last-checkpoint/README.md

metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - dense
  - generated_from_trainer
  - dataset_size:14483470
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
  - source_sentence: |-
      title: 
      Senn
    sentences:
      - >-
        description

        A nefarious drug lord becomes obsessed with a young woman and sends two
        friends to apprehend her However when she dies jeopardizing a major deal
        the duo must search for another woman they can use to fool their boss
      - >-
        description

        Charles Dickens meets Arthur C ClarkeA lowly factory worker is delivered
        from a world of misery and discovers his destiny via an ancient object
        on the other side of the stars1 h 19 min

        2014

        13
      - >-
        description

        In Morocco to assist with the creation of a food charity a Dutchman is
        abducted by a terrorist 
  - source_sentence: |-
      title: 
      Buxton Heiress French Purse Wallet Mulberry Purple
    sentences:
      - >-
        description

        The original 100 waterproof windproof  breathable knee length sock The
        inner lining is crafted from fine Merino Wool to insulate and regulate
        temperature making this perfect for use in colder weather
        conditionsMachine Wash
      - >-
        description

        LilyJewelry White Evil Eye Beads Stretch BraceletWhite Evil Eye Beads
        Bracelet

        Fits 8 inch wrist Adjustable Size

        It is a good gift for your loverfamilyfriend

        if you have any question please be free to contact us 
      - >-
        description

        Authentic Crunch Leather Rich Floral Emboss Heiress French Purse
        features a 4 section accordion card case with ID window outside framed
        coin purse with slip pocket bill compartment additional credit card
        slots and attached key ringLeather
  - source_sentence: |-
      title: 
      Spike Jones  His City Slickers
    sentences:
      - >-
        description

        Spike Jones became one of the most influential musical satirists of the
        twentieth century His troupe of comedic musicians The City Slickers
        performed a visual assault as well as musical mayhem Consummate master
        musicianship was vital to creating the apparent chaos Spike and his
        Slickers had it Big time
      - >-
        description

        with Nick Forster Guitar Michael Kang Fiddle Ben Kaufman Bass Sally Van
        Meter Dobro Eric Walser Mandolin Pete Wernick Banjo Joan Nondi Wernick
        Vocals Pete Wernick created this video jam session so that novice guitar
        banjo mandolin fiddle Dobro or bass players of any level can get ready
        for the real thing by playing along with Pete and his exciting allstar
        jam band The band runs through 17 classic bluegrass songs and
        instrumentals while Pete teaches the ins and outs of jam etiquette the
        basics of music theory how to make up harmony vocals using the number
        system for calling out changes and lots more invaluable advice DVD EXTRA
        Clicking the remotes angle button provides a closeup of the guitar
        players left hand so you can follow the songs chord changes 105MIN DVD 
        LEVEL 2  INCLUDES LYRICS  CHORDS
      - >-
        description

        Joe Queer and the boys producing their signature brand of poppunk surf
        rock on February 3 2003 at the world renowned CBGBs Straight from the
        soundboard to your speakers Tight as hell as always
  - source_sentence: |-
      title: 
      Everybody Brings Noodles
    sentences:
      - >-
        description

        About the Author

        Everyone knows that gas prices are going up and pinching your pocketbook
        The Gas Mileage Bible is the amazingly simple answer for millions of
        motorists who are stung by high gas prices and want up to 30 better gas
        mileage QUICKLY and EASILY Most people dont realize that by performing
        these steps to improve your gas mileage your vehicle will also last
        longer require less maintenance and perform better Kenny Joines and Ron
        Hollenbeck tell you how to improve your fuel economy using simple clear
        steps that anyone can follow while exploding the myths about using
        expensive gadgets and gimmicksEveryone knows that gas prices are going
        up and pinching your pocketbook The Gas Mileage Bible is the amazingly
        simple answer for millions of motorists who are stung by high gas prices
        and want up to 30 better gas mileage QUICKLY and EASILY Most people dont
        realize that by performing these steps to improve your gas mileage your
        vehicle will also last longer require less maintenance and perform
        better Kenny Joines and Ron Hollenbeck tell you how to improve your fuel
        economy using simple clear steps that anyone can follow while exploding
        the myths about using expensive gadgets and gimmicks
      - >-
        description

        From School Library Journal

        Grade 24In this successor to Everybody Serves Soup Carolrhoda 2000
        Carrie organizes a Fourth of July block party in her neighborhood As she
        goes from house to house making the final arrangements she is delighted
        to learn that everyone is preparing some kind of pasta her favorite food
        Mrs Hua will contribute yellow sesame noodles AnnaEleni is bringing orzo
        Fendra a macaroni salad and so on That evening the revelers enjoy eating
        playing games and entertaining one another with a hiphop dance a flute
        solo an original rap song and drumming Carrie wishes she had a talent to
        share but feels honored when she is recognized for talking with
        everybody and getting people to converse with one another The realistic
        framed fullcolor illustrations in soft tones show people smiling broadly
        The main character is appealing with her energy and friendliness but the
        story is thin serving primarily as a vehicle to introduce the various
        foods that those from different backgrounds eat recipes included The
        books main appeal is the vision of community in a setting of racial
        ethnic and age diversity

        Adele Greenlee Bethel College St Paul MN

        Copyright 2002 Cahners Business Information IncThe block party was
        Carries idea but when it arrives she can only think about two things the
        talent show and the delicious noodle dishes from many countries that her
        neighbors are bringing
      - >-
        description

        About the Author

        Chuck Whelon is a Britishborn illustrator and creator of the longrunning
        webcomic Pewfell In addition to Dovers

        What to Doodle

        books he has designed awardwinning languageteaching coursebooks for the
        BBC Longman and Macmillan A San Francisco resident Chuck has created
        print and online illustrations for Yahoo Goodman Games and LeapFrogWild
        cartoon dinosaurs are on the loose in this humorous activity book Help
        them get coordinated by guiding a Maiasaura mother through a maze to her
        missing babies spotting the differences among a flock of pteranodons
        matching fossilized skulls to the appropriate species and solving other
        dinosaurian dilemmas You can color the 27 completed puzzles and if you
        get lost solutions appear at the end
  - source_sentence: >-
      title: 

      Blue Hydrangeas Welcome  Mailbox Makeover  Vinyl with Magnetic Strips for
      Steel Standard Rural Mailbox  Made in The USA  Copyright Licensed and
      Trademarked by Custom Decor Inc
    sentences:
      - >-
        description

        This Mailbox Makeover Cover is made with high grade durable vinyl that
        will transform your tired old mailbox into a work of art Sized at 18
        Inch x 21 Inch it  Fits Standard Size USPS Approved Rural Mailbox with 6
        inch wide door  Simply attaches by included magnetic strips If you have
        a plastic or wood mailbox you will need our ASIN  B0056BCJ3O Magnetic
        Strip Kit for Non Metal Boxes Add some Bright bold color to your box
        Change for the season Add a matching flag to coordinate the colors in
        your spaceFits Standard Rural USPS Mail Box 18 inch x 21 Inch  6 Inch
        Wide Door  Mailbox NOT included

        Magnetic Strips hold tight to Box

        Made in USA Copyright Trademarks and License by Custom Decor Inc

        Optional companion pieces are available to coordinate your display
      - >-
        description

        Yard Signs are a great way to draw attention to your business or event
        The sign is durable and weather resistant yet light versatile and easy
        to install Yard Signs are a great cost effective solution for your
        signage needsBuilt in the USA

        4mm Waterproof Corrugated Plastic

        Long Lasting Outdoor UV Inks

        Full Color

        Includes Metal HStand
      - >-
        description

        Fire Pit Shelter Cover for Solo Stove Yukon Round Fire Place Weatherpoof
        Cover for Solo Stove Ranger Heavy Duty 600D Polyester Oxford Waterproof
        Weatherpoof UV proof with Drawstring  Storage BagEXCLUSIVE
        DESIGNSpecially designed for Solo Stove Yukon with perfect compatiblity
        Not for Bonfire  Ranger Please confirm the model  size of your fire pit
        before placing an order

        DECENT MATERIALMade of high quality marine grade 600D fabric super
        practical for indoors and outdoors double stitching and better UV
        protection ensure durability over time which can also prevent your
        bonfire from unwanted scratch and bumper

        WEATHERPROOFThe drawstring around the bottom of cover allows cover to be
        tighten securely on the mower the windproof buckle can also prevent the
        cover from blowing away Waterproof nylon fabric can keep your mower from
        snow rain and dust etc

        EASY TO USE AND ORGANIZEEasy and convenient to use thanks to the
        windproof buckle and drawstring we also provide cover storage bag to
        help you organizing your cover

        Warranty We provide 30Days time warranty for every custome Feel free to
        contact us if there has any problem with the item we will replace it for
        free
datasets:
  - guyhadad01/Amazon_2023_items_processed_filtered
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-MiniLM-L6-v2 on 28 datasets. It maps sentences & paragraphs to a 384-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: sentence-transformers/all-MiniLM-L6-v2
• Maximum Sequence Length: 256 tokens
• Output Dimensionality: 384 dimensions
• Similarity Function: Cosine Similarity
• Training Datasets:
  • amazon_fashion
  • appliances
  • arts_crafts_and_sewing
  • automotive
  • baby_products
  • beauty_and_personal_care
  • books
  • cds_and_vinyl
  • cell_phones_and_accessories
  • clothing_shoes_and_jewelry
  • electronics
  • grocery_and_gourmet_food
  • handmade_products
  • health_and_household
  • home_and_kitchen
  • industrial_and_scientific
  • kindle_store
  • movies_and_tv
  • musical_instruments
  • office_products
  • patio_lawn_and_garden
  • pet_supplies
  • software
  • sports_and_outdoors
  • tools_and_home_improvement
  • toys_and_games
  • unknown
  • video_games

