last-checkpoint/README.md

metadata

language:
  - en
license: apache-2.0
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:386737
  - loss:CachedMultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget:
  - source_sentence: |-
      title: 
      Car Wars Arena Game
    sentences:
      - >-
        description

        Cute Duck on Swing can not only be used in car mirrors but can also be
        hung in your garden windowsill kitchen etc in your office or home

        Drop your favorite perfume oil on the bottom

        After absorbing the essential oil it will give off a charming fragrance

        Cute car mirror trim ducks are easy to install Just fasten the lanyard
        and hang it on the car rearview mirrorCute Duck on Swing Car Ornament is
        perfect for hanging car mirrors beautiful decorations in car interior
        and home decoration The Swing Duck reflects the owners personality and
        aesthetic and harmonises with the interior

        Reliable material the Cute Duck on Swing car pendant with a lovely shape
        is mainly made of gypsum material stable and smooth solid and sturdy
        offering a long service life And you can also add some perfume to it
        which will make your driving tour more relaxing

        Quantity and dimension you will receive 1 piece of Cute Duck on Swing
        car hanging ornament in the package The rope measures about 15 inches in
        length and the rope is adjustable according to your needs

        Safe and comfortable Small and exquisite does not affect the driving
        line of sight The main body part is the right length to avoid hitting
        the glass when braking The Swing Duck will shake when driving which can
        eliminate the drivers visual fatigue very well

        Aftersales guarantee The product is covered and packaged with bubble
        film which is not easy to be damaged If you have any questions please
        contact us and we will solve it within 24 hours
      - >-
        description

        This new version of Spot It combines different characters from Marvel
        comics with one of the most emblematic family games Players try to spot
        the single matching symbol between two cards in a playful battle of
        speedy observation Featuring some of the most iconic Marvel Super Heroes
        Iron Man Captain America Black WidowMARVEL CARD GAME Spot It hones
        players observational skills and lightningfast reflexes as the whole
        family enjoys five different games modes that test whos the fastest to
        spot matching symbols and call them out Marvel fans will race to find
        some of the most iconic Super Heroes Iron Man Captain America and Black
        Widow

        FAMILY GAME NIGHT Fun symbols and pictures cover every card in a Spot It
        deck making it the perfect game for family game night Each card has
        exactly one matching symbol or picture in common with the other cards in
        the deck Spot it first and you win

        BEST KIDS GAME Spot It helps develop focus visual perception skills
        speechlanguage skills and fine motor skills Players of all ages will
        enjoy the engaging tactile gameplay

        PERFECT TRAVEL GAME Spot It Is fast to learn and teach and its portable
        tin makes it the perfect game to take anywhere

        NUMBER OF PLAYERS AND AVERAGE PLAYTIME Spot It Marvel Emojis is designed
        for 2 to 8 players and is the perfect game for kids ages 6 and up The
        average playtime is approximately 15 minutes
      - >-
        description

        To be the best  Youve got to beat the best  and that means taking to the
        many different autodueling arenas across the Car Wars world and testing
        yourself under all kinds of conditions Car Wars Arenas gives hardcore
        autoduelists more exciting locations to showcase their skills and blow
        away their opponents The boxed set contains five onesided 22 x 34 arena
        maps and a booklet detailing the special features of each arena The
        rules will also cover revised versions of popular variants like
        corporate team dueling an AADA pro circuit and more The arena designs in
        Car Wars Arenas have appeared in various Car Wars supplements including
        the Car Wars Arena Book and The AADA Duel Circuit LOutrance but only as
        scaleddown maps In this set they come out of the box ready to play in
        full Car Wars Classic scaleThe most dangerous arenas in autoduelling
        history printed at full scale and ready to play

        Expansion for base game
  - source_sentence: >-
      title: 

      Trains Locomotives Railroad Fan Degree Custom Gag Diploma Doctorate
      Certificate Funny Customized Joke Gift  Novelty Item
    sentences:
      - >-
        description

        One customized novelty certificate 85 x 11 inch printed on premium
        certificate paper with official border Includes embossed Gold Seal on
        certificate Custom produced with your own personalized information Any
        name and any date you chooseFully customized with ANY NAME and ANY DATE
        of your choice

