README.md

metadata

base_model: intfloat/e5-base-v2
datasets: []
language: []
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:3200
  - loss:ContrastiveTensionLoss
widget:
  - source_sentence: >-
      simple modern disney princess kids water bottle with straw lid  reusable
      insulated stainless steel cup for girls school  summit collection  oz
      princess rainbows double wall insulation keeps beverages at ideal
      temperatures for hours leakproof when the nozzle is in the closed position
      not recommended for hot or carbonated beverages bpafree and dishwasher
      safe on the top rack cupholder friendly oz bottles fit most cupholders
      limited lifetime warranty  patent pending
    sentences:
      - >-
        cosrx low ph good morning gel cleanser daily mild face cleanser for
        sensitive skin with bha  teatree oil ph balancing korean skincare flozml
        low ph good morning gel cleanser cleanse daily with this gentle and
        effective gel type cleanser day and night removing impurities while
        strengthening your skin barrier cleanse for a luminous day and silky
        night while refining the skin texture the cleanser will help cleanse
        with no stripping great for all skin types wake up to a firmerlooking
        skin while letting it rest clean during the night key ingredients ph
        balanced teatree oil and bha to soothe and strengthen for luminous and
        clear skin inspired by skins natural ph level following your skins
        slightly acidic natural ph level this cleanser helps balance your skin
        and protect it from troublecausing irritants cosrx standards all cosrx
        products are formulated with skinfriendly ingredients that alleviate
        irritated skin hypoallergenic dermatologist tested animal testingfree
        parabensfree sulfatesfree phthalatesfree
      - ' packsfor iphone headphones wired earbuds earphones nosie reduction builtin microphone  volume control headsets compatible with iphone xrxsxsepropro maxsupport all ios system headphones excellent compatibility compatibility with all lightning connector devices headphone are widely support with iphone  plus propro max pro pro max propro max pro pro maxsexs maxxxrdesigned specifically for mobile phones with builtin decoding chip perfectly support with all ios systems highquality soundthe iphone earbuds uses  copper core to provide lossless digital sound quality supports khz and bit audio output ensuring sound transmission stability and fidelity allowing you to better immerse yourself in the world of music during exercise enjoy the servicewe are committed to providing satisfactory service to all our customers uarantee to make sure every order you place is a great experience and that any questions heisted to contact us we quickly resolve any concerns you might have connection method you need to first open bluetth on your phone then insert the headset into the iphone a popup window will appear in a few seconds you need to click connect with icloud the second or later insertion of the phone will automatically connect ergonomic design ergonomic noise reduction inear headphones using highquality materials minimize the noise in the surrounding environment and bring you a better music experience it is suitable for your daily work study and sports use wearing it for a long time will not make you feel uncomfortable in your ears'
      - >-
        straw visor hat for women adjustable foldable beach uv sun protection
        packable hats wide brim allowing a ponytail or braid 
  - source_sentence: >-
      popsockets phone wallet with expanding grip and adapter ring for magsafe
      phone card holder wireless charging compatible wallet compatible with
      magsafe  black our durable popsockets wallet we call our popwallet is a
      sleek and secure way to carry your cards along with your phone with an
      attached phone grip you can avoid phone drops and kickstand your phone
      onthego includes our adapter ring for magsafe to upgrade your
      androidpixeliphone case or any nonmagsafe case to magsafe to unlock the
      power of snap on magsafe accessories wirelessly charge your phone by
      simply sliding off the magnetic phone wallet and setting on a wireless
      charging stand the magnetic popsockets wallet can hold up to three cards
      that are shielded from the magnets while inside the phone case wallet
      popsockets phone wallet is compatible with popsockets s mounts and cases
      for magsafe wireless chargers and nonpopsockets cases compatible with
      magsafe
    sentences:
      - >-
        dog gate for stairs pet gates for the house dogs screen mesh gate for
        doorways stairways indoor safety  inches tall  inch wide easy to install
        this dog gate measures x inches and is a perfect fit for gate widths
        ranging from  to  inches installing this magic pet gate is a breeze 
        simply attach four hooks on both sides of the gate and utilize the four
        elastic hooks on the mesh gate to effectively secure the gate in place
        dog safety mesh gates our mesh gates are suitable for most dogs and can
        be used as isolation gates to provide a secure and enclosed environment
        for you and your family to play and rest with your furry friends they