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': 'BertModel'})
  (1): Pooling({'word_embedding_dimension': 384, '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("guyhadad01/EncodeRec")
# Run inference
sentences = [
    'title: \nBlue Hydrangeas Welcome  Mailbox Makeover  Vinyl with Magnetic Strips for Steel Standard Rural Mailbox  Made in The USA  Copyright Licensed and Trademarked by Custom Decor Inc',
    'description\nThis Mailbox Makeover Cover is made with high grade durable vinyl that will transform your tired old mailbox into a work of art Sized at 18 Inch x 21 Inch it  Fits Standard Size USPS Approved Rural Mailbox with 6 inch wide door  Simply attaches by included magnetic strips If you have a plastic or wood mailbox you will need our ASIN  B0056BCJ3O Magnetic Strip Kit for Non Metal Boxes Add some Bright bold color to your box Change for the season Add a matching flag to coordinate the colors in your spaceFits Standard Rural USPS Mail Box 18 inch x 21 Inch  6 Inch Wide Door  Mailbox NOT included\nMagnetic Strips hold tight to Box\nMade in USA Copyright Trademarks and License by Custom Decor Inc\nOptional companion pieces are available to coordinate your display',
    'description\nYard Signs are a great way to draw attention to your business or event The sign is durable and weather resistant yet light versatile and easy to install Yard Signs are a great cost effective solution for your signage needsBuilt in the USA\n4mm Waterproof Corrugated Plastic\nLong Lasting Outdoor UV Inks\nFull Color\nIncludes Metal HStand',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.7084, 0.1070],
#         [0.7084, 1.0000, 0.1535],
#         [0.1070, 0.1535, 1.0000]])

Training Details

Training Datasets

amazon_fashion

amazon_fashion

• Dataset: amazon_fashion at 6b58dd1
• Size: 46,192 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 7 tokens mean: 20.95 tokens max: 53 tokens	min: 13 tokens mean: 147.9 tokens max: 256 tokens

• Samples:

  title	description
  title: Play Kreative Neon Vampire Fangs Halloween Plastic Teeth Colorful Dentures Costume Accessory Party Favors	description These soft plastic teeth are always a ghouls and goblins favorite Add these to your vampire costume to complete your bloodsucking look this Halloween Fun for trickortreat bagsNEON VAMPIRE TEETH Watch your neck when these chompers come around In bright neon colors these fangs give vampire costumes a new bite Add these teeth to goody bags or hand them out on Halloween These 2 12 soft plastic teeth are always a ghouls and goblins favorite A CREEPY ADDITION TO YOUR HALLOWEEN GIVEAWAYS These Neon Vampire Teeth are perfect for trunkortreat trickortreat or your party favor bags Theyre fun and sugarfree alternatives to Halloween candy that everyone will enjoy long after the holiday is over DENTAL DAY Hand out these Neon colored teeth for a fun dental prize favor Package Contents Pack of 144 NEON vampire Fangs Plastic Teeth
  title: Star Platinum The disastrous Life of saiki k cosplay costume Saiki Kusuo Halloween party costume high school uniform M Saiki Kusuo	description Fabric name What about uniforms Main fabric composition polyester fiber polyester The content of the main fabric ingredient 60 Color full outfit Applicable occasions game animation roleplaying Applicable gender malefemale Applicable age teenagersadults Suitable age 1335 years oldPolyester
  title: Wire Watch Guard Protector for DW 56003	description Includes one guard Perfect for athlete on the go person casual andor nightlife Swap out and interchange as necessary Multiple colors available Guard is good to use against impactWire watch guard protector for gshock watches from gshockmods

• Loss: MultipleNegativesRankingLoss with these parameters:

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

appliances

appliances

• Dataset: appliances at 6b58dd1
• Size: 46,928 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 4 tokens mean: 27.71 tokens max: 97 tokens	min: 14 tokens mean: 157.93 tokens max: 256 tokens

• Samples:

  title	description
  title: 2Pack Natural Filters Produce Preserver Plus Indicator Strips Compatible with KitchenaidWhirlpool Refrigerators Part W10346771a	description To Replace Your Produce Preserver 1 Find the Produce Preserver housing inside the refrigerator 2 Open the housing by pulling up and out on the back 3Remove the Produce Preserver pouches from the packaging and place them into the housing NOTE For best performance always use two pouches 4Adhere the Produce Preserver housing to the back wall of the crisper drawer according to the instructions included in the package What is ethylene and how does it affect food Fruits and vegetables produce a naturally occurring hormone called Ethylene In addition to controlling several aspects of the normal growth and development ethylene also induces natural ripening in fruits and vegetables In fact a number of fruits and vegetables emit small amounts of ethylene gas during their ripening process These emissions lead to an increased level of ethylene gas in the air This in turn threatens the life cycle of postharvest fruits and vegetables Our preservers work by absorbing the ethylene gas that...
  title: Frigidaire FFGF3015LB30 Black Gas Sealed Burner Range	description 30 Black Gas Sealed Burner Range4 Sealed Burners Square Steel Grates ReadySelect Controls Broiler Drawer
  title: Whirlpool 99002751 Door Switch	description Product Description This is a Genuine Replacement Part The Model Number and Name for the Following Item Whirlpool WHIRA 99002751 Door Switch From the Manufacturer This is a Genuine Replacement Part The Model Number and Name for the Following ItemWhirlpool WHIRA 99002751 Door SwitchWhirlpool WHIRA Genuine Replacement Part Dishwasherreplacementparts

• Loss: MultipleNegativesRankingLoss with these parameters:

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

arts_crafts_and_sewing

arts_crafts_and_sewing

• Dataset: arts_crafts_and_sewing at 6b58dd1
• Size: 418,469 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 23.08 tokens max: 54 tokens	min: 15 tokens mean: 146.34 tokens max: 256 tokens

• Samples:

  title	description
  title: 4 oz Troy Ounce Round Gold Graphite Ingot Coin Mold for Melting Casting Refining Scrap Metal Jewelry	description 4 Troy Ounce Round Graphite Ingot Mold for Gold Made from High Density Fine Grain Graphite Lasts for 30 pours Smooth cavity finish Designed for easy ingot removal with 15 degree tapered sides Dimensions Outside 3 Dia x 5 Inner 295 Depth x 125 Dia at bottom Custom Engraving and Sizes Available on request4 oz Troy Ounce Gold Round Mold High Density Graphite Tapered Sides for Easy Ingot Removal 30 Pours Easy To Use
  title: Clear Disc Pads to Stabilize Earrings Plastic Discs for Earring Backs 100	description Plastic Discs for Earring Backs These clear nylon 95mm discs ensure support for larger style pierced earrings Sold in bags of 100 pieces PLEASE NOTE The holes in the disc measure about half a milometer The MIDISC is 964 mm wide 075mm thick and the hole size is 025 or 635mmThese clear nylon discs ensure support for larger style pierced earrings Will stabilize earrings and prevent sagging let your earrings hang beautifully The disc is 964 mm wide 075mm thick and the hole size is 635mm About 22g PLEASE NOTE AVERAGE EARRING POST SIZE IS 81 mm or 20g Packaging may vary
  title: Mettler Metrosene Old Number 11450003 Poly Thread 500m547 yd Black	description Metrosene can be used on all fabrics and seams The thread is easyiron shrink proof and offers great color fastness Metrosenes high tensile strength optimal elasticity and ideal smoothness makes it the sewists choicePackage Height of the Product 53 Package Length of the Product 09 Pacakge Width of the Product 22 Country of Origin Germany

• Loss: MultipleNegativesRankingLoss with these parameters:

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

automotive

automotive

• Dataset: automotive at 6b58dd1
• Size: 1,021,574 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 24.58 tokens max: 75 tokens	min: 15 tokens mean: 155.92 tokens max: 256 tokens

• Samples:

  title	description
  title: Caltric Ignition Coil Compatible with Yamaha Wra650 Wra650 Wave Runner Iii 650 1995 1996	description Compatible with Yamaha modelsWRA650 Wave Runner III 650 1995 1996
  title: AOYMEI Car Floor Mats for Toyota Corolla 20142019 Custom Fit Double Layer Leather Fully Surrounded All Weather Protection Detachable Wire Loop Beige line Black	description Are you worried that your child or pet will tip over coffee or food in your car The floor mat is designed in the United States It enhances the beauty of your Toyota Corolla interior At the same time its durable quality protects any liquid and debris from the Toyota Corolla Floor It has beautiful and heavy clothes for your floor So you dont have to worry about your child or pet reversing your coffee or food again You can now easily eat and drink in the car Easy to install and clean Allweather car floor trunk mat cargo liners are easy to install Simply put it into your Toyota Corolla its very easy to clean and low maintenance and the large capacity surface captures moisture spills debris and more All floor mat materials of the Toyota Corolla are environmentally friendly and tasteless Including 2 x front row mat 1 driver seat and 1 passenger seat 1 x second row mat Warranty We offer a limited lifetime warranty for products that are damaged during delivery or for confirmed ma...
  title: OSC Cooling Products 98480 New Heater Core	description OSC Premium New Automotive Heater Core is designed to Original Equipments form and function OSCs heater cores are technically advanced and made from premium grade Alcoa Aluminum The tubes are cadmium plated inside and out to prevent premature failure OSC does not substitute aluminum coolers in place of Stainless Steel plate or Copper and Brass concentric coolers and we use a die cut gasket to ensure there are no leaks Each heater core is individually pressure tested and engineered for multifit without compromising the look and fit All necessary fittings or hardware are included in each unit All units meet Original Equipments cooler design with copper concentric coolers and plate coolers where originally equippedDesigned to Original Equipments form and function All necessary fittings or hardware are Included Individually pressure tested ensuring quality Engineered for multifit with compromising performance or appearance Dependable and easy to install

• Loss: MultipleNegativesRankingLoss with these parameters:

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

baby_products

baby_products

• Dataset: baby_products at 6b58dd1
• Size: 98,300 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 22.77 tokens max: 71 tokens	min: 14 tokens mean: 177.64 tokens max: 256 tokens

