ultra-foaming
        properties for maximum effect; pH neutral, non-caustic formula; free of
        organic solvents; always follow label instructions Made of surfactants
        known to be easily biodegradable; compliant with EC648/2004 (The
        Detergents Regulations 2010 SI 740) Clear Amazon Basics Super Foam
        Cleaner Duo Pack 2 x 500ml 1.098 003135000010 AUTO_ACCESSORY nan car
        glass cleaner carplan window polish scratch remover invisible griots
        garage rain x GB Amazon amazon.co.uk 303939031 /Products/Car & Motorbike
        Care/Window Cleaning/Window Cleaning Polishes nan nan nan nan nan nan
        nan nan nan three bottles of amazonia ' s cleanser
  - source_sentence: 'query: home bed and bath amazon - solimo 7 ft 1 brand concerto'
    sentences:
      - >-
        passage: nan Amazon Brand - Solimo 29% പോളിസ്റ്ററും 71% കോട്ടണും
        ഉപയോഗിച്ച് നിർമ്മിച്ചത്; 280 GSM കർട്ടനുകൾ ഓരോ പീസും മനോഹരമായി ഫ്രെയിം
        ചെയ്യാൻ വേണ്ടി 8 ഐലെറ്റുകൾ കഠിനമായ സൂര്യപ്രകാശത്തിൽ മങ്ങുന്നില്ല
        പരിപാലിക്കാൻ എളുപ്പം; മെഷീൻ വാഷ് അളവുകൾ: 7 ft x 4.16 ft (നീളം x വീതി )
        പായ്ക്കിനുള്ളിലെ സാധനങ്ങള്‍: 2 വാതില്‍ കര്‍ട്ടന്‍ നിറം: ബർഗണ്ടി ചുവപ്പ്
        Made of 29% Polyester and 71% Cotton; 280 GSM Curtains 8 eyelets per
        piece 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: 2 Door Curtains Colour: Burgundy Red ചുവപ്പ് red
        Amazon ബ്രാൻഡ് - Solimo കൺസേർട്ടോ ഡോർ കർട്ടൻ, 7 ft - 2 സെറ്റ് (ബർഗണ്ടി
        റെഡ്) Amazon Brand - Solimo Concerto Door Curtain, 7 feet - Set of 2
        (Burgundy Red) Solimo Concerto दरवाज़े का पर्दा, 7 फीट (बरगंडी लाल) nan
        Solimo_Curtains_69 HOME_BED_AND_BATH Set of 2 curtains for door 7 feet
        curtains designer curtains blackout curtains 7 feet curtains for window
        7 feet set of 2 Long Door Curtains Curtains For Door curtains for living
        room Curtains door curtains Door Curtains door curtains 7 feet set of 2
        partition curtain Curtains Curtains For Door Door Curtains Long Door
        Curtains Curtains Curtains For Door Door Curtains Long Door Curtains
        Curtains Curtains For Door Door Curtains Long Door Curtains Curtains
        Curtains For Door Door Curtains Long Door Curtains Curtains Curtains For
        Door Door Curtains Long Door Curtains Curtains Curtains For Door Door
        Curtains Long Door Curtains Curtains Curtains For Door Door Curtains
        Long Door Curtains Curtains Curtains For Door Door Curtains Long Door
        Curtains Curtains Curtains For Door Door Curtains Long Door Curtains
        Curtains Curtains For Door Door Curtains Long Door Curtains Curtains
        Curtains For Door Door Curtains Long Door Curtains Curtains Curtains For
        Door Door Curtains Long Door Curtains Curtains Curtains For Door Door
        Curtains Long Door Curtains Curtains Curtains For Door Door Curtains
        Long Door Curtains IN Amazon amazon.in 1380479031 /Categories/Home
        Furnishing/Curtains & Accessories/Curtains പോളിറെസിൻ पॉलीकॉटन polyresin
        nan nan nan nan nan nan Modern nan a living room with a couch and a
        window
      - >-
        passage: nan Amazon Brand - Solimo Snug fit for Mobile, with perfect
        cut-outs for volume buttons, audio and charging ports Compatible with
        Samsung Galaxy M21 / M30s 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. No warranty multi-colored
        Amazon Brand - Solimo Designer Heart Pattern Alphabet-D 3D Printed Hard
        Back Case Mobile Cover for Samsung Galaxy M21 / M30s 50 SOLSM30S3DM377
        CELLULAR_PHONE_CASE nan mobile cover back cover mobile case phone case
        mobile panel phone panel iphone mobile case iphone phone cover iphone
        back case 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
        samsung mobile case samsung phone cover samsung back case 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 samsung mobile
        case samsung phone cover samsung back case 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 samsung mobile case samsung
        phone cover samsung back case 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 samsung mobile case samsung phone cover samsung back
        case 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 samsung
        mobile case samsung phone cover samsung back case 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 samsung mobile case
        samsung phone cover samsung back case 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 samsung mobile case samsung phone cover
        samsung back case IN Amazon amazon.in 12710103031 /Categories/Mobiles &
        Accessories/Mobile Accessories/Cases & Covers/Back & Bumper Cases
        Plastic Samsung Galaxy M21 / M30s nan nan nan nan nan nan nan
        personalised phone case for samsung galaxy s10
      - >-
        passage: nan Amazon Brand - Solimo 29% പോളിസ്റ്ററും 71% കോട്ടണും
        ഉപയോഗിച്ച് നിർമ്മിച്ചത്; 280 GSM കർട്ടനുകൾ ഓരോ പീസും മനോഹരമായി ഫ്രെയിം
        ചെയ്യാൻ വേണ്ടി 8 ഐലെറ്റുകൾ കഠിനമായ സൂര്യപ്രകാശത്തിൽ മങ്ങുന്നില്ല
        പരിപാലിക്കാൻ എളുപ്പം; മെഷീൻ വാഷ് അളവുകൾ: 7 ft x 4.16 ft (നീളം x വീതി )