        are also great for keeping pets in specific locations to prevent them
        from running around helping your pets develop good habits upgraded
        material our pet gate uses highquality hook materials and damagefree
        tape ensuring a firm hold on the pet net without breaking off the net
        itself is made from highquality tensile fiber which can withstand pets
        grasping and biting without damage versatile usage our pet gate can be
        used in a variety of settings including staircases doors corridors
        aisles and even near fireplaces the included hooks can be firmly fixed
        to flat solid walls or wooden railings making installation a breeze
        please note that this gate is not suitable for use on wallpaper wet
        walls dusty surfaces or rugged walls quality guarantee you will receive
        a magic pet gate four hooks and an installation instruction manual we
        offer a lifetime warranty and full refund if for any reason you are not
        satisfied with your purchase
      - >-
        water bottle organizer for cabinet water bottle storage organizer  packs
        water bottle storage rack water bottle holder for cabinet stackable
        water bottle storage rack stackable design water bottle organizer adopts
        a stackable designdimension  xx inch space saving water bottle storage
        rack fit most pantry cabinets  refrigerators highquality materials
        bottle organizer is made of enduring and clear bpa free shatterresistant
        plastic waterproof and sturdy easy to install no tools required just
        connect bottle organizer for cabinets within  minutes benefits any
        problem with product please feel free to contact us
      - >-
        roydx non stick healthy ceramic cookware setlarge stockpot with
        steamerstainless steel pot set with detachable handles pfoapfas free for
        all stovesfamily partyspace savinginduction oven safe natural ceramic
        nonstick new arrivalsroydxs ultrasmooth nonstick cookware only requires
        less oil or butter for cooking and cleans spotlessly with minimal
        scrubbing bringing you a healthier easier kitchen experience large
        capacity pot for familyroydx  quart stock pot is ideal for large batch
        cooking and boiling blanching braising and soup making its wide bottom
        allows for the sauting of ingredients before the addition of liquids for
        soups and stews its perfect for parties and large family gettogethers
        healthy  nontoxic  all roydx pots and pans sets are free of ptfe pfoa
        pfas lead cadmium and other toxic materials that can leach into your
        food making them safe for you with your family and the environment ply
        impact bonded base  even heatingthe professional triple layer
        construction features a pure aluminium core with a polished stainless
        steel finish for a beautiful look thermal surround technology provides
        even heat to the bottom and side walls of the cooker space saving 
        multipurpose thanks to removable handles you can stack the pans and pots
        inone and keep your kitchen tidyroydx nonstick cookware set are portable
        and easy to move to the oven table and frige which are perfect for home
        cooking shared house dormitory camping and rv compatible with all stove 
        dishwasher safe stainless steel induction ready baseit is also suitable
        for gas stoves electric stoves ceramic stoves halogen stoves
        dishwashersovens stainless steel pan safe up to f nonstick fryingpan
        safe up to  whats in the boxthis set includes everything you need to get
        started right out of the box includingqt sauce panqt saute panqt
        stockpot with steamerfrypanremovable handlepot protectorsfridge storage
        lidsglass lid with silicone ringsilicone spatulasteak clipsegg beaters
        service  warranty roydx pans are backed by a lifetime manufacturers
        warranty except for commercial and restaurant use please feel free to
        contact us at any time and we will be happy to assist you
  - source_sentence: >-
      leobro disposable shower caps pcs shower caps shower cap for women
      waterproof disposable clear plastic shower cap for women thick plastic
      caps for hair treatment regular size  inch pcs thick plastic shower caps
      set of pcs  inch disposable shower caps made of high quality plastic thick
      not easy to be ripped and reusable plastic hair caps large quantity serve
      you for a long time premium elastic bath caps the perimeter of the elastic
      band is  cm  inch  without stretching  cm  inch stretched great shower
      caps keep hair well without being too tight and slipping fits most hair
      styles and sizes and wont overstretch after used comfortable shower caps
      quality shower caps odorless and without impurities elastic and roomy
      comfortable for wearing waterproof plastic shower caps well protect
      against water dust mud friction keep your hair dry clean and tidy easy to
      store  carry contracted shower cap every plastic hair cap is folded into a
      small stick soft and pretty light well save storage space and great for
      carrying portable terrific disposable shower caps for travel multipurpose
