knguyennguyen's picture
Add new SentenceTransformer model.
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metadata
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:7598
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget:
  - source_sentence: >-
      women's winter coat with a soft texture, a relaxed fit, and a zipper
      closure.
    sentences:
      - >-
        Title: Karen Scott Women's Plus Size Zip-Front Jacket Black Size 2X
        Descripion: Look and feel as cozy as can be in this plus size zip-front
        jacket from Karen Scott. polyester Imported front closure Approx.
        28-1/2" from center back neck to hem Point collar; zipper-front closure
        Zipper pockets at hips Unlined Polyester
      - >-
        Title: Obermeyer Girls' Stormy Jacket (Toddler/Little Big Kids)
        Descripion: There's no better place a child wants to be than outside.
        Exploring the backyard, creating make-believe friends, or anticipating
        the unknown, or the wonder of discovery. It has always been our
        intention to fuel and care for this unspoken youthful innocence.
        Throwing an ill-formed snowball in the excitement of loving the wonder
        of snow is to be applauded, regardless of our unexpected shock -
        refreshing as it may be. The stormy is all of that and more. For parent
        and child alike. With fleece-warmed chin, neck, hands and ear-warmers
        she is reassured to be toasty and daring to move about freely. We
        recognize the value of play. 100% Polyester Imported Zipper closure Hand
        Wash Only Fleece earwarmers;"i-grow" Extended wear system; full-motion
        articulation; sleeve pockets); integrated clips to retain
        mittens/gloves; adjustable, water-resistant powder skirt; working
        compass; 10K/10K 220gm body, 160gm sleeve, 80gm hood
      - >-
        Title: Tbaok Women's 2022 Fashion Winter Coat Long Sleeve Lapel Zip Up
        Faux Shearling Shaggy Loose Shacket Jacket Descripion: Womens Ladies
        Warm Faux Furry Coat Jacket Winter Solid Turn Down Collar Zipper
        Outerwear 🌟Features: 1.lightweight soft fabric for a comfortable
        feminine ,easy to wear,no wrinkles. 2.It is made of high quality
        materials,durable enought for your daily wearing. 3.Special design make
        you more attractive. 4.Choose it,show your energy. 🌟Product
        information: ★Gender:Women ★Occasion:Daily,Casual,Party
        ★Material:Polyester ★Clothing Length:Long ★Pattern Type:Solid
        ★Style:Fashion ★Collar:Turn down Collar ★Sleeve Length:Short 🌟Package
        include:1PC Women Coat 🌟Note: Please compare the detail sizes with
        yours before you buy!!! Colors may be slightly different depending on
        computer and monitor settings Please allow 1-3cm differs due to manual
        measurement, thanks (All measurement in cm and please note 1cm=0.39inch
        ❤Black Fridays Deals 2022 ❤ 🎄🎄 New Releases Women's 2022 Fashion
        Winter Lapel Coat Deals of the Day Clearance On Sale.🐾WE USE ASIAN
        SIZING AND RUN SMALL! WE RECOMMEND ORDERING ONE SIZE UP!🐾 If you have
        any questions, please contact us and we will get back to you within 24
        hours! 30 day free return policy.❤❤ Imported Zipper closure Hand Wash
        Only ♛MATERIAL: This Sherpa Jacket Is Made Of Super-Soft And
        Double-Fleeced Fabric, Bringing You Ultimate Cozy Wearing Experience,
        Perfect Choice For Fall Or Winter ♛FEATURES DESIGN: Long Sleeve Sherpa
        Jackets/ Lapel Zipper Winter Coats/ Double-Side Faux Fur Coat/ Two Side
        Pockets Jacktes/ Womens Fall Fashion 2022/ Boyfriend Style Oversized
        Jackets/ Fuzzy Fleece Shearling Coats/ Fluffy And Shaggy Sherpa Jacket/
        Collared Teddy Bear Coat/ Winter Clothes For Women/ Shacket Jacket Women
        ♛MATCH TIPS And OCCASIONS: This Faux Shearling Coat Is Easy To Match,
        You Can Match With T-Shirt, Jeans, Leggings, Dress For Graceful Looks.
        The Fuzzy Faux Fur Teddy Jacket Suits For Any Outdoor And Indoor
        Activities ♛UNIQUE HIGHLIGHT: The Fuzzy Teddy Bear Fall Jackets Keep You
        Away From Cold While Looks More Chic. The Faux Fur Winter Coat Has Stand
        Collar, Cool And Stylish. The Womens Shacket Jacket Always Trendy, The
        Fashion Outfit In This Fall And Winter ♛FASHION STYLE: This Baggy Sherpa
        Shacket Jacket Has Two Side Pockets, Enough To Carry Phone Or More. The
        Fleeced Material Let You Enjoy Comfy Touch, Friendly To Skin. The
        Classic Lapel Zipper Design Make You Easily Put On And Take Off. The
        Shearling Fluffy Winter Shacket Jacket Looks More Gorgeous
  - source_sentence: >-
      kids' costume set featuring a vibrant outer layer, fitted bottoms, and a
      coordinating skirt.