        Great custom novelty gift with a personalized touch

        Show your uniqueness or celebrate someones favorite interest talent or
        hobby

        Top quality certificate also includes official embossed GOLD SEAL for
        added appeal

        Personalized certificate makes a thoughtful gift for any occasion
      - >-
        description

        Magic The Gathering  Ashiok Nightmare Muse  Theros Beyond DeathName
        Ashiok Nightmare Muse

        Set Theros Beyond Death

        A single individual card from the Magic the Gathering MTG trading and
        collectible card game TCGCCG
      - >-
        description

        Air Dancers inflatable tube man 20ft blue custom embroidered with WINDOW
        TINT down the center in white lettering This same message is embroidered
        on the second side as well This Air Dancers inflatable tube man is
        compatible with all 18 diameter Velcro mount blowers Blower not included
        Spend the extra money to let your customers know what you are
        promotingDesigned to Grab Attention  the dynamic waving motion fringed
        hair eyes and iconic face attract customers to your business and bring
        attention to whatever youre promoting

        Long Lasting  Durable Material  LookOurWay Air Dancers are constructed
        with high strength polyamide nylon silk with added tarpaulin ensuring a
        longlasting flexible ripproof product

        CostEffective Marketing Tool  Promote your business or grand opening
        event with our affordable dancing tube man Air Dancers are a great way
        to get your business noticed at a low cost

        Perfect Promotional Gift  Is anyone close to you starting their new
        business or hosting an event Surprise them with this innovative
        advertising gift and help them attract new customers in style

        Product Specifications  Air Dancers inflatable tube man attachment
        height 20 Feet  Attachment diameter 18 inches  Compatible with all 18
        inch diameter velcro mount blowers  Blower Not Included
  - source_sentence: >-
      title: 

      HobbyPark Aluminum Axle Carriers Knuckle LR Replacement of 5334 for
      Traxxas 110 ERevo BrushlessRevo 33SummitEMaxxTMaxx RC Monster Truck 4Pack
      Blue
    sentences:
      - >-
        description

        Hunt for eggs with this fun LEGO BrickHeadz Easter Bunny construction
        character Check out its cute cheeks and enormous movable ears This
        perfect seasonal gift also comes with a detachable carrot and bucket
        plus 2 Easter eggs and flowers and stands on a buildable collectors
        baseplate with a seasonal calendar and BrickHeadz logo for easy display
        in the home office or anywhere they likeBuildable LEGO BrickHeadz Easter
        Bunny construction character features decorated eyes movable ears and a
        detachable carrot and bucket

        Also includes 2 buildable Easter eggs and flowers

        Each LEGO BrickHeadz construction character comes with its own buildable
        collectors baseplate featuring a seasonal calendar and BrickHeadz logo

        Have fun growing your LEGO BrickHeadz collection with other characters
        from your favorite films TV series games and comics

        Mash up your LEGO BrickHeadz construction characters to create supercool
        hybrids or your own amazing characters

        Stands over 4inch 12cm tall without baseplate and baseplate measures
        over 4inch 12cm wide and 1inch 5cm deep
      - >-
        description

        LITTLE RETRO TOYS THAT PROMISE LOTS OF FUN

        Ol School Entertainment

        Simple yet addictively fun uncomplicated yet thoroughly entertaining
        these rubber ball poppers keep sparking smiles over and over again
        Inspired by their  90s counterparts these retro popup toys fuel the fun
        with a simple action Just flip them inside out place them on a flat
        surface wait for a second or two and watch them let out a delightful pop
        and jump off the ground Little ones will love the fun assortment of
        color and superhero terms such as BAM POW BOP sayings among others
        Theyre perfect for fun indoors outdoors and away from home

        Great for Gifting

        Whether youre looking for party favors for your little ones birthday
        party unique party supplies prizes for that kids carnival or contest or
        good behavior incentives for your star students these rubber poppers are
        guaranteed to be a hit Every set not only comes with 12 poppers to give
        you enough to dish around but also a 100 moneyback guarantee to give you
        total peace of mind Inspire a rush of smiles and giggles without having
        anything to lose