      shower caps fantastic large disposable shower caps for women men girl
      perfect plastic caps for hair treatment hair deep conditioning hair dyeing
      organize and protect your hair when doing face care spa salon having spray
      tan cooking cleaning house painting wall ideal guest supplies for hotel
      beauty salon workshop also great choice for covering food like fruit and
      dough shoes hat bicycle seat remote control and so on
    sentences:
      - >-
        m auto stop electric mason jar vacuum sealer   upgrade smart jar vacuum
        sealer for mason jars with wide and regular mouth canning jar lids
        portable mason jar sealer machine kit new upgraded m autostop vacuum
        work  our mason jar sealer upgrade from two buttons to work with one
        button no need for manual pressing place the mason jar vacuum sealer kit
        at the center and firmly press it onto the jar lid just press the button
        when the vacuum work is completed our mason jar vacuum will stop working
        automatically no need to stop manually musthave mason vacuum kit small
        appliances for your kitchen  our vacuum sealer for jars come with
        automatic electric mason vacuum sealer five wide mouth and five regular
        mouth canning lids for mason jars one cap opener for jars usb charging
        and user guide complimentary  label stickers to record the date and name
        of food storage highperformance motor stronger suction  our mason jar
        vacuum sealer solving the issue of not having enough suction power to
        handle large bottle caps and creating a vacuum environment  sealing in
        flavor nutritional value and freshness in time extended food storage led
        large screen and lasting work  upgrade high capacity battery it only
        take a  hours and can vacuum about  canning jars our jar vacuum sealer
        for mason jars built in led display for watching the sealing processit
        will automatically display the negative pressure value the vacuum seal
        for mason jars will automatically stop working when have done portable
        mason vacuum jars kit use in confidence  vacuum sealer for jars is made
        of abs plastic and foodgrade silicone doublelayer sealing silicone ring
        can help the jar vacuum sealer for sealing more easier this compact
        rechargeable jar sealer vacuum sealing is cordless and portable it is an
        great ideal canning gifts for family housewife
      - >-
        hello bello extra gentle unscented baby wipes  plant based  made with 
        water and aloe for babies and kids   count ultramighty for big messes
        ultragentle for sensitive skin fragrancefree for sensitive skin
        includes  ct packets of fragrancefree baby wipes for newborns and
        infants hello bello believes in giving back and has donated over 
        million diapers and a heckuva lot of wipes and care products to parents
        in need
      - >-
        hot pink sequin backdrop  panels ftxft photo backdrop curtains glitter
        background for wedding party stage decorations fuchsia backdrop curtain
        the total area covered by sequins backdrop is ft long x ft widtheach
        package contains  packs ft x ft party sequin backdropwith a inch rod
        pocket on the top for easy hanging wedding photo backdropthe fuchsia
        backdrop is made of mm round high density sequins material with mesh
        fabric backingall sides over locked with folded and hemmed edgessequins
        are not easy to drop seamless sequin photography backdropits one piece
        togetherbackdrop for partieswedding backdropbridal and baby shower
        backdropbirthday backdropphotoshoot backdrop and more care
        instructionsdry clean only do not machine wash and iron to avoid sequins
        falling off please fold and put back in the bag after you have used the
        background cloth you can use it many times durable photo booth backdrop
        applicable placethe hot pink backdrop are wonderful finishing touch for
        any theme partyyou can use it for home banquets bars indoor and outdoor
        parties decoration etc
  - source_sentence: >-
      open ear headphones open ear headphones open ear headphones open ear
      headphones open ear headphones open ear headphones
    sentences:
      - >-
        in car phone holder mount extreme terrain stability dashboard windshield
        air vent double metal hook cell phone holders for your car for iphone
        samsung all smartphones  all car model  in  ultimate car mountleading in
        innovation we introduce our eagerly awaited car phone holder featuring
        a  rotating suction base for easy sidetoside adjustments without
        reinstallation our unique double hook metal clip protects air vents from
        scratches and offers unparalleled stability enhancing your devices
        security by  be among the first to experience these industryleading
        features unrivaled adhesion  stabilityfeaturing a layer highviscosity
        reusable nano gel with a unique powerful airpressure valve that enables
        acmezing cell phone car mount to handle  pounds loads and extreme
        temperatures f to f whether youre in floridas heat or alaskas cold this