    sentences:
      - >-
        Title: Mountain Warehouse Womens Slim Jacket-Water Resistant Ladies
        Raincoat Descripion: The Move Power Stretch Womens Jacket is a great
        layer for any active outdoor use. Keeping you protected with its water-
        and wind-resistant outer, slim fit with stretch panels for flexibility
        and zipped pockets for safe storage. Ref: 035255 100% Polyester
        Water-resistant - Treated with Durable Water Repellent (DWR), droplets
        will bead and roll off the fabric. Light rain, or limited exposure to
        rain Windproof - A thin membrane between the fabric provides protection
        from the wind Stretch Panels - Allows for extra freedom of movement and
        comfort as you move Slim fit - has a snug fit and designed to create an
        athletic body shape Lightweight - Great for travelling, comfortable to
        wear and easy to pack
      - >-
        Title: Mei Costume for Kids,Meilin Cosplay Panada Red Jacket Skirt with
        Tights Suit Descripion: Mei Cosplay Costume Uniform Outfit for Girls Mei
        Costume Package include: coat + tights + skirt.   Great gift for family
        and Turning Red Mei fans. Suitable for daily wear, outdoor activities,
        school, Halloween cosplay, photograph, theme party etc. polyester Mei
        Cosplay Costume Panada Red Jacket Skirt with Tights Suit Mei Costume
        Package include: coat + tights + skirt. Material: Quality polyester.
        Excellent workmanship, the costume is soft and skin-friendly, which has
        a good wearing comfort. Occasions:The dress is Bright Colors,
        Eye-Catching, Making You Look Amazing in various occasions, daily wear,
        Halloween, theme party, cosplay, on the stage,etc.Comfortably Fabric,
        Stretchy, Pro-Skin, Durable, Makes It Easy and Very Comfortable To
        Wear,Show The Latest Sexy and Fashion Style. Please check the size chart
        in pictures before purchasing and choose the one that suits you
        best.Moreover, if you have any questions with our product, please
        contact with us at any time, we will reply to you within 24 hours.
      - >-
        Title: LisAgUlI Women Fashion Faux Fur Warm Furry Hooded Faux Fox Fur
        Jacket Long Sleeve Coats Outerwear Descripion: Gender:Women
        Occasion:Daily,Casual,Party Material:Polyester Clothing Length:Regular
        Pattern Type:Solid Style:Fashion Collar:Hoodie Sleeve Length:Long Color:
        as the picture show Package include:1PC Women Coat Faux Fur
        1.lightweight soft fabric for a comfortable feminine touch,easy to
        wear,no wrinkles. 2.It is made of high quality materials,durable enought
        for your daily wearing. 3.Special design make you more attractive.
        4.Choose it,show your energy.
  - source_sentence: >-
      a winter jacket for daily wear and outdoor activities for little boys and
      girls
    sentences:
      - >-
        Title: RODEWILL Womens Color Block Plaid Corduroy Jacket Button Down
        Shirt Long Sleeve Oversized Blouses Tops (Khaki, XX-Large) Descripion:
        RODEWILL womens plaid button down shirt is made with high-quality
        fabric. Soft, lightweight and comfortable to wear. Feature: Plaid Print,
        Button Down, Chest Pockets, Long Sleeve, Boyfriend Style, Turn-Down
        Collar, Loose Fit Shirts. It can be tied at the waist or wrapped around
        waist, wear as 3/4 sleeves or full sleeve. You can pair this shirts with
        variety of tank tops, jeans, denim shorts, skirts, jeggings, sneakers or
        heels to complete casual look that's easy to love all season long. which
        is suitable for windy and cold days. Occasion: The fashion button down
        shirts is perfect choice for your daily wear, outdoor activities,
        shopping, club, party, dates and any other occasions in Spring, Summer,
        Fall and Winter. 65% Cotton, 35% Polyester 进口 Button closure Machine
        Wash 🍂Light weight & cozy material: RODEWILL womens plaid button down
        shirt is made with high-quality fabric, lightweight and comfortable to
        wear, bring you Soft touching experienc. 🍂Features design: Plaid Print,
        Button Down, Chest Pockets, Long . 🍂Style: This vintage flannel plaid
        shirt is designed with two buttoned chest pockets, drop shoulder, a
        Front button placket, turn down collar, single button cuff.Relaxed fit,
        You can pair this. 🍂Style: This vintage flannel plaid shirt is designed
        with two buttoned chest pockets, drop shoulder, a Front button placket,
        turn down collar, single button cuff.Relaxed fit, You can pair this.
        🍂Package content: 1 X Womens Shirts. if you are not satisfied, feel
        free to contact us.