        Heres why youll love these popper toys

        Come in a pack of 12 to give you great value

        Includes a fun assortment of superhero terms for even more fun

        Very easy to use by kids as young as 3

        Great for keeping little ones occupied when traveling

        Make great party favors for boys and girls

        Backed by a nohassle 100 moneyback guarantee

        Spread smiles and delight with these superfun retro poppersBULK PACK OF
        12 Get the best bang for your buck as you treat the kiddos to a total
        blast Every set comes with 12 superhero themed poppers They include
        terms such as BAM POW BOP sayings among others Assortment may vary

        AWESOME RETRO FUN A blast from the past that the little ones will simply
        love These half rubber ball poppers are simple but oh so fun Flip them
        inside out place them on a flat surface and watch them pop Just what you
        need to spark instant smiles

        TAKE THEM ON THE GO Pocketsized fun to make time away from home less of
        a drag These popup rubber ball toys measure 175 in diameter Slip one in
        your pocket whip it out whenever boredom starts to set in and brighten
        up any slow day with old school fun

        COOL PARTY FAVORS Looking for birthday party favors for boys and girls
        Goodie treat bag fillers that suit just about any theme The jumping ball
        toys are guaranteed to be a hit Theyre also great as piata fillers good
        behavior incentives and stocking stuffers For kids 3

        BUY RISKFREE We fully stand behind our products with a best satisfaction
        and 100 moneyback guarantee Not satisfied with these superhero sayings
        poppers Well send you a replacement or issue a full refund Click Add to
        Cart now to get your set riskfree
      - >-
        description

        Note The color of the item may vary slightly due to photography and your
        own computer Theres some little error from human measuring

        Customer Satisfaction Guarantee

        If you are not 100 completely satisfied with our products please do not
        hesitate to contact us to request a refund or exchange

        Item

        Aluminum Axle Carriers Knuckle LR

        Package Include

        4 pieces 2x Right  2xLeft

        Features

        Made Of Quality Aluminum AlloyReplacement of Part 53345334R CNC machined
        for precision

        Compatible with

        Traxxas 110 EMaxx Brushless  EMaxx  ERevo Brushless  ERevo TMaxx RC
        Monster Truck Car

        Note

        Check your specific models manual for compatibilityor Contact usCNC
        machined for precisionIncreased strength and precisionEasy upgrade from
        the original part

        Compatible with Traxxas 110 EMaxx Brushless  EMaxx  ERevo Brushless 
        ERevo TMaxx RC Monster Truck Car

        Replacement of Part 53345334R

        Package Include 4 pieces As shown in the picture

        Produced By HobbyPark Well made and durable100 New
  - source_sentence: >-
      title: 

      Skyrocket Beastie Buds Interactive Electronic Toy for Boys and Girls Snap
      Dragon Dancing Slug Chomping Plant with Attitude
    sentences:
      - >-
        description

        Specification

        Material metal Color as shown Quantity 1x dollhouse coffee pot

        Note
         Keep the miniatures dry and cool avoid sunlight Small parts please use under the supervision of adults  Customer Service We have a 100 satisfaction guarantee If you have any question before or after purchasing please feel free to contact us
        Odoria Miniature

        Meet more miniatures in our shop

        Odoria
         Youve never seen these beforeScale 112 miniature dollhouse accessories
        Package Included 1x miniature coffee pot Not Including Other Items

        Dimension LxWxH 11x06x11 inch

        Application Suitable for 112 scale miniature kitchen decoration delicate
        ornaments for dollhouse additional items to make your dollhouse more
        complete

        High Quality Exquisite details perfect as gift for friends It will bring
        more fun to your dollhouse decoration
      - >-
        description

        From the anime series Demon Slayer Kimetsu no Yaiba comes a DX figma of
        Inosuke Hashibira Using the smooth yet poseable joints of figma you can
        create a variety of poses from the series A flexible plastic is used for
        important areas allowing proportions to be kept without compromising
        posability He comes with three face plates including a standard face an
        unmasked face and an angry face Optional parts include his Nichirin
        Blade expression effect stickers his boar mask and attacking effect
        parts for recreating his Beast Breathing techniques An articulated figma
        stand is included to display the figma in a variety of posesA Max
        Factory import