• Samples:

  title	description
  title: Natures Purest Sleepy Safari Bassinet Discontinued by Manufacturer	description From the Manufacturer The Natures Purest Collection is premium organically grown and naturally colored cottonnature in its simplest form for baby The Natures Purest is truly 100 natural and pure It has a naturally grown and colored cotton bassinet and pad sheet This also has a canopy with 3 soft toys and 3 musical melodies 2 nature sounds 1 womb sound and soothing vibrations It also has a large storage basketNaturally grown and colored cotton bassinet and pad sheet Canopy with 3 soft toys 3 musical melodies 2 nature sounds 1 womb sound Soothing vibrations Large storage basket
  title: Portable Baby Changing Pad for Diaper Bag Baby Changing Mat for Diaper Changing Lightweight Waterproof Durable	description PORTABLE QUALEAP diaper changing station has portable dimensions of 136 x 79 x 08 and weight of 5 ounces only You can put it in your diaper bag or easily carry it anytime anywhere PATTERN Designed with beautiful colorful leaves pattern It looks trendy and fashionable 3 PORCKETS DESIGN Inner left pocket for diapers up to 6 pcs Inner right pocket for full baby wipes outer zipped pocket for mobile keys creams etc 100 waterproof layer QUALEAP portable diaper changing pad has a carefully designed waterproof layer which is quite fine and smooth Your baby will feel very comfortable when lying down on it Our diaper changing mats are backed with a 100 money back guaranteeQUALITYPORTABLE Made of premium lightweight fabric you can put QUALEAP Diaper Changing Pad in your diaper bag or carry it in your hand or on your wrists or hang it onto the handle of your baby stroller very easily BETTER ORGANIZED 3 pockets available Inner left pocket for diapers up to 6 pcs Inner right pocket fo...
  title: Lambs Ivy Hopscotch Jungle Floral Crib Sheet PinkPurpleWhite	description The floral fitted sheet is made of 100 cotton and will fit a standard size crib mattress 52x28100 Cotton Imported The floral fitted sheet is made of 100 cotton Fits a standard size crib mattress 52 x 28 machine wash cold with like colors in gentle cycle do not use bleach Tumble dry and iron on lowest setting as needed

• Loss: MultipleNegativesRankingLoss with these parameters:

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

beauty_and_personal_care

beauty_and_personal_care

• Dataset: beauty_and_personal_care at 6b58dd1
• Size: 426,601 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 8 tokens mean: 23.07 tokens max: 54 tokens	min: 12 tokens mean: 152.71 tokens max: 256 tokens

• Samples:

  title	description
  title: Sally Hansen 18 Hour Lip Treatment Clear Brown	description Continual 18 Hour Lip Care Conditions and replenishes dry parched lips with Retinol Grape Seed Oil and Mango Time released formula delivers superior moisturization hour after hourLimited Supply Clear Brown
  title: IsaDora Lip Treat Color Flavored Lipstick 02 Apple Blossom 45g016oz	description Gives vibrant color imparts a dewy shine Velvety smooth texture easy to glide on Fortifies delicate lip skin with softening nourishing ingredients Vitamin A C E protect skin from premature ageing While extract from camomile plant combats minor irritations chapped skinProduct Line IsaDora Lip Color Lip Treat Color Flavored LipstickProduct Size 45g016oz
  title: Kawaii Eyeball Hair Bow Bands Red By Kreepsville 666	description Kreepsville 666 eyeball hair bow bands with red pvc on elastic hairbandsSold in pairs size approx 75cm w Red pvc eyeball bows

• Loss: MultipleNegativesRankingLoss with these parameters:

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

books

books

• Dataset: books at 6b58dd1
• Size: 1,471,596 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 13.71 tokens max: 41 tokens	min: 21 tokens mean: 233.95 tokens max: 256 tokens

• Samples:

  title	description
  title: Just Enough Light for the Step Im On Deluxe Edition Trusting God in the Tough Times	description About the Author Stormie Omartian is the bestselling author more than 23 million books sold of The Power of a Praying series which includes The Power of a Praying Wife Devotional and The Power of a Praying Woman Her many other books include Just Enough Light for the Step Im On The Prayer That Changes Everything and Praying the Bible into Your Life Stormie and her husband Michael have been married more than 39 years and are the parents of two married children wwwstormieomartiancomThousands of readers have been touched with the encouraging message found in Stormie Omartians bestselling book Just Enough Light for the Step Im On over 370000 sold Now in a deluxe padded hardcover version with a bookmark ribbon this encouraging look at Gods faithfulness will help more readers overcome fear and doubt in difficult situations overcome fear and doubt in difficult situations learn to see things from Gods perspective learn to see things from Gods perspective believe that God gives His c...
  title: Linux on the Mainframe	description From the Back Cover Leverage Linux on the mainframe for a true business advantage Leverage Linux on the mainframe for a true business advantage Covers zSeries and S390 mainframes Covers zSeries and S390 mainframes Contains over 100 pages of reference material Contains over 100 pages of reference material Includes detailed examples and maximization techniques Includes detailed examples and maximization techniques The complete mainframe guide to leveraging the power of Linux Linux on the Mainframe is the comprehensive guide to the fastest growing trend in IT IBMs Linux experts present peerless instruction in the art of planning for and making the most of a Linux mainframe This books indepth coverage includes virtualization deployment data management debugging security systems management application porting and much more Sample companies that demonstrate the strengths and potential shortcomings of Linux on the mainframe Sample companies that demonstrate the strengths and poten...
  title: Vermonts Ebenezer Allen Patriot Commando and Emancipator Military	description About the Author Glenn Fays New England roots precede the American Revolution and he was born in Middlebury Vermont As a kid he was naturally drawn to Vermonts woods lakes and streams and revered the outdoors Glenn has lived in the Northeast Kingdom as well as Addison Grand Isle and Chittenden Counties He helped raise two kids in South Hero taught middle and high school students and taught as an adjunct professor for years at the University of Vermont In 1993 Glenn was awarded an NSFfunded fellowship to study the Maritime War of 1812 in the Champlain Valley During this experience the remarkable and dramatic history of Vermont and ghosts of the past came to life in the woods lakes and streams That experience planted seeds and began the research that would lead to a deep interest in preserving our past so we might hear the echoes and learn from them When not engaged in research into the past Glenn can be found trekking and exploring old haunts in the Champlain Islands on Lake...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

cds_and_vinyl

cds_and_vinyl

• Dataset: cds_and_vinyl at 6b58dd1
• Size: 292,360 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 8.86 tokens max: 46 tokens	min: 11 tokens mean: 119.08 tokens max: 256 tokens

• Samples:

  title	description
  title: Vladimir Horowitz The Complete Masterworks Recordings Volume II The Celebrated Scarlatti Recordings	description Amazoncom Horowitz played Scarlatti when few even knew of the composers existence His championship of these infectious works dismayed purists for whom harpsichord works on the concert grand is heresy But Horowitz makes these wry witty pieces his own His sheer delight is amply seen in the quicksilver Dmajor Sonata L 424 and his lovingly caressed Aminor Sonata L 241 Throughout Horowitz keeps within a strict classical frame while performing wonders of articulation and tonal color Great pianism as well as an example of his adventurous musical curiosity Dan Davis
  title: Status Quo Special Edition EP	description German Television Apearances 1 Are You Growing Tired Of My Love 1969 318 2 Technicolor Dreams 1969 218 3 Spinning Wheel Blues 1970 308 PopUp DVD 844 Previews 1200 DVD Jukebox 3633 1 Leon Russell Delta Lady 2 Steve Marriott What Ya Gonna Do About It 3 New Grass Revival Jumpin Jack Flash 4 Alexis Korner Hoochie Coochie Man 5 Procol Harum A Whiter Shade of Pale 6 Jack Bruce Sunshine of Your Love 7 Edgar Winter Free Ride 8 Big Country In A Big Country 9 Steve Harley Cockney Rebel Here Comes the Sun 10 Rick Wakeman Reprise From The Forest
  title: Ten Senators the Rebel Son	description With dreams and aspirations of being a professional baseball player since the age of 3 Chris Bono spent the good part of his youth chasing the American dream of professional baseball After being drafted by the Seattle Mariners and signing to the University of South Carolina he sustained two major injuries forcing him to quit by his junior year In the midst of this lifealtering event Chris discovered a passion for music While recouping from surgery for his injuries he began to write songs on a 99 acoustic guitar purchased at a local pawnshop Soon after he was performing at local clubs and open mics and recorded his first acoustic EP entitled Escape Over the course of the next three years Chris absorbed himself in the music of such greats as Bob Dylan Led Zeppelin The Beatles Bruce Springsteen Stevie Ray Vaughn Neil Young Tom Waits and Jeff Buckley tirelessly studying their records and memorizing their songs After moving to Boston MA in 2003 Chris began writing and recording ...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

cell_phones_and_accessories

cell_phones_and_accessories

• Dataset: cell_phones_and_accessories at 6b58dd1
• Size: 421,516 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 7 tokens mean: 31.31 tokens max: 62 tokens	min: 17 tokens mean: 188.92 tokens max: 256 tokens