        പാ‍യ്ക്കിൽ അടങ്ങിയിരിക്കുന്നത്: 1 ഡോർ കർട്ടൻ നിറം: ബർഗണ്ടി ചുവപ്പ് Made
        of 29% Polyester and 71% Cotton; 280 GSM Curtains 8 eyelets per piece 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: 1 Door Curtain Colour: Burgundy Red ചുവപ്പ് red
        Amazon ബ്രാൻഡ് - Solimo കൺസേർട്ടോ ഡോർ കർട്ടൻ, 7 ft - 1 സെറ്റ് (ബർഗണ്ടി
        ചുവപ്പ്) Amazon Brand - Solimo Concerto Door Curtain, 7 feet - Set of 1
        (Burgundy Red) Solimo Concerto दरवाज़े का पर्दा, 7 फीट (बरगंडी लाल) nan
        Solimo_Curtains_71 HOME_BED_AND_BATH Set of 1 curtains for door 7 feet
        curtains designer curtains blackout curtains 7 feet curtains for window
        7 feet set of 2 Long Door Curtains Curtains For Door curtains for living
        room Curtains door curtains Door Curtains door curtains 7 feet set of 2
        partition curtain Curtains Curtains For Door Door Curtains Long Door
        Curtains Curtains Curtains For Door Door Curtains Long Door Curtains
        Curtains Curtains For Door Door Curtains Long Door Curtains Curtains
        Curtains For Door Door Curtains Long Door Curtains Curtains Curtains For
        Door Door Curtains Long Door Curtains Curtains Curtains For Door Door
        Curtains Long Door Curtains Curtains Curtains For Door Door Curtains
        Long Door Curtains Curtains Curtains For Door Door Curtains Long Door
        Curtains Curtains Curtains For Door Door Curtains Long Door Curtains
        Curtains Curtains For Door Door Curtains Long Door Curtains Curtains
        Curtains For Door Door Curtains Long Door Curtains Curtains Curtains For
        Door Door Curtains Long Door Curtains Curtains Curtains For Door Door
        Curtains Long Door Curtains Curtains Curtains For Door Door Curtains
        Long Door Curtains IN Amazon amazon.in 1380479031 /Categories/Home
        Furnishing/Curtains & Accessories/Curtains പോളിറെസിൻ पॉलीकॉटन polyresin
        nan nan nan nan nan nan Modern nan a living room with a couch, chair and
        window
  - source_sentence: >-
      query: cellular phone case amazon brand - solimo designer black pattern on
      pink
    sentences:
      - >-
        passage: 83.82 226.06 101.6 AmazonBasics nan roestvrij staal.
        AmazonBasics Paddenstoelen roestvrij staal. 18.14 61825_IT
        OUTDOOR_LIVING nan nan NL Amazon amazon.nl 16409779031
        /Categorieën/Terrasverwarming & -verkoeling/Terrasverwarming, onderdelen
        & accessoires/Terrasverwarming nan nan nan nan nan nan nan nan nan a
        stainless steel gas heater with a large, round, conical, conical,
        conical, conical, conical
      - >-
        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 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 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 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 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 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 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 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
    sentences:
      - >-
        passage: 18 36 36 Stone & Beam 36"L x 36"W x 18"H Solid pine top with
        metal frame Industrial, rustic and modern touches come together in a
        piece that blends with 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 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
  • Maximum Sequence Length: 512 tokens
  • Output Dimensionality: 768 dimensions
  • Similarity Function: Cosine Similarity

Model Sources

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:

pip install -U sentence-transformers

Then you can load this model and run inference.

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]])

Training Details

Training Dataset

Unnamed Dataset

  • Size: 7,232 training samples
  • Columns: sentence_0, sentence_1, and sentence_2
  • Approximate statistics based on the first 1000 samples:
    sentence_0 sentence_1 sentence_2
    type string string string
    details
    • min: 8 tokens
    • mean: 20.01 tokens
    • max: 58 tokens
    • min: 45 tokens
    • mean: 310.08 tokens
    • max: 512 tokens
    • min: 46 tokens
    • mean: 263.53 tokens
    • max: 512 tokens
  • Samples:
    sentence_0 sentence_1 sentence_2
    query: accessory neck gaiter ear loops hissox summer cool breathable lightweight balaclava bandana 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 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
    query: cellular phone case amazon brand - solimo designer engraved patten 3d printed 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... 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...
    query: home bed and bath ravenna casual striped throw pillow 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 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
  • Loss: TripletLoss with these parameters:
    {
        "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

Click to expand
  • 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: {}

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

@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

@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}
}