        From the hit anime Demon Slayer Kimetsu no Yaiba

        Comes with three face plates including a standard expression unmasked
        face and an angry face

        Optional parts include his Nichirin Blade expression effect stickers his
        boar mask and attacking effect parts

        Articulated figma stand is included for multiple posing options
      - >-
        description

        Feeeeed Me These arent your mommas spring flowers Beastie Buds are alive
        Theyre snarky theyre cantankerous and theyre HUNGRY These funny
        interactive plants are real beasts to take care of Pet their heads and
        they rise from the dirt Rub the wrong wayLook outthey might bite Beastie
        Buds dont like sun and water they prefer eating slugs and bugs Gross
        They mumble and grunt but music can soothe these savage beasts Plug in a
        boom box and theyll dance to the beat of their favorite tunes Beastie
        Buds the plants with attitudeInteractive plant creature that reacts to
        your touch

        Feed him slug balls again and again

        Includes boom box to make him dance

        50 sounds  reactions
  - source_sentence: >-
      title: 

      Hatchimal Pixies Riders  Lilac Luna Pixie and Swanling Glider Set with
      Mystery Feature
    sentences:
      - >-
        description

        From the Manufacturer

        A fun and girly way to liven up your wallssatin soft sculpture for wall
        or ceiling decoration5 color striped satin rainbowSatin soft sculpture
        for wall or ceiling decoration

        5 color striped satin rainbow

        Blue satin clouds with heart pattern

        Satin flower and heart motifs with Satin ribbons

        Crystal beaded fringe
      - >-
        description

        Introducing an allnew mystical connection between Hatchimals and Pixies
        Pixies Riders These beautiful Pixies feature fluttery wings poseable
        heads and legs and come with a matching Glider they can really ride When
        these stunning Hatchimals duos ride together they measure 35 inches tall
        Pixies Riders have a magical unboxing experience First hatch the heart
        to reveal your perfect Pixie Next slide the box out of its sleeve and
        open the enchanted castle inside Discover your gorgeous Hatchimals
        Glider necklaces and tiaras for your Pixie and Glider a display stand
        and an exclusive Hatchtopia Life code to use in the free app compatible
        on iOS and Android devices Once youve unboxed your fantastical Pixie and
        Glider the box becomes a palace playset unique to your Pixies Riders duo
        You can also flip the heart over and use it to display your new friends
        in front of their castle When youre finished playing close up the box
        and take it with you anywhere you go With 10 Pixies Riders to collect
        including two special editions each sold separately which mystical pair
        will be your favorite Each Pixies Riders duo has a unique feature like
        metallic glowinthedark color change and more Add all of the majestic
        Pixies Riders to your collection and ride into adventurePIXIES RIDER AND
        HATCHIMALS GLIDER This Pixie has fluttery wings poseable legs and comes
        with a matching Glider she can really ride Both have beautiful mystical
        details and poseable heads

        MYSTERY FEATURES AND MATCHING ACCESSORIES Each duo includes 4 matching
        accessories and 1 of 10 unique features to discover like fuzzy color
        change metallic and more What feature will you reveal

        MAGICAL UNBOXING The box becomes a playset and a beautiful display for
        your Pixies Riders Each box has different artwork to enhance your
        magical Hatchimals storytelling Collect all 10 castles

        Includes 1 Hatchimals Pixie 1 Hatchimals Glider 4 Accessories 1 Display
        Stand 1 Checklist 1 Instruction Sheet 1 Hatchtopia Life App Token
      - >-
        description

        The CRIMSON GUARD are the elite shock troops of the COBRA legions All
        Sieges must hold a degree in either law or accounting and must be in top
        physical condition Final stages of training take place in the deepest
        recesses of COBRA Headquarters and are purported to involve an
        initiation ceremony too hideous to describeBuilding the perfect army
        just got a little easier Great for the real GI Joe collectorCelebrate 25
        years of the ultimate action team with these articulated action figures
        Figures also comes with interchangeable weaponsGI Joe 25th Anniversary 3
        34 Action Figure Collection from Hasbro