        phone mount for car securely sticks in your cockpit without any risk of
        melting or warping simply wash with water to restore adhesion leaving no
        damage or marks during removal or installation industry firstdouble
        metal clipour phone holder car comes with double metal hook that
        provides a  larger contact area and extends up to cm in length with its
        double hook metal clip and double triangle structure it offers more
        than  times the stability compared to the conventional clip this ensures
        absolute stability even during sudden stops sharp turns and bumpy rides
        our snap adjustment feature prevents blade sagging making the air
        conditioner deliver air in the right direction effortless installation  
        compatibilitystreamline your driving experience with our iphone car
        mount fast easy and hasslefree phone attachment and detachment in a
        click simplify complexity enjoy your journey the up and down position
        adjustable holder design is built to not obstruct headphone and charging
        cables as well as volume and power buttons compatible with  of car
        models and fits smartphones from  to  inches including thick cases its a
        musthave for your journey uncompromising quality  unwavering
        supportacmezing is dedicated to customer satisfaction committed to
        providing trusted products like our car phone holder mount and
        professional custom customer service for everyone who seeks a
        highquality lifestyle we solemnly promise a  month free product warranty
        if you have any productrelated questions we will patiently listen and
        respond proactively within  hours your voice is important and we look
        forward to communicating with you in depth
      - >-
        sheamoisture curl enhancing smoothie hair cream for thick curly hair
        coconut and hibiscus sulfate free and paraben free curl cream  oz
        sheamoisture coconut and hibiscus curl enhancing smoothie is the best
        hair cream and forming cream hair product for thick curly hair this
        styling cream for curl definition and is perfect for frizz control plus
        it smoothes hair for a soft silky feel and bouncy curls restores
        moisture creates brilliant shine and conditions hair without weighing it
        down sheamoistures hair cream for women or mens styling cream provides
        curl definition bounce and frizz control this curly hair product is
        infused with coconut oil silk protein and neem oil to add brilliant
        shine our hair product is the perfect hair cream for curls sheamoisture
        hair cream and styling cream is formulated with no silicone no sulfates
        no parabens no phthalates no mineral oil or petrolatum
      - >-
        bunk bed ladder safety cover bunk bed ladder pads to prevent kids from
        climbing ladders black bunk bed ladder lock suitable for most ladders
        block the child to climb bunk bed ladder cover provide an effective
        barrier that effectively stops babies from climbing the ladder on their
        own without parental care avoiding fall accidents and ensuring the
        safety of your baby while playing robust and durable materialsthe use of
        strong pp board as the inner liner the outer layer of heavyduty d
        waterproof oxford cloth package lightweight and not easy to deform the
        material is strong and durable odorless suitable for most laddersour
        bunk bed ladder pad measures xin and is designed for kids bunk bed
        ladders at the same time you can also use on the normal ladders play
        ground ladders gymnastic hall retail stores garden house ladders
        trampoline ladders and any similar sized ladders easy to install and
        storebunk bed ladder locks have six adjustable length safety buckles
        when in use just need to fasten and adjust to the right length when not
        in use can be folded storage will not take up a lot of space
  - source_sentence: >-
      baby hip carrier doctor recommendedbaby waist carrier hip seat all body
      typestoddler carrier for  lbs ergonomiceasy to put on ideal for handsfree
      parentinglumbar support grey approved by orthopedic doctors baby hip
      carrier is approved by orthopedic doctors ensuring safe and healthy baby
      carrying it puts your babys hips in the pediatricrecommended m position
      reducing painful spine curvature for both babies and grownups adaptable
      and longlastingtrexbabe hip seat grows with your little one it is suitable
      for newborns up to yearold toddlers or  lbs with four positions available 
      feeding side carrying front facing and face to face  you can easily adapt
      the carrier to your babys needs as they grow the baby carrier with hip
      seat provides additional support and comfort for both you and your baby
      back pain relief for caregiversour hip seat carrier is thoughtfully
      designed to distribute your babys weight evenly across your hips and waist
      relieving pressure on your back and shoulders say goodbye to backache and
      discomfort as our hip seat carrier for baby provides the support you need
      for longlasting comfort during extended outings or daily tasks the baby