• Samples:

  title	description
  title: REXKEY TCL 20 XE Phone Case Shockproof Cover Phone Case for TCL 20 XE Purple	description Feature Color Purple Material Premium PC CoverSoft TPU Description Phone case is Compatible for tcl 20 xe If you want to know more information for tcl 20 xe phone case warmly welcome contact us This Phone Case is special design for TCL 20 XE TCL 20 XE phone case with card slot design can put your money and card into card slot Phone case for tcl 20 xe have magnetic kickstand which can set up your phone adsorbed to car mount also can set your phone on table free your hand Dual Layer design phone case for tcl 20 xe perfect gift for wife mother daughter girlfriend and friends tcl 20 xe phone Case made of soft TPU and Hard PC durable and anti drop function
  title: Note 3 Case Galaxy Note 3 Case Starshop Heavy Duty Dual Layers with Kickstand and Locking Belt Clip with Tempered Glass Screen Protector Blue	description Case is designed to fit your SAMSUNG GALAXY NOTE 3 ONLY This Starshop 3 in 1 belt clip holster case provide Rugged protective case design to protect your expensive device snugly fit onto your phone with all features of your phone still accessible This case is the ideal choice with unique design and reasonable price Package includes Starshop Armor case with build in kickstand Specially designed belt clip holster Tempered glass screen protector Microfiber cleaning cloth Starshop is a registered trademark protected by US Trademark Law All products are ship from US we only import from well know manufactures and inspect all our product before they ship out to make sure only good quality deliver to our customerDesigned specifically for Samsung Galaxy Note 3 Hard polycarbonate plastic shell on soft flexible silicon skin that amazingly against drops that will shatter screen The build in kickstand can be used in landscape orientation for hands free experience when viewing mul...
  title: mcdingar FULLMOONTM Ultra Thin Slim Design Soft Hybrid PC Bumper Case Cover for Samsung Galaxy S5 i9600 BlackSilver	description This listing is for ONE FULLMOONTM UltraThin Slim Design Soft Hybrid PC Bumper Case Cover For Samsung Galaxy S5 i9600 You can choice any Colors as Shown in the PicturesAny Samsung Galaxy S5 i9600 NOT includedAccessory OnlyThis is in Stock Photo and Color might be a little differentNot very much Product Features Fit for Samsung Galaxy S5 i9600 NOT FOR GALAXY S5 ACTIVE Made of High quality TPU Rubber Soft Thin Slim Design Case Cover Bumper have site around the case very nice design Bumper Can be removeable and attachable Protect From your Phone a safe protection Easy and Quick snap onoff installation All complete interaction of the devices function Package including ONE FULLMOONTMUltra Thin Slim Design Soft Hybrid PC Bumper Case Cover For Samsung Galaxy S5 i9600Precisely Designed to fit for Samsumg Galaxy S5 i9600 Perfect cutouts and slim design allow you to maximize the functionality of your phone Made from durable high quality soft rubber matte and plastic bumper provides...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

clothing_shoes_and_jewelry

clothing_shoes_and_jewelry

• Dataset: clothing_shoes_and_jewelry at 6b58dd1
• Size: 3,006,985 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 18.21 tokens max: 47 tokens	min: 18 tokens mean: 143.31 tokens max: 256 tokens

• Samples:

  title	description
  title: ASICS Mens GelSendai 3	description In 1949 Mr Kihachiro Onitsuka began his athletic footwear company Onitsuka Co Ltd by manufacturing basketball shoes out of his living room in Kobe Japan He chose the name ASICS for his company in 1977 based on a famous Latin phrase Anima Sana In Corpore Sano which when translated expresses the ancient ideal of A Sound Mind in a Sound Body Taking the acronym of this phrase ASICS was founded on the belief that the best way to create a healthy and happy lifestyle is to promote total health and fitness Today ASICS offers a full line of performancedriven athletic shoes and technical active sports apparel and accessories dedicated to bringing harmony to the body and soul100 Textile and Synthetic Imported Rubber sole Heel measures approximately 15 Openmesh runner featuring logo and nosew overlays with bold paint splatter graphics Fulllength GEL cushioning FluidFit multidirectional upper Solyte lightweight midsole Impact Guidance System Propulsion trusstic gait tension
  title: Stainless Steel Moon God W Black Onyx Pendant Necklace with 35mm Round Link Chain G2006c3	description Stainless Steel Mens Moon God W Black Onyx Pendant Necklace Come with 35mm Round Link Chain Total Chain Length Adjustable 22 to 24 22 Chain 2 Extension Cord Stainless Steel Jewelry is one of the strongest of all jewelry metals it does not oxidize and it can endure long time wear and tear Stainless steel will not rust and requires little or no maintenance to keep it looking new35mm width Round Link Chain Total Chain Length Adjustable 22 to 24 22 Chain 2 Extension Cord Come with Arco Iris Gift Bag or Jewelry Box
  title: Saucony Mens Triumph ISO Running Shoe	description Saucony is among the most respected names in running shoes We offer a wide range of running and walking shoes each with the Saucony trademark fit feel and performance Weve spent years studying the biomechanics of top athletes Our goal To develop creatively engineered systems that maximize your performance in your specific activity allowing you to focus on the activity instead of the equipment From our studies have come many innovative Saucony concepts Advanced technologieslike Grid the first solebased stability and cushioning systemprovide an advantage to athletes of all types100 TextileSynthetic Imported Rubber sole Running shoe with mesh upper featuring synthetic overlays and ISOFIT innersleeve mesh liner with floating support cage PWRGRID cushioning Durable iBR midfoot outsole pods Traction outsole with smartwearing XT900 compound

• Loss: MultipleNegativesRankingLoss with these parameters:

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

electronics

electronics

• Dataset: electronics at 6b58dd1
• Size: 702,526 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 4 tokens mean: 30.54 tokens max: 97 tokens	min: 16 tokens mean: 184.81 tokens max: 256 tokens

• Samples:

  title	description
  title: TechOrbits Dual Monitor Mount Stand SmartSWIVEL Dual Computer Screen Desk Mount Arms Full Motion Swivel Articulating Gas Springs Universal Fit for 17 32 Screens Vesa Mount	description TechOrbits engineered our FullRANGE Articulating Dual Monitor Stand to easily mount to your desk and provide you with full control of your monitors Our strong steel frame can display mounts measuring between 17 and 32 and weighing under 22 pounds Our FullRANGE Arms can be adjusted to fit your preference Our adjustable desktop mount help elevate your workstation while preventing eye strain and back pain associated with slouching at work Buy Yours Now risk free with our 3 years warranty 100 Satisfaction GuaranteeSmartSWIVEL ENGINEERING TechOrbits scientifically engineered our dual monitor mount with articulating gas spring arms that fully support the weight of your monitors and make it very easy to desk into a free standing workstation FLOATING SCREEN DISPLAY Easily attach your monitor and turn it up down left or right You can also tilt the screen to improve visibility and decrease glares Our gas springs allow you to conveniently move your monitors to adjust to your day UNIVE...
  title: 4 x 6 SafCord Cord CoverBlue	description Utilizing the hook and loop method which runs along the 2 edges of the SafCord cable cover this will provide you with the perfect solution to covering those cords and cables that extend along your carpeting or rugs Works best on noncut pile carpets such as Berber and loop carpet and also works well with commercial grade rugs and carpets Made of durable Cordura Nylon the patented SafCord carpet cord cover is also flexible enough to be used on sloped or curved surfaces Stairs are also no problem as the SafCordss aka Safe Cord Cover low profile is designed to prevent tripping and slipping hazards More importantly no need to move when vacuuming Available in 3 sizes to accommodate your specific needs you wont need to use any additional adhesive taping such as duct tape which can leave a sticky residue on your carpeting Can also be cut to a desired length by the end user the SafeCord cable covers are also washable and reusable and can be removed with ease without damaging the car...
  title: sb components New Case for BeagleBone Black Transparent Pink Assemble in 30 Seconds	description This is an elegant and innovative protective case designed specifically for the Beagle Bone Black The case is a twopiece injectionmoulded ABS enclosure that snaps together around the Beagle Bone It provides tough protection for the Beagle Bone Black while providing access to all of the boards connectors The case has light pipes for the boards LEDs and includes a reset key so the BeagleBone Black can be reset without having to open the caseThis is a nononsense protective case designed specifically for the BeagleBone Black The case is a twopiece injectionmoulded ABS enclosure that snaps together around the BeagleBone Black Holds the BeagleBone Black firmly in place It provides tough protection for the BeagleBone Black while providing access to all BeagleBone connectors Includes reset key for use with the BeagleBone Black reset buttons Includes lightpipes for the LED clusters and access to all BeagleBone Black connectors

• Loss: MultipleNegativesRankingLoss with these parameters:

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

grocery_and_gourmet_food

grocery_and_gourmet_food

• Dataset: grocery_and_gourmet_food at 6b58dd1
• Size: 283,511 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 19.72 tokens max: 55 tokens	min: 14 tokens mean: 131.1 tokens max: 256 tokens

• Samples:

  title	description
  title: HALLMARK Maxine Decorative Cake Toppers	description Maxine Decorative Cake Toppers If you love this cranky old woman and her dog Floyd you will love these cake toppers Set includes the old woman herself sporting a firemans hat and hose Floyd with the same matching accessories and a fire hydrant Displays the message Looks like a three alarmer Maxine measures approx 512 tall Floyd and Fire Hydrant measure approx 4 tallMaxine Decorative Cake Toppers If you love this cranky old woman and her dog Floyd you will love these cake toppers Set includes the old woman herself sporting a firemans hat and hose Floyd with the same matching accessories and a fire hydrant Displays the message Looks like a three alarmer Maxine measures approx 512 tall Floyd and Fire Hydrant measure approx 4 tall
  title: Splash Energy Liquid Water Enhancer 24 Servings Fantasy Fruit 162 Oz	description With these Splash water flavor enhancers you are going to be the fittest most energy enhanced person around 8 bottles of Splash liquid water enhancers in the flavor of Fantasy FruitZERO CALORIE NO CARBS AND NO FAT 24 servings CAFFEINE AND VITAMINSB3B6 AND B12
  title: Xiocolat Milk Chocolate Covered Macadamia 2 Pack	description Milk Chocolate Covered Macadamia 22 lb X 2 Pack of 2 Allergen Information Peanuts Tree Nuts Pistachio Nuts Almonds Walnut Pecan Nuts Cashews Hazelnuts Brazil Nuts Macadamia NutsPeanuts Tree Nuts Pistachio Nuts Almonds Walnut Pecan Nuts Cashews Hazelnuts Brazil Nuts Macadamia Nuts ITS 100 CHOCOLATE 100 Natural Ingredients Conservative Free Select Macadamia Whole Milk Cocoa Butter

• Loss: MultipleNegativesRankingLoss with these parameters:

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

handmade_products

handmade_products

• Dataset: handmade_products at 6b58dd1
• Size: 110,576 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 22.9 tokens max: 52 tokens	min: 12 tokens mean: 142.76 tokens max: 256 tokens