        This Toys R Us exclusive trooper builder set includes 5 Crimson Guard
        action figures

        For Ages 5  Up
pipeline_tag: sentence-similarity
library_name: sentence-transformers

EmbeddingGemma-300m trained on toys and games

This is a sentence-transformers model finetuned from google/embeddinggemma-300m. 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: google/embeddinggemma-300m
• Maximum Sequence Length: 256 tokens
• Output Dimensionality: 768 dimensions
• Similarity Function: Cosine Similarity
• Language: en
• License: apache-2.0

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': 256, 'do_lower_case': False, 'architecture': 'Gemma3TextModel'})
  (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): Dense({'in_features': 768, 'out_features': 3072, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
  (3): Dense({'in_features': 3072, 'out_features': 768, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
  (4): 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("rabaevn/EncodeRec_Toys")
# Run inference
queries = [
    "title: \nHatchimal Pixies Riders  Lilac Luna Pixie and Swanling Glider Set with Mystery Feature",
]
documents = [
    'description\nIntroducing an allnew mystical connection between Hatchimals and Pixies Pixies Riders These beautiful Pixies feature fluttery wings poseable heads and legs and come with a matching Glider they can really ride When these stunning Hatchimals duos ride together they measure 35 inches tall Pixies Riders have a magical unboxing experience First hatch the heart to reveal your perfect Pixie Next slide the box out of its sleeve and open the enchanted castle inside Discover your gorgeous Hatchimals Glider necklaces and tiaras for your Pixie and Glider a display stand and an exclusive Hatchtopia Life code to use in the free app compatible on iOS and Android devices Once youve unboxed your fantastical Pixie and Glider the box becomes a palace playset unique to your Pixies Riders duo You can also flip the heart over and use it to display your new friends in front of their castle When youre finished playing close up the box and take it with you anywhere you go With 10 Pixies Riders to collect including two special editions each sold separately which mystical pair will be your favorite Each Pixies Riders duo has a unique feature like metallic glowinthedark color change and more Add all of the majestic Pixies Riders to your collection and ride into adventurePIXIES RIDER AND HATCHIMALS GLIDER This Pixie has fluttery wings poseable legs and comes with a matching Glider she can really ride Both have beautiful mystical details and poseable heads\nMYSTERY FEATURES AND MATCHING ACCESSORIES Each duo includes 4 matching accessories and 1 of 10 unique features to discover like fuzzy color change metallic and more What feature will you reveal\nMAGICAL UNBOXING The box becomes a playset and a beautiful display for your Pixies Riders Each box has different artwork to enhance your magical Hatchimals storytelling Collect all 10 castles\nIncludes 1 Hatchimals Pixie 1 Hatchimals Glider 4 Accessories 1 Display Stand 1 Checklist 1 Instruction Sheet 1 Hatchtopia Life App Token',
    'description\nThe CRIMSON GUARD are the elite shock troops of the COBRA legions All Sieges must hold a degree in either law or accounting and must be in top physical condition Final stages of training take place in the deepest recesses of COBRA Headquarters and are purported to involve an initiation ceremony too hideous to describeBuilding the perfect army just got a little easier Great for the real GI Joe collectorCelebrate 25 years of the ultimate action team with these articulated action figures Figures also comes with interchangeable weaponsGI Joe 25th Anniversary 3 34 Action Figure Collection from Hasbro\nThis Toys R Us exclusive trooper builder set includes 5 Crimson Guard action figures\nFor Ages 5  Up',
    'description\nFrom the Manufacturer\nA fun and girly way to liven up your wallssatin soft sculpture for wall or ceiling decoration5 color striped satin rainbowSatin soft sculpture for wall or ceiling decoration\n5 color striped satin rainbow\nBlue satin clouds with heart pattern\nSatin flower and heart motifs with Satin ribbons\nCrystal beaded fringe',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 768] [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[ 0.5900, -0.1375,  0.2649]])