      holder carrier is designed to prioritize your comfort as well lightweight 
      large storageweighing less than  pound the baby waist carrier hip seat is
      lightweight and convenient it also doubles as a diaper bag with large
      storage pockets eliminating the need for an extra bulky bag you can
      conveniently carry essential items such as diapers wipes and bottles while
      keeping your hands free the hip seat carrier offers a practical solution
      for parents on the go breathable  machine washable the soft and breathable
      fabric of our hip carrier allows for easy airflow ensuring your baby stays
      cool and comfortable the hip baby carrier is designed with both comfort
      and convenience in mind providing a breathable and easytoclean option for
      parents 
    sentences:
      - >-
        patriotic tablecloth round  inch th of july table cloth washable
        spillproof wrinkle free blue red white independence day holiday fabric
        table cover for indoor outdoor kitchen dinning round tables material 
        polyester waterproof and spillproof fabric durablesoft stain
        resistantshrinkresistant and easy cleaning featurethis round patriotic
        tablecloth use fabric of water resistantstain resistanteasy cleaningcan
        use both indoor and outdoors size the round july th tablecloth measures 
        inch cmin diameter and the tablecloth would fits a  inch table occasion
        you can use indoor and outdoorespecially for bbqs parties picnicshost
        backyardholiday gatherings dinner with families and friends easy to care
        machine wash cold separately gentle cycle tumble dry low low iron if
        needed or spot with a damp cloth or sponge for simple cleanup
      - >-
        gurunanda teeth whitening strips   treatments with  strips  professional
        enamelsafe strips for sensitive teeth  nonslip dry strip technology
        hydrogen peroxides whitening magic penetrates tooth enamel helping to
        break down stains  discoloration while coconuts soothing touch minimizes
        sensitivity ensuring a gentle whitening experience our strips offer
        superior adhesion for hasslefree application  stay put for up to  hours
        for effective whiter teeth for best results avoid eating sleeping or
        smoking while using the strips apply the strips daily for  minutes  see
        visible results in  days our kit consists of  strips professional 
        express for  treatments covering both upper  lower teeth for whitening
        experience noticeable effects in just  day with our  express whitening
        strips apply for  minutes daily to instantly brighten your smile use at
        home office during travelanytime anywhere our easytopeeloff strips
        effectively remove hard stains from coffee wine and smoking our product
        is enamelsafe vegan and crafted in an fdaregistered facility for a
        secure dental care routine
      - >-
        gifts for friends woman birthday gifts friendship gifts for women
        friends bestie bff thank you gifts for best friend her recipe for a
        special friend cutting board gift friend gifts for women special words
        and lovely elements on the best friend cutting board could immediately
        deliver your appreciation and love to your best friend friend gifts for
        her bff birthday gifts for best friends female friend gifts for women
        friend friendship birthday gifts for women bestie gifts gift for friends
        female on christmas thanksgiving day graduation appreciation week or
        other festival friendship gifts for women friends it is unique kitchen
        gifts for women friend best friend soul sister female friend bestie to
        share in good times and create good memories every glance at this
        birthday gifts for women friendship will remind your friends of the
        precious and happy time youve spent together in office or daily life
        which is a distinctive way to commemorate your friendship women friends
        giftsmmade of high quality bamboo material our kitchen cutting boards
        are polished multiple times for a smooth surface and rounded edges and
        are finished with our proprietary foodsafe blend of oils each board has
        a unique wood grain the cutting boards are durable and resistant to
        stains and excess moisture put a smile on someones faces it measures l x
        w x h the carefully crafted cutting boards are both beautiful and
        functional and can be displayed in the kitchen as an excellent
        decorative piece or used on a daily basis every time someone look at the
        cutting board you sent while cooking she will feel your love through the
        warm words on the cutting board eyecatching decorations its perfect for
        any occasion from birthdays to weddings housewarmings to christmas day
        and more as a functional piece of art its perfect for anyone who enjoys
        hosting guests cooking and a tasteful decorative cutting board in the
        kitchen add visual appeal to your dining table with these functional art
        pieces it can hold steaks fruits or dinners and can also be used as a
        dessert plate cheese board and grill board