• Samples:

  title	description
  title: Wharncliffe style neck utility knife	description Heres one of my favorites a little Wharncliffestyled blade that is chisel ground beveled only on one side like a wood chisel it measures in at 312 and is constructed of 18 thick 440C stainless with a Rockwell hardness of 59 Comes very sharp and ready to go A snake knot fob aids grip and ease of drawing from sheath which is made of Kydex and comes with a ball neck chain
  title: Body Captivate Activated Charcoal Shampoo Bar With Mango Butter Shea Butter Silk Protein And Jojoba Detoxifying Shampoo Bar 100 Plasticfree Toxinfree Crueltyfree pH balanced ZeroWaste	description Body Captivate Shampoo Bar Activated Charcoal for clean healthy scalps and soft gorgeous hair Defend your scalp against dryness and restore your hairs radiant shine with Our Activated Charcoal Shampoo Bar This allnatural shampoo bar is made with a luscious blend of hairloving plantbased ingredients like mango butter shea butter and jojoba oil to lock moisture in your scalp Loaded with essential vitamins A E and C it breathes life into your hair follicles and adds a healthy shine to dull lifeless hair Detox shampoo bar activated charcoal and apple vinegar draw out all the buildup dead skin and impurities to leave your scalp feeling squeaky clean and hydrated too A little goes a long way Our concentrated shampoo formula lasts longer than regular shampoo bottles so youll never run out quickly Softens and hydrates hair pHbalanced formula Perfect for all hair types Compact messfree and travelfriendly Mildly scented our packaging is plastic free One shampoo bar is the equivale...
  title: Buy The Shoes Wall Art Print Typography 8x10 Unframed Photo Makes a Great Gift Chic Home Decor Funny	description 8x10 UNFRAMED Prints8x10 UNFRAMED PRINTS NOT Canvas or Tin Sign UNIQUE WALL ART DECOR Cool original home decorations for office living room bedroom bathroom family room man cave dorm dining room kitchen classroom apartment bar baby nursery PERFECT PRESENT FOR EVERY OCCASION Cute gift ideas for women wife girlfriend her girls daughter men guys boys son husband boyfriend him kids teens best friend cat lover Christmas Xmas holiday Halloween housewarming cheap inexpensive gag gifts presents bridal shower wedding birthday anniversary SO MANY STYLES Boho bohemian abstract aesthetic mid century modern minimalist contemporary black art African American goth gothic pagan country rustic vintage shabby chic farmhouse typography positive quotes inspirational motivational Zen religious Christian funny sayings nautical tropical artwork beach arte decoracion retro encouragement glam SAVE ON MULTIPLE POSTERS PRINTS PHOTOS PICTURES See details at left

• Loss: MultipleNegativesRankingLoss with these parameters:

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

health_and_household

health_and_household

• Dataset: health_and_household at 6b58dd1
• Size: 352,283 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 23.41 tokens max: 55 tokens	min: 13 tokens mean: 161.34 tokens max: 256 tokens

• Samples:

  title	description
  title: Solarcaine Cool Aloe Burn Relief Spray with 05 Lidocaine 450 Fl Oz Pack of 2	description Try the 1 medicated burn relief medication that provides fast cooling pain relief for sunburns and minor burns This unique spray is specially formulated with Lidocaine HCL to relieve pain and Aloe Vera to instantly cool and soothe sunburn while moisturizing to help reduce dryness Solarcaines spray also provides pain and itch relief for minor cuts scrapes insect bites and minor skin irritations Some of the products additional benefits include being fragrance free alcohol free nonstinging and nonirritating The pain relieving spray is even doctor testedMedicated burn relief brand This medication is made by the 1 medicated burn relief brand which provides fast cooling pain relief for sunburns and minor burns Aloe vera Solarcaine spray is Specially formulated with Lidocaine HCL to relieve pain and Aloe Vera which draws heat away from the skin to instantly cool and soothe sunburn while moisturizing to help reduce dryness Pain Itch relief This unique spray provides pain and itch ...
  title: Handcraft Tea Tree Essential Oil and Eucalyptus Essential Oil Set Huge 4 Fl Oz 100 Pure and Natural Essential Oils Premium Therapeutic Grade with Premium Glass Dropper	description Handcraft Tea Tree Essential Oil and Eucalyptus Essential Oil Set Huge 4 Fl Oz 100 Pure and Natural Essential Oils Premium Therapeutic Grade with Premium Glass Dropper 100 PURE NATURAL TEA TREE OIL AND EUCALYPTUS OIL Handcraft Blends oils are exactly that Many oils being sold online make that claim but are in fact made of natural isolates and mixtures Each essential oil is tested by an independent lab for its constituents which is why every bottle comes with a Quality Guaranty PREMIUM THERAPEUTIC GRADE PREMIUM QUALITY All Handcraft Blends Essential Oils are tested by an independent lab to test the efficacy of each oil Each oil is tested for its constituents as well as to have no fillers additives and to be undiluted HIGH QUALITY GLASS BOTTLE W PREMIUM GLASS DROPPER Our Tea Tree Essential Oil also known as Melaleuca Essential Oil and Eucalyptus Essential Oil come in an amber glass bottle to keep out UV rays and protect the oil against sunlight We also provide a Glass...
  title: 100 Pieces Aligner Chewies for Aligner Chompers Aligner Trays Seater Orthodontic Dental Chewies White Green Orange Pink and Purple	description Features The orthodontic aligner chewies are made of silicone material firm and reliable not easy to break or tear providing you with a comfortable chewing feeling The colors are clear not easy to fade suitable for you to use for a long time You can send the aligner chewies to your parents children wife girlfriend classmates and friends They will feel your care and love and your relationship will be improved Specifications Material silicone Color white green orange pink and purple Size approx 13 inches in length and 039 inch in diameter Package includes 100 x Aligner chewies Notes Manual measurement please allow slight errors on size The color may exist slight difference due to different screen displaysPractical Function to Use these aligner chewies can help to seat aligners properly and can make an easy adjustment when wearing clear aligner trays helping keep face shape during the process and make your teeth fit well Proper Size for Most People the teeth chewies are app...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

home_and_kitchen

home_and_kitchen

• Dataset: home_and_kitchen at 6b58dd1
• Size: 1,609,260 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 7 tokens mean: 24.31 tokens max: 55 tokens	min: 13 tokens mean: 166.71 tokens max: 256 tokens

• Samples:

  title	description
  title: Portmeirion Fleur De Lys Blue Mug Set of 4	description Portmeirions Fleur De Lys is a modern interpretation of an all time classic Each piece has been carefully crafted celebrating the Fleur De Lys motif on a beautifully sculpted earthenware body This stunning collection is available in Blue Gray and Decorated Cream colors A beautiful idea as a single color presentation or a more eclectic mix and match story The Fleur De Lys Mug comes beautifully boxed in a set of 4Set includes 4 blue mugs each has a 14ounce capacity Available in blue grey or decorated cream Dishwasher safe Microwave Safe High quality earthenware body
  title: Smart Planet EG7LGG Eco cup with Brown Sleeve 16Ounce	description Now you can enjoy more of your favorite liquid The new Grande size Cup holds 16ounce of your favorite liquid Dont use a throwaway cup when you can help save the environment by using this cup for yearsIncludes one 16ounce cup Doublewall insulation White snapon drinkthrough silicone lid Brown slipresistant silicone sleeve Cup is dishwasher safe
  title: Garden party The Original Holiday Christmas Reversible Drying Mat Microfiber Absorbent Machine Washable Multipurpose 16 X18 Red Plaid	description The Original Dish Drying Mat is the new solution to the age old tradition of placing dish towels on the counter This mat is a great solution for drying delicate dishes stemware bottles nipples pacifiers sippy cups and teethersUnique laminated design combines a thin layer of foam between two layers of absorbent microfiber Holds four times its weight in water and cushions delicate dishes and stemware Place underneath appliances to protect a countertop from scratches and scuffs Folds and stores easily Machine wash

• Loss: MultipleNegativesRankingLoss with these parameters:

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

industrial_and_scientific

industrial_and_scientific

• Dataset: industrial_and_scientific at 6b58dd1
• Size: 219,760 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 25.73 tokens max: 82 tokens	min: 16 tokens mean: 153.09 tokens max: 256 tokens

• Samples:

  title	description
  title: Partners Brand Corrugated Cardboard Sheets 48 x 48 White Pack of 5 PSP4848W	description 48 x 48 White Corrugated Sheets Recommended for separating layers on skids or inside packaging Constructed from 200ECT32 white corrugated white on one side White Sheets offer a nice clean look and help the layer separations stand out Product may be folded to prevent damage during shipmentConstructed from 200ect32 White corrugated White on one side White sheets offer a nice clean look and help the layer separations stand out 5 per bundle Product may be folded to prevent damage during shipment
  title: SEOH Mortar and Pestle Set Deluxe 90mm	description Deluxe quality Mortar and Pestle set Mortar with nicely formed lip Glazed outside except bottom and unglazed inside All porcelain Pestle unglazed grinding surface Pestle oversized for hand comfort while grinding Mortar Top Inner Diameter 75mm Mortar Top Outer Diameter 90mm Capacity 100ml Mortar Height 48mm Pestle Length 93mmWorks great in Labs Classrooms or for Home Experiments 90mm All porcelain Pestle
  title: HSS 1424 UNF Tap Right Hand Thread	description 1424 HSS UNF Tap Right Hand ThreadMaterial HSS Total length 74mm Qty 1pcs

• Loss: MultipleNegativesRankingLoss with these parameters:

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

kindle_store

kindle_store

• Dataset: kindle_store at 6b58dd1
• Size: 512,160 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 13.77 tokens max: 54 tokens	min: 62 tokens mean: 245.81 tokens max: 256 tokens