Training Details

Training Dataset

Unnamed Dataset

• Size: 386,737 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 8 tokens mean: 26.17 tokens max: 70 tokens	min: 14 tokens mean: 163.64 tokens max: 256 tokens

• Samples:

  title	description
  title: Meeruz 5Pcs Magic Butterfly Flying in The Book Fairy Rubber Band Powered Wind Up Butterfly Toy Great Surprise for Wedding and Birthday Gifts	description Wind up this clever little device and hide it inside a book or greeting card When it is set free the butterfly will spin and fly up to 20 feet in the air Amazing These are made adorable stocking stuffers for the kids They are so much fun to use You can place one in a book a card or wherever you please and have it fly out when somebody opens it which is very fun and a cute surpriseMagic flying butterflies small and flexible watch their face as heshe opens the wish card there will be a beautiful butterfly flying out which can gives her eyes a bright and pleasant surprise You can put it in cards books letters you name it Flies a great distance in the air Prank your parents kids colleagues and more NOTE Designs will come at random
  title: GDOOL 12010 Wheel Hex Accessories Spare Parts for 116 16890A 16890 16889 16889A RC Cars	description 12010 Wheel Hex Accessories Spare Parts for 116 16889 16890 RC CarsOriginal Accessories and Qaulity GuaranteeIt work with any 116 4WD 16889 16890 RC Monster Trucks 100 Brand NewIt is perfect for vehicle type cars practical and durable for longterm use Item No12010 Wheel Hex High QualityIt made of High Quality ABS Plastic 100 environmentfriendly and it is a good choice of your truck Good Aftersales service30Day Money Back Guarantee and Ready to respond within 24 hours
  title: Turnigy 2700mAh 3S 20C Lipo Pack Suitable for Quanum Nova Phantom QR X350	description Turnigy batteries are known the world over for performance reliability and price Its no surprise to us that Turnigy Lipoly packs are the goto pack for those in the know Turnigy batteries deliver the full rated capacity at a price everyone can afford Turnigy batteries are equipped with heavy duty discharge leads to minimise resistance and sustain high current loads Turnigy batteries stand up to the punishing extremes of aerobatic flight and RC vehicles Each pack is equipped with gold plated connectors and JSTXH style balance connectors All Turnigy Lipoly batteries packs are assembled using IR matched cellsYou wont find a better deal in Lipoly batteries anywhereSpecMinimum Capacity 2700mAhConfiguration 3S1P 111v 3CellConstant Discharge 20CPeak Discharge 10sec 40CPack Weight 205gPack Size 105 x 35 x 29mmCharge Plug JSTXHDischarge plug XT60Note For use with Walkera QR X350 a battery plug adapter is required See related items below

• Loss: CachedMultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 8,
      "gather_across_devices": false
  }
  

Evaluation Dataset

Unnamed Dataset

• Size: 82,872 evaluation samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 9 tokens mean: 25.53 tokens max: 77 tokens	min: 16 tokens mean: 163.11 tokens max: 256 tokens

• Samples:

  title	description
  title: Blue and Black Silver Balloon garland kit 140pcs Royal blue and silver starburst Disco ball balloons for men 30th Birthday Party graduation 80s 90s Disco theme Decorations	description Blue Black silver Balloon Dark Blue Chrome Silver Disco Theme Balloons garland KIT including 130Pcs balloons in 4 sizes 5101218 inchand Large 27inch silver starburst 5pcs 22inch Silver Disco Balloons 4 balloon toolsenough for 1216FT Garland Classics color theme For 80s90sY2k Disco Music theme PartyLets lose yourself to Dance One more timeDisco Blue Black silver Balloon Dark Blue Chrome Silver Disco Theme Balloons garland KIT including 130Pcs balloons in 4 sizes 5101218 inchand Large 27inch silver starburst 5pcs 22inch Silver Disco Balloons 4 balloon toolsenough for 1216FT Garland Classics color theme For 80s90sY2k Disco Music theme PartyLets lose yourself to Dance One more time Kozee Reliable Color We insist on 100 real photography by using Color Correction CardProviding True Color of every single balloonswhat you have to do is trust your color insprition and ideaReliable Consistent Color Balloons to Make your Party Decor Perfect Create your own Themed decorcan be used fo...
  title: Brown Resin Hand Painted Basketball Shaped Piggy Bank	description Brown resin hand painted basketball shaped piggy bank Includes gift box 3 12H X 3 34Diameter3 12H X 3 34Diameter basketball shaped piggy bank Burton Burton Sports Champ Resin
  title: Epic ProRaw Wired Video AdapterPart 94 Drone Flyer	description This gorgeous DJI osmo proraw wired video adapter part 94 has the finest details and highest quality you will find anywhere DJI osmo proraw wired video adapter part 94 is truly remarkable Product details condition brand newPerfect purchase for any hobby Great craftsmanship Must buy item