SentenceTransformer based on intfloat/e5-base-v2

This is a sentence-transformers model finetuned from intfloat/e5-base-v2. 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: intfloat/e5-base-v2
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 768 tokens
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: 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("wjunwei/ecommerce_text_embedding_retrieval")
# Run inference
sentences = [
    'baby hip carrier doctor recommendedbaby waist carrier hip seat all body typestoddler carrier for  lbs ergonomiceasy to put on ideal for handsfree parentinglumbar support grey approved by orthopedic doctors baby hip carrier is approved by orthopedic doctors ensuring safe and healthy baby carrying it puts your babys hips in the pediatricrecommended m position reducing painful spine curvature for both babies and grownups adaptable and longlastingtrexbabe hip seat grows with your little one it is suitable for newborns up to yearold toddlers or  lbs with four positions available  feeding side carrying front facing and face to face  you can easily adapt the carrier to your babys needs as they grow the baby carrier with hip seat provides additional support and comfort for both you and your baby back pain relief for caregiversour hip seat carrier is thoughtfully designed to distribute your babys weight evenly across your hips and waist relieving pressure on your back and shoulders say goodbye to backache and discomfort as our hip seat carrier for baby provides the support you need for longlasting comfort during extended outings or daily tasks the baby holder carrier is designed to prioritize your comfort as well lightweight  large storageweighing less than  pound the baby waist carrier hip seat is lightweight and convenient it also doubles as a diaper bag with large storage pockets eliminating the need for an extra bulky bag you can conveniently carry essential items such as diapers wipes and bottles while keeping your hands free the hip seat carrier offers a practical solution for parents on the go breathable  machine washable the soft and breathable fabric of our hip carrier allows for easy airflow ensuring your baby stays cool and comfortable the hip baby carrier is designed with both comfort and convenience in mind providing a breathable and easytoclean option for parents ',
    'patriotic tablecloth round  inch th of july table cloth washable spillproof wrinkle free blue red white independence day holiday fabric table cover for indoor outdoor kitchen dinning round tables material  polyester waterproof and spillproof fabric durablesoft stain resistantshrinkresistant and easy cleaning featurethis round patriotic tablecloth use fabric of water resistantstain resistanteasy cleaningcan use both indoor and outdoors size the round july th tablecloth measures  inch cmin diameter and the tablecloth would fits a  inch table occasion you can use indoor and outdoorespecially for bbqs parties picnicshost backyardholiday gatherings dinner with families and friends easy to care machine wash cold separately gentle cycle tumble dry low low iron if needed or spot with a damp cloth or sponge for simple cleanup',
    'gurunanda teeth whitening strips   treatments with  strips  professional enamelsafe strips for sensitive teeth  nonslip dry strip technology hydrogen peroxides whitening magic penetrates tooth enamel helping to break down stains  discoloration while coconuts soothing touch minimizes sensitivity ensuring a gentle whitening experience our strips offer superior adhesion for hasslefree application  stay put for up to  hours for effective whiter teeth for best results avoid eating sleeping or smoking while using the strips apply the strips daily for  minutes  see visible results in  days our kit consists of  strips professional  express for  treatments covering both upper  lower teeth for whitening experience noticeable effects in just  day with our  express whitening strips apply for  minutes daily to instantly brighten your smile use at home office during travelanytime anywhere our easytopeeloff strips effectively remove hard stains from coffee wine and smoking our product is enamelsafe vegan and crafted in an fdaregistered facility for a secure dental care routine',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Training Details