• Samples:

  title	description
  title: Everybody Ought to Be Rich The Life and Times of John J Raskob Capitalist	description Review Mr Farber chronicles in wellresearched detail the surprisingly colorful life of John J Raskob who is relatively unknown compared to many other business leaders of his era Farber effectively brings to light Raskobs important roles in the growth and development of two corporate giants DuPontand General Motors at critical junctures in their histories as well as his significant engagement in other important business political religious and social activities of the era Rick Wagoner former Chairman and CEO General Motors The organizing genius of this country and an exemplar of the American Dreamthis is how contemporaries styled John Raskob David Farber evocatively reveals Raskobs inner fire and how it drove decades of innovation within American capitalism Business finance politics motoring in the Westand creating the Empire State Building were all adventures for Raskob and Farbers splendid prose captures the zeal and legacies of Raskobs passions Pamela Walker Laird autho...
  title: Warning Shadows Home Alone with Classic Cinema	description From Publishers Weekly Critic Giddins Bing Crosby A Pocketful of Miracles gleans fresh insights from novel juxtapositions in these essays drawn from his newspaper reviews of DVD collections The DVD collections raison detre is to group movies around organizing principles which here run the gamut from Hitchcock retrospectives to Disney nature docs to Hollywood literary adaptations to charming oddities like a collection of silents starring Harry Houdini The downside to reviewing them is that Giddins must glance at lesser works with little to recommend them though hell often notice a fine performance catchy score or radiant lighting scheme gleaming through the dross The payoff is the themes that emerge as he sifts a wealth of comparisons and contrasts These range from the failings of Rodgers and Hammerstein The Sound of Music is the happiest of all musicals involving Nazis to keen evocations of a movie stars aura the casually authoritative stance of an Edward G Robinson or t...
  title: How to Start a Business Analyst Career The handbook to apply business analysis techniques select requirements training and explore job roles leading career Business Analyst Career Guide	description Review Lauras book provides spoton recommendations to help you drastically reduce the amount of effort and time required to jumpstart your business analyst career If you were to invest in just one resource to help you transition into a highpaying and rewarding business analyst career you couldnt do better than this book Adriana Beal Product Manager and Principal Consultant at Beal Projects LLCWhen people ask me how do I become a business analyst I always sigh inside because I would love to give them a simple guide but I know that it is complicated and any answer has to start with it depends Laura has done the almost impossible by providing a route into business analysis via a stepbystep process that anyone can follow Alex Papworth Business Analyst and Mentor BAmentorcom What a wonderful gift you can give yourself with this book which will help you decide if business analysis is the right career move for you  Bob the BA aka Bob Prentiss Practical principlebased and easy to...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

movies_and_tv

movies_and_tv

• Dataset: movies_and_tv at 6b58dd1
• Size: 252,287 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 10.5 tokens max: 44 tokens	min: 10 tokens mean: 125.27 tokens max: 256 tokens

• Samples:

  title	description
  title: With Honors	description With Honors DVD Monty is a student and when his computer crashes hes left with only a single paper copy of his thesis Frightened of losing it he immediately rushes out to photocopy it only to stumble and drop it down a grate Searching the basement of the building he discovers that it has been found by Simon a squatter Simon makes a deal with Monty for every days accomodation and food that Monty gives him he will give a page of the thesis in return
  title: Kathy Smith Matrix Method Power Walk for Weight Loss	description The new and innovative Matrix Method is teamed up with a hienergy power walk routine Using the matrixclock as an aid Kathy will direct you through this fun and challenging workout insuring accurate foot and body positioning getting you the best benefits Up your calorie burn and learn Kathys NEW CardioCore moves to zap belly fat and strengthen your core without a single crunch Workout Summary 30 minute interval walking workout alternating between matrixclock moves and CardioCore segments You will fire up as many muscle groups as possible by combining balance and coordination challenges that will give your metabolism a jolt and shed extra pounds Crank up the fun in the nex 10 minute seqment as Kathy shows how you can build up the matrix moves youve learned for that extra boost Add some attitude and personal dance moves to make it your own 10 minutes of the NOCRUNCHZONE the latest technique to define those Abs and stregthen the back If youre tired of situps this is for you Ap...
  title: When Puppets Dolls Attack	description Step aside Chucky From the Masters at Full Moon Horror comes When Puppets and Dolls Attack a 3 hour jam packed compilations of Classic Kills Mayhem Mischief and Terror from the most Terrifying Puppets and Dolls ever created

• Loss: MultipleNegativesRankingLoss with these parameters:

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

musical_instruments

musical_instruments

• Dataset: musical_instruments at 6b58dd1
• Size: 117,877 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 21.0 tokens max: 78 tokens	min: 13 tokens mean: 154.08 tokens max: 256 tokens

• Samples:

  title	description
  title: Fender Stratocaster Bridge Pivot Screws	description Genuine Fender replacement parts Package of two threaded steel bridge pivot screws Used to mount twopoint synchronous tremolo system to the body Used on American Ultra and American Standard US and some Custom Shop Stratocaster models manufactured from 1986PresentPackage of two threaded steel bridge pivot screws Used to mount twopoint synchronous tremolo system to the body Used on American Ultra and American Standard US and some Custom Shop Stratocaster models manufactured from 1986Present Genuine Fender replacement parts
  title: NiceTQ Replacement AC Power Charger Cord Cable for Korg Pa600 Pa600QT Pa900 Professional Arranger Keyboard	description Replacement US 2 Prong Power Charger Cable Cord For Korg Pa600 Pa600QT Pa900 Professional Arranger Keyboard Connect an AC adapter to an AC outlet OR plug directly into a computer or other device with a builtin AC adapter Work with most brands PC like Toshiba IBM Sony DELL Compaq HP NEC Acer AST etc Fit most 2 ports power adapters Length 15 M 59 inches Accessory Only device not included Package Included 1 US 2 Prong Power Charger Cable CordLength 15 M 59 inches Fit most 2 ports power adapters Compatible with Korg Pa600 Pa600QT Pa900 Professional Arranger Keyboard Note Suitable for US standard jack ONLY
  title: Cecilio Trumpet Mouthpiece 3C Silver Plated	description Cecilio 3C Trumpet Mouthpiece Silver PlatedSilver Plated Trumpet Mouthpiece Size 3C Overall length 8750mm Shank diameter 980mm Shank length 4500mm Cup diameter 1750mm Rim diameter 2700mm

• Loss: MultipleNegativesRankingLoss with these parameters:

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

office_products

office_products

• Dataset: office_products at 6b58dd1
• Size: 322,741 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 7 tokens mean: 24.96 tokens max: 103 tokens	min: 13 tokens mean: 157.89 tokens max: 256 tokens

• Samples:

  title	description
  title: BRRAAVEES Nurse Badge Reel Retractable Badge Holder ID Badge Reels with Clip on ID Card Holders Be Kind Be Honest	description BRRAAVEES Badge reels let you stand out from the crowd You will never worry about dress the sameinch with others Badge reels retractable design save your time It convenient solution for scanning in at the office Add personality to your work badge and key Size information Badge Size 12inch3cm in Diameter Retractable Length 24 inch60cm Package includes 3 x Retractable Badge reels Our website presents product items are as close to real color but take a different light and display factors there is a certain color different 12cm error of measuring is a reasonable range due to different measurement methodsBADGE REEL SIZE MATERIAL These badge reels are made of highquality ABS material alligator clip and nylon cordThe badge is 12inch3cm in Diameter and the nylon cord retractable Length is 24 inch60cm PRODUCT FEATURES Practical designed light weight durable and convenient not easy to deform break and waterproofSturdy material with serrated alligator clip never drop off your ID ...
  title: LNC White Rose Flower Ceramic Retro Vintage Antique Style Push Button Dial Desk Telephone Phone Home Living Room Decor	description Material Ceramic constructionPower source telephone landlineFunctional desk phone with oldfashioned lookPush button dialLCD Caller ID displayComes without ringervolume controlMaterial Ceramic construction Power source telephone landline Functional desk phone with oldfashioned look Push button dial Comes without ringervolume control
  title: Piccadilly Calligraphy Made Easy Guided Artistic Writing Sketchbook Calligraphy for Beginners 176 Pages 9781608632992	description In our second book of the calligraphy made easy series project book you will use all of the techniques learned in the first book to have some fun creating hand lettered projects Packed with over 80 new projects and tons of techniques for transforming your calligraphy from writing into your own works of artCALLIGRAPHY WORKBOOK In our second book of the Calligraphy Made Easy series Project Book you will use all of the techniques learned in the first book to have some fun creating hand lettered projects NEW PROJECTS Packed with over 80 new projects and tons of techniques for transforming your calligraphy from writing into your own works of art FURTHER YOUR SKILLS Use the beautiful designs to showcase and enhance your calligraphy skills Cut out your favorite work and frame it for a family member HIGHQUALITY PAPER Let your stories unfold on premium creamcolored writing paper We care about preserving your art our Acidfree paper resists the yellowing and crumbling that comes with ...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

patio_lawn_and_garden

patio_lawn_and_garden

• Dataset: patio_lawn_and_garden at 6b58dd1
• Size: 401,035 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 7 tokens mean: 25.53 tokens max: 89 tokens	min: 14 tokens mean: 169.46 tokens max: 256 tokens

• Samples:

  title	description
  title: Mister Landscaper 180 Half Circle Fan Micro Spray	description This 180 Half Circle Fan Micro Spray has a radius of up to 5ft 39 sq ft and a true 180 spray pattern that is ideal for running along landscapes buildings and walkways Has easy grip wings for easier installation Only uses 10 GPH when used with our Stake Assemblies At 40 PSI you can run up to 300ft of 12in Poly tubing and install up to 50 Micro Spray Stake Assemblies on one line We recommend using our 50 PSI Pressure Regulator MLA58 if you have high water pressure Qty 12 per pkg Made In The USAQty 12 Per Pkg True 180 spray pattern
  title: Cast Iron Halloween Spider Garden Statue Patio Yard	description A perfect piece for arachnid lovers everywhere this cast iron spider is a great decoration for any time of the year Featuring wonderful lifelike detail throughout and a brown rustic finish this spider is easy to display in a garden or on a shelfIntricately detailed spider Looks great both inside and outside Made from cast iron Brown rustic finish Made by Upper Deck
  title: Laguna PowerGlo Mini Pond Light Kit	description The Laguna Mini Pond Kit is equipped with compact accent lights for ponds The lights are prewired to make installation easy and were designed for use in or out of water Simply place them in the desired location and connect to the transformer The kit includes three 10watt halogen lights that are only 218 x 234 inches and can be angled in the desired position Three color lenses blue red and amber are also included and the Laguna Pond Kit comes complete with a 12volt transformer which has a light sensor that turns the lights on and off automaticallyCompact accent lights for use inside or outside of your pond Kit includes three lights 3 colored lenses 3 clear lenses and low voltage outdoor transform with photocell 12v