• Loss: CachedMultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 8,
      "gather_across_devices": false
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 128
• per_device_eval_batch_size: 128
• learning_rate: 2e-05
• num_train_epochs: 1
• warmup_ratio: 0.1
• fp16: True
• push_to_hub: True
• hub_model_id: rabaevn/EncodeRec_Toys
• hub_strategy: checkpoint
• prompts: {'title': 'task: search result | query: ', 'description': 'title: none | text: '}
• batch_sampler: no_duplicates
• router_mapping: {'title': 'query', 'description': 'document'}

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: no
• prediction_loss_only: True
• per_device_train_batch_size: 128
• per_device_eval_batch_size: 128
• 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: 2e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 1
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.1
• 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}
• 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: True
• resume_from_checkpoint: None
• hub_model_id: rabaevn/EncodeRec_Toys
• hub_strategy: checkpoint
• 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: {'title': 'task: search result | query: ', 'description': 'title: none | text: '}
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional
• router_mapping: {'title': 'query', 'description': 'document'}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
0.0165	50	0.411
0.0331	100	0.1448
0.0496	150	0.1364
0.0662	200	0.1064
0.0827	250	0.119
0.0993	300	0.1209
0.1158	350	0.1335
0.1324	400	0.122
0.1489	450	0.1231
0.1655	500	0.1147
0.1820	550	0.1224
0.1985	600	0.1113
0.2151	650	0.1054
0.2316	700	0.1013
0.2482	750	0.1019
0.2647	800	0.0964
0.2813	850	0.0961
0.2978	900	0.0927
0.3144	950	0.0946
0.3309	1000	0.0988
0.3475	1050	0.091
0.3640	1100	0.091
0.3805	1150	0.0802
0.3971	1200	0.0824
0.4136	1250	0.0845
0.4302	1300	0.09
0.4467	1350	0.0866
0.4633	1400	0.0826
0.4798	1450	0.0735
0.4964	1500	0.0801
0.5129	1550	0.0694
0.5295	1600	0.0681
0.5460	1650	0.0741
0.5625	1700	0.0855
0.5791	1750	0.0789
0.5956	1800	0.061
0.6122	1850	0.077
0.6287	1900	0.085
0.6453	1950	0.0661
0.6618	2000	0.0676
0.6784	2050	0.0598
0.6949	2100	0.0734
0.7114	2150	0.0653
0.7280	2200	0.0751
0.7445	2250	0.064
0.7611	2300	0.0624
0.7776	2350	0.064
0.7942	2400	0.0584
0.8107	2450	0.0577
0.8273	2500	0.0536
0.8438	2550	0.0562
0.8604	2600	0.0546
0.8769	2650	0.0551
0.8934	2700	0.0619
0.9100	2750	0.0501
0.9265	2800	0.0488
0.9431	2850	0.0596
0.9596	2900	0.0514
0.9762	2950	0.0556
0.9927	3000	0.0395

Framework Versions

• Python: 3.12.7
• Sentence Transformers: 5.1.0
• Transformers: 4.55.2
• PyTorch: 2.8.0+cu126
• Accelerate: 1.10.0
• Datasets: 4.1.1
• Tokenizers: 0.21.4

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",
}

CachedMultipleNegativesRankingLoss

@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}