Training Dataset

Unnamed Dataset

• Size: 3,200 training samples
• Columns: sentence_0, sentence_1, and label
• Approximate statistics based on the first 1000 samples:

  	sentence_0	sentence_1	label
  type	string	string	int
  details	min: 8 tokens mean: 217.15 tokens max: 512 tokens	min: 8 tokens mean: 217.72 tokens max: 512 tokens	0: ~87.50% 1: ~12.50%

• Samples:

  sentence_0	sentence_1	label
  usb c to lightning cable pack ft apple mfi certified iphone fast charger fast charging type c to lightning cable for iphone pro max xr xs and more quality and servicegherel usb c to lightning cable feet long convenient to charge your device in bedroom sofa office travel even if you are in the back seat of the car if you have any questions please feel free to contact us our service team will provide you with a satisfactory solution within hours apple mfi certified gherel apple mfi certified usb to lightning cableguaranteed no popup warning messages these iphone fast charger cables use the newest c lightning end design for fast charging which can safely and quickly charge your iphone device nylon braided the usb c to lightning cable is braided with nylon material for extra protection and durability braided nylon insulation and precision layered welded connectors make the cable more durable stronger and tanglefree than regular iphone charger cables rigorously tested over bends to withstand daily connection demands and longterm use quick charge data syncthe iphone charging cable adopts the latest mfi c lightning end which is specially designed for fast power supply which can charge your phone fast its charging speed is faster than ordinary lightning cables it also supports data transfer speeds of up to mbps to easily transfer music photos and files between iphone and macbook in seconds compatibilityusb c to iphone cable supports pd fast chargefor iphone pro pro max mini pro pro max mini pro pro maxxs maxxsxrx plus and iphone plus etc note you will need a usbc port wall charger for fast charging	usb c to lightning cable pack ft apple mfi certified iphone fast charger fast charging type c to lightning cable for iphone pro max xr xs and more quality and servicegherel usb c to lightning cable feet long convenient to charge your device in bedroom sofa office travel even if you are in the back seat of the car if you have any questions please feel free to contact us our service team will provide you with a satisfactory solution within hours apple mfi certified gherel apple mfi certified usb to lightning cableguaranteed no popup warning messages these iphone fast charger cables use the newest c lightning end design for fast charging which can safely and quickly charge your iphone device nylon braided the usb c to lightning cable is braided with nylon material for extra protection and durability braided nylon insulation and precision layered welded connectors make the cable more durable stronger and tanglefree than regular iphone charger cables rigorously tested over bends to withstand daily connection demands and longterm use quick charge data syncthe iphone charging cable adopts the latest mfi c lightning end which is specially designed for fast power supply which can charge your phone fast its charging speed is faster than ordinary lightning cables it also supports data transfer speeds of up to mbps to easily transfer music photos and files between iphone and macbook in seconds compatibilityusb c to iphone cable supports pd fast chargefor iphone pro pro max mini pro pro max mini pro pro maxxs maxxsxrx plus and iphone plus etc note you will need a usbc port wall charger for fast charging	1
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• Loss: ContrastiveTensionLoss

Training Hyperparameters

Non-Default Hyperparameters

• num_train_epochs: 5
• 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: 8
• per_device_eval_batch_size: 8
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_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: 5
• 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: False
• 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}
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch
• 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: False
• hub_always_push: False
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• 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
• dispatch_batches: None
• split_batches: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin

Training Logs

Epoch	Step	Training Loss
1.25	500	7.8285
2.5	1000	4.1509
3.75	1500	3.685
5.0	2000	3.6183

Framework Versions

• Python: 3.10.12
• Sentence Transformers: 3.0.1
• Transformers: 4.41.2
• PyTorch: 2.3.0+cu121
• Accelerate: 0.31.0
• Datasets: 2.20.0
• Tokenizers: 0.19.1

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",
}

ContrastiveTensionLoss

@inproceedings{carlsson2021semantic,
    title={Semantic Re-tuning with Contrastive Tension},
    author={Fredrik Carlsson and Amaru Cuba Gyllensten and Evangelia Gogoulou and Erik Ylip{"a}{"a} Hellqvist and Magnus Sahlgren},
    booktitle={International Conference on Learning Representations},
    year={2021},
    url={https://openreview.net/forum?id=Ov_sMNau-PF}
}