• Loss: MultipleNegativesRankingLoss with these parameters:

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

pet_supplies

pet_supplies

• Dataset: pet_supplies at 6b58dd1
• Size: 214,782 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 23.21 tokens max: 51 tokens	min: 15 tokens mean: 170.4 tokens max: 256 tokens

• Samples:

  title	description
  title: Hartz Flexa Foam Flippin Tug Colors Vary	description HARTZ FLEXA FOAM FLIPPIN TUGCombines a traditional latex exterior with a foam injected core Raised ridge design for additional chew value rope for added play Four different colors Ideal for interactive owner and pet play
  title: DISCONTINUED CESAR Mini Sticks Dog TreatsBeef Recipe 6 7 Ounce Pouches	description Specially prepared with select ingredients CESAR Mini Sticks Dog Treats Beef Recipe is always made with real beef as the first ingredient Always realand always yummy Show your love with what they lovemouthwatering Mini SticksDiscontinued by Manufacturer RECOMMENDED REPLACEMENT Cesar Jerky Bites Grain Free Dog Treats Beef Sweet Potato Recipe B078H9S249 Grain free No corn wheat soy or artificial flavors or colors Beef is the 1st ingredient Made in the USA with the worlds finest ingredients Dog treats you can feel good about sharing with your best friend
  title: Fluval Bug Bites Color Enhancing Fish Food for Tropical Fish Granules for Medium to Large Sized Fish 16 oz A6589 Brown	description Fluval Bug Bites is a complete fish food that features a unique insectbased formulation enriched with multiple quality proteins and carbohydrates that are ideal for tropical fish such as bettas goldfish cichlids guppies and tetras Bug Bites daily diet color enhancing formula contains a significant amount of shrimp a source of astaxanthin which boosts the natural pigmentation in tropical fish Insects are hunted by fish in the wild as they offer a widely available food source The instinctive feeding habit is the foundation behind Bug Bites which are formulated with nutrientrich insect larvae and enriched with multiple quality proteins vitamins minerals and trace elements Most freshwater fish are omnivores and regularly feed on insects in the wild However not all insects are created equally when it comes to a fishs diet Bug Bites are formulated with sustainably harvested Black Soldier Fly Larvae 1 ingredient across all formulas which are raised on fruits and vegetables for exc...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

software

software

• Dataset: software at 6b58dd1
• Size: 67,388 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 10.07 tokens max: 43 tokens	min: 15 tokens mean: 178.27 tokens max: 256 tokens

• Samples:

  title	description
  title: Word up EnglishFrench	description The combination of an offline English French dictionary and flashcards learningLooking for a word translation Look your word up in the dictionary Word up includes one of the best available free English French offline dictionary ideal to use when you travel abroadLooking to improve your vocabulary Add the words you just searched to the builtin flash card system Word up let you learn the words you really need by creating flash cards directly from your searches in the dictionary The vocabulary learning system is similar to AnkiPerfect for studying languages on the goOther languages coming soonPlease contact us if you find any bug wordup at upteamasiaThe combination of an offline English French dictionary and flashcards learning Word up includes one of the best available free English French offline dictionary ideal to use when you travel abroad Word up let you learn the words you really need by creating flash cards directly from your searches in the dictionary The vocabulary l...
  title: Oklahoma Football NewsKindle Tablet Edition	description The latest Oklahoma Sooners football news plus the following Featuring The latest Sooners football game results The Sooners schedule The Oklahoma statistics The Oklahoma football recruiting news The Sooners videos This app is NOT officially endorsed or associated or affiliated with any professional or college team or league The latest Oklahoma football news The latest Sooners game results The Sooners schedule The Oklahoma statistics The Oklahoma football recruiting news The Sooners videos
  title: James Bond Spectre Ringtone and Alert	description This is the Popular theme from James Bond Movie SeriesYou Can Set the Main Theme as your Default ringtone assign to a specific Contact andor set as an Alarm Set a short James Bond Theme as a TEXTNotification AlertThis is the highest quality digitally rerecorded version of the Original Soundtrack themeSetupIt is very simple to maximize your use of this theme Just download and open your James Bond Spectre app You will see two items 1 Main James Bond Spectre and 2 James Bond Alert Tone You can preview the file before making it your Default ringtone assign to a Contact or set as an Alarm You can also set as an Alert tone so when you receive text and email etc your phone will ring with a very short theme versionAuthentic Theme Ringtone Popular TV Show Theme Simple and easy setup for Default Ringtone Alarm and Assign a contact Simple Alert Tone Setup

• Loss: MultipleNegativesRankingLoss with these parameters:

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

sports_and_outdoors

sports_and_outdoors

• Dataset: sports_and_outdoors at 6b58dd1
• Size: 806,084 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 6 tokens mean: 19.3 tokens max: 53 tokens	min: 15 tokens mean: 141.23 tokens max: 256 tokens

• Samples:

  title	description
  title: Sons of Odin Vikings Valhalla T Shirt	description valhalla shirt valhalla t shirt vikings valhalla shirt kryptek valhalla shirt Sons of Odin Vikings Bad Girls Go To Valhalla ragnar lodbrok danelaw dragon ship figurehead freeman longship mail coat chainmail mead norse myths norse mythology pagan raven shieldSolid colors 100 Cotton Heather Grey 90 Cotton 10 Polyester All Other Heathers 50 Cotton 50 Polyester Imported Pull On closure Machine Wash Are you a Proud Viking Then this is for you Wearing this Viking Norse Nordic tee shirt will surely make Odin proud Old Norse language and Valhalla are where the true Viking warriors will go Are you a true Viking Lightweight Classic fit Doubleneedle sleeve and bottom hem
  title: OldMillerLiteLogoWomens Unisex Sun Visor Caps Cool Truck Driver Hat	description Material polyester fiberUsually delivered 714 business daysMaterial wicks sweat dries really fastUNMATCHED PERFORMANCEGreat looking on your head permits you to feel confident and your visor wont add any discomfort for your headBREATHABLE notop hat designed for ventilation to accelerate sweat evaporation when doing outdoor activitiessuch as fishing climbinghikingwalkingrunningboatinggoing trip and so on100 Polyester Drawstring closure Hand Wash Only Materialpolyester fiber Usually delivered 714 business days Material wicks sweat dries really fast UNMATCHED PERFORMANCEGreat looking on your head permits you to feel confident and your visor wont add any discomfort for your head BREATHABLE notop hat designed for ventilation to accelerate sweat evaporation when doing outdoor activitiessuch as fishing climbinghikingwalkingrunningboatinggoing trip and so on
  title: Scubapro Aladin 2g Wrist Computer	description The Aladin 2G is a brand new wrist mounted dive computer from Uwatec that supersedes the Aladin Tec 2G computer The new 2G has additional features and designed for technical divers and recreational divers who will appreciate the fine detail and accessible information needed to progress in scuba divingFeatures New Profile Dependent Intermediate Stops to optimise safety This unique calculation provides an intermediate stop based on how much nitrogen your body has taken up taking into account your current dive previous dives and breathing mixes New Profile Dependent Intermediate Stops to optimise safety This unique calculation provides an intermediate stop based on how much nitrogen your body has taken up taking into account your current dive previous dives and breathing mixes New Apnea Mode includes faster sampling rates manual start current depth maximum depth dive time in minutes and seconds water temperature ascent and descent speed Apnea specific alarms and warnings adjus...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

tools_and_home_improvement

tools_and_home_improvement

• Dataset: tools_and_home_improvement at 6b58dd1
• Size: 689,477 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 24.51 tokens max: 70 tokens	min: 16 tokens mean: 154.57 tokens max: 256 tokens

• Samples:

  title	description
  title: Genesis GDP1005A 10 5Speed 41 Amp Drill Press with 58 Chuck Integrated LED Work Light and Table that Rotates 360 and Tilts 045	description The Genesis GDP1005A is great for larger projects that require more power and versatility The larger 58 chuck and 41 amp motor delivers power and performance you can count on for your DIY projects Powerful 41 Amp MotorIntegrated Work Light for convenience and visibility58 Chuck for larger bits5 Speeds to handle various materialsEasy to Access pulley housing makes speed changes a breezeSmaller Foot print than a Floor Drill Press Provides more room in your work shopThe table tilts 45 and rotates 360 for your demanding requirements Add The Genesis GDP1005A to your work shop today41 amp induction motor for quiet smooth performance 5 speed gear box 58 chuck handles larger bits Table rotates 360 and tilts 045 Easy to use Rackandpinion table height adjustment Integrated work light to illuminate the drill press table
  title: Got You Covered Frozen Framed Light Switch Covers or Outlets	description Not all plate covers due to picture placement will have all the screws but will still secure to wall Please see photo for screw placement Plate sizes are Single light 275 inches wide 45 inches high GHI Rocker cover275 inches wide 45 inches high Outlet cover 275 inches wide 45 inches high Double light cover 45 inches wide 45 inches high Triple light cover 6 38 inches wide 45 inches high Combo Light Outlet 45 inches wide 45 inches high Double GHI 45 inches wide 45 inches high Quad light 8 18 wide by 4 12 high 2 light 1 outlet cover 6 38wide by 4 12 high Double outlet cover 45 by 45 Triple GHI Rocker 6 38wide by 45 highDecorative light switch covers are a wonderful way to decorate your home without spending a fortune The flat surface of the plate is decorated which leaves a nice border effect around the picture Have to compete with your wall color Each plate has a vinyl protective covering over picture making it durable Light switch cover featuring frozen queen...
  title: Upgraded Replacement for Bryant Furnace Control Circuit Board CES011005700	description This is a Brand New Upgraded Aftermarket Furnace Control Board The control board is the brain of the furnaceBRAND NEW Aftermarket Upgraded Control Board

• Loss: MultipleNegativesRankingLoss with these parameters:

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

toys_and_games

toys_and_games

• Dataset: toys_and_games at 6b58dd1
• Size: 441,985 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 7 tokens mean: 21.17 tokens max: 54 tokens	min: 14 tokens mean: 155.13 tokens max: 256 tokens

• Samples:

  title	description
  title: Ecore Fun 12 pcs 18 Inch Girl Doll Clothes and Accessories Including 4 Sets of Clothing A hat A Pair of Boots for Your Child	description Ecore Fun 12 pcs 18 inch Girl Doll Clothes 18 inch Doll Clothes and Accessories Including 4 Sets of Clothing A hat A pair of bootsBest Gift For Your Child Package Included 4 Fashion Clothes SetsA hatA pair of bootsSoft and comfortableEasy to wear and washExclusive designs and workmanshipThe best Christmas giftEcore Fun have been committed to the innovation and sales of doll clothes to give children a happy childhood The products have obtained quality certificates such as ASTMF96311HR4040 in the United States and EN71123EN62115 in Europe Let the children play safely mothers can rest assuredWhat You Get 4 sets of casual or cool clothes a pair of boots and a hat please note that it only includes a pair of boots and a hat What It Fit Our clothes sets are very suitable for 18 inch dolls it is perfect choices to buy as 18 inch doll accessories Variety Styles Each of the four sets of clothing has its own style which integrates cute casual fashionable and cool styles It is the best...
  title: Fascinations USB Desktop Aquarium	description From the Manufacturer The USB Desktop Aquarium is great for home dorm or office and is the perfect size for any desk Water recirculates providing oxygen for your fish while color changing LEDs provide a captivating display The multifunction alarm clock and desk caddy make this unique aquarium practical and funThe USB Desktop Aquarium holds approximately 1 12 quarts of water and is a great home for any small fish The LCD alarm clock features time date temperature snooze countdown timer and 6 different modes of tranquil nature sounds for that zen moment anytime Also includes an adjustable overhead LED light USB power connector decorative rocks and low voltage pump
  title: Feisty Pets 4 Figure SirGrowlsALot Bear	description Hes cute and sweet but hell turn on you if you squeeze him Found sleeping in the dumpster of a local campground If you are crazy enough to take Sir GrowlsALot home keep all trash in a locked cabinet and NEVER wake him up On a side note Sir GrowlsALot is wanted in 12 states Each Feisty Pet has their list of likes and dislikes so consider yourself warned Collect them all Feisty Pets Sir GrowlsALot Likes Trash Cans Trash Cans Raw Meat Raw Meat Hibernating Hibernating Dislikes Waking Up Waking Up Loud Noises Loud Noises Jail food Jail foodTheyre cute and sweet but theyre feisty 4inch collectible animal figure Press the top of the head to change expression from cute to furociously funny Eyes rotate arms swivel up together when head is pushed down

• Loss: MultipleNegativesRankingLoss with these parameters:

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

unknown

unknown

• Dataset: unknown at 6b58dd1
• Size: 64,529 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 20.52 tokens max: 61 tokens	min: 13 tokens mean: 128.61 tokens max: 256 tokens

• Samples:

  title	description
  title: HB7 II Flower Lens Hood For Nikon AF 80200mm f28D ED HB7II	description Lens hood replacement for Nikon HB7II Provides multiple functions shades the lens from stray light improves your contrast and image quality in inclement weather assists in keeping moisture or windblown debris off the lens protects the front barrel from the inevitable impacts against walls door frames and other reallife obstacles Material Plastic Color Black Dimension 110 x 110 x 110cm 43 x 43 x 43in Package includes 1x lens hood
  title: Rendon Womens Jeans Mid Rise Feather Embroidery Stretchy Bootcut Slim Wide Leg Pants Blue XSmall	description Welcome to Rendon Thank you for coming We focus on the clothing industry We are committed to providing customers with high quality products at affordable prices Our products are sold in 30 countries and have good reviews Please give us a chance and we will do it for you Produce high quality and affordable products Features Material cotton Jeans Style Wide Leg Jeans Pattern Type Solid Color Cosure Type Zipper Fit Type Loose Season Spring summer autumn winter All Occasions Women denim jeans are suitable for many occasions such as casual wear going out vacation dating shopping camping beach side school y2k style streetwear Attention please There is 2 3 difference according to manual measurement Please check the measurement carefully before you buy the item Please note that slight color difference should be acceptable due to the light and screen Thanks for your understandingZipper closure Machine Wash Zipper closure Machine Wash MaterialMade of high quality Cotton Super breatha...
  title: azzzz 4Pcs Flatmounted Heighten Support Horizontal Base Console Holder Bracket Stand Cooling LegsCarbon FiberStandard SizeFor PS4 Pro	description The feet are designed to elevate your PS4 for better cooling Bottom silicone antiskid design Easy and convenient for using Vertical stand horizontal stand Fit perfectly for your machine Package 4xCooling FeetThe feet are designed to elevate your PS4 for better cooling Vertical stand horizontal stand Bottom silicone antiskid design Fit perfectly for your machine Easy and convenient for using

• Loss: MultipleNegativesRankingLoss with these parameters:

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

video_games

video_games

• Dataset: video_games at 6b58dd1
• Size: 64,688 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 5 tokens mean: 17.6 tokens max: 61 tokens	min: 14 tokens mean: 170.83 tokens max: 256 tokens

• Samples:

  title	description
  title: NCAA Football 14 Xbox 360 Renewed	description Play True to Your Team NCAA Football 14 unlocks the unpredictability and innovation of the college game The new physics driven animation system and a completely reengineered spread and read option game influence the outcome of every moment allowing you to stay true to your teamThis Certified Refurbished product is tested and certified to look and work like new The refurbishing process includes functionality testing basic cleaning inspection and repackaging The product ships with all relevant accessories a minimum 90day warranty and may arrive in a generic box Only select sellers who maintain a high performance bar may offer Certified Refurbished products on Amazoncom 14 Players Kinect Compatible Comes with NCAA Ultimate Team Packs
  title: Gift Shop Download	description Your Gift Shop is open for business just in time for the holidays Enjoy falling snow twinkling lights and holiday music as you slide shiny ornaments into place and sell fabulous gifts to busy shoppers Keep your customers smiling with special holiday treats like hot chocolate and gingerbread cookies Upgrade your shop with new products as your profits rise Happy customers will pay more for gifts and increase your sales in this jolly puzzlerMatch Colorful Ornaments To Create Gifts Customize Your Gift Shop Keep Shoppers Happy With Special Treats Play Casual Or Expert Mode
  title: SADES R5 Gaming Headset Headphone 35mm Wired Stereo OverEar with Mic Volume Control for PCXbox OnePS4Mac	description Works with New X box one PS4 PC Laptop MAC SADES R5 headset works with your PS4 in stereo mode Experience chat voice interface and gaming audio in rich detailed sound Specification Loudhailer diameter 50mm Frequency range 2020000Hz Sensitivity 1123db at 1khz Impedance32 Ohm at 1khz Max Power 20mW Mic Sensitivity41db3db Mic Frequency Range 5010Khz Mic Impedance 22 at 1khz Headset cable length Approx15m Input Plug 35mm Approximate Weight 280g Package 1x SADES R5 Gaming Headset 35mm Jack Cable 1 to 2 PLEASE NOTE 1You need Extra Microsoft AdapterNot including when Connect to your old Xbox One controller This item dont include the adapter for xbox 360 2Before apply the headset on your PS4 please test it with your cellphone to ensure it function well 3PS4 SettingInsert the headset on 35mm jack plug into the Gamepad then long press the PS4 button or enter the system Settings there is a peripheral machines choose Adjust Sound and Devices output to the headphones then change...

• Loss: MultipleNegativesRankingLoss with these parameters:

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

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 256
• num_train_epochs: 1
• warmup_ratio: 0.1
• fp16: True
• push_to_hub: True
• hub_model_id: guyhadad01/EncodeRec
• hub_strategy: checkpoint

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: no
• prediction_loss_only: True
• per_device_train_batch_size: 256
• 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
• 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: 1.0
• 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: guyhadad01/EncodeRec
• 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: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
0.0963	5450	0.4723
0.0972	5500	0.5258
0.0981	5550	0.4851
0.0990	5600	0.5311
0.0998	5650	0.411
0.1007	5700	0.4184
0.1016	5750	0.4071
0.1025	5800	0.4712
0.1034	5850	0.4912
0.1043	5900	0.5589
0.1051	5950	0.4507
0.1060	6000	0.5429
0.1069	6050	0.3789
0.1078	6100	0.3949
0.1087	6150	0.4491
0.1096	6200	0.435
0.1104	6250	0.3865
0.1113	6300	0.4175
0.1122	6350	0.4387
0.1131	6400	0.4554
0.1140	6450	0.581
0.1149	6500	0.4746
0.1157	6550	0.4511
0.1166	6600	0.3871
0.1175	6650	0.449
0.1184	6700	0.3458
0.1193	6750	0.4791
0.1202	6800	0.4445
0.1210	6850	0.4907
0.1219	6900	0.5377
0.1228	6950	0.5275
0.1237	7000	0.5489
0.1246	7050	0.3931
0.1255	7100	0.5155
0.1263	7150	0.4282
0.1272	7200	0.4639
0.1281	7250	0.5294
0.1290	7300	0.4121
0.1299	7350	0.4139
0.1308	7400	0.4311
0.1316	7450	0.4025
0.1325	7500	0.4791
0.1334	7550	0.4498
0.1343	7600	0.4538
0.1352	7650	0.4596
0.1361	7700	0.3508
0.1369	7750	0.5145
0.1378	7800	0.3505
0.1387	7850	0.3354
0.1396	7900	0.4474
0.1405	7950	0.3524
0.1414	8000	0.4957

Framework Versions

• Python: 3.12.11
• Sentence Transformers: 5.1.0
• Transformers: 4.55.2
• PyTorch: 2.8.0+cu126
• Accelerate: 1.10.0
• Datasets: 4.0.0
• 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",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}