      - >-
        Title: COOKI Women's Long Sleeve Sweatshirts Lover Cat Print Hip Hop
        Zipper Hooded Coats Casual Long Sleeve Zip-Up Hoodie Jackets Descripion:
        🌻🌻Welcome to our brand shop for more choice on
        sweatshirt/hoodies/shirts/dresses/sandals/shoes/watches,etc.🌻🌻OCCASIONS:
        Casual/School/Work/Sports or daily life, good choice to match with high
        waist leggings or jeans. 🌻🌻 Size Chart: Since our size is Asian size,
        it runs small so we recommend you order 1~2 size up🌻.Please Refer to
        our size at the image we provide, not the Amazon Size Chart. All size
        are manual measure, there will be about 1-3 inches errors that is
        normal. 🌻🌻Due to the light and screen difference, there are slight
        color aberration. 🌻🌻Comfortable and Breathable fabric.Regular fit,
        light weight, soft and comfortable.🌻🌻About Shipment Delivery Date ✈
        Standard shipping: 10-20 days ✈ Expedited shipping: 3-5 days. Please
        confirming the information before you place an order. We will ship
        within four hours and will not be able to modify any information once
        shipped Customer Service Please feel free to contact us if you have any
        question, we will reply you within 24 hours. 🌻🌻 ✿COOKI Winter Sweaters
        Hooded Sweatshirts Long sleeve Sale Today, Save 3% when purchase 1 ,Save
        30% when purchase 2 , Save 45% when purchase 5 each on Qualifying items
        offered by COOKI . Stretch,Tie closure Hand Wash Only ✿Size:Please check
        the size on the picture before you purchase. ✿Material : women
        sweatshirts and hoodies women sweatshirts and hoodies Hoodieswomen
        sweatshirts and hoodies graphic women sweatshirts with zipper women
        sweatshirts with pockets women sweatshirts with sayings women
        sweatshirts, Gift for Sister Mom, Grandmother, Family. Lightweight,
        comfortable cotton and polyester fabric stretch to wear in daily life.
        ✿occasion: Cooki women's autumn winter tie dye printed long sleeve
        sweatshirt round neck casual loose pullover tops shirts,lightweight long
        sleeve pullover top for comfortable wear , latest fashion women's
        sweatshirt suit occasion for daily life, party, school, vacation,
        office, work, sportswear, home etc womens fall long sleeve side split
        loose casual pullover tunic tops women casual long sleeve round neck
        sweatshirt loose t shirt blouses tops womens long sleeve tunic tops
        loose casual sweatshirt pocket t-shirts blouse long sleeve round neck
        sweatshirt pocket pullover loose tunic shirts blouse tops womens long
        sleeve shirts color splicing spring top sweatshirt womens casual long
        sleeve pullover sweatshirt shirt tops t shirt for women graphic t shirt
        for women v neck t shirt for women summer t shirt for women short sleeve
        t shirt for women fashion 2020 t shirt for women graphic vintage t shirt
        for women graphic funny t shirt for women cotton t shirt for women
        womens shirts and blouses womens shirts for leggings short sleeve
        sleeveless plus size long sleeve summer with sayings to wear with
        leggings that tie in front tie front tunic shirts for women shirts for
        women plus size women shirts long sleeve women shirts long sleeve casual
        women shirts long sleeve dress women shirts long sleeve cotton women
        shirts long sleeve plus women shirts long sleeve plus size women shirts
        long sleeve sweater women shirts long sleeve button down women shirts
        long sleeve casual women long sleeve tops women long sleeve tops women
        long sleeve tops v neck women long sleeve tops brown women long sleeve
        tops cold shoulder
      - >-
        Title: GLIGLITTR Little Girls Boys Flannel Hooded Plaid Winter Jacket
        Button Down Fleece Coat Long Sleeve Outerwear with Pockets Descripion:
        Dear customers, welcome to IZYJOY!!! We have carefully measured the size
        of your clothes so that you can choose the right size for your little
        kids! -----------------★Size
        Information★-------------------------------:
        5-6X------------------------Bust*2 41cm/16.1"---------Length 55cm/21.7"
        6-7Years-------------------Bust*2 42cm/16.5"---------Length 60cm/23.6"
        7-8Years-------------------Bust*2 43cm/16.9"---------Length 63cm/24.8"
        8-9Years-------------------Bust*2 45cm/17.7"---------Length 67cm/26.4"
        9-10Years------------------Bust*2 49cm/19.3"---------Length 70cm/27.6"
        Tips: 1. After manual measurement there is a difference of 2-3%.
        2.Please check the size chart carefully before you buy the item. 3.
        Please note that slight color differences due to light and screen should
        be acceptable. Flannel,Wool Imported Button closure Machine Wash
        💙Material: In cold weather, give your baby the warmest
        care.High-quality material. Soft & comfortable flannel wool
        blend.Non-irritating skin. Buffalo plaid shirts for boys, fashion, and
        unique design, not easy to deform, good for baby's delicate skin.
        💙Feature: This kids plaid hoodie flannel wool blend shacket. Classic
        plaid print. The inside is a thin layer of fleece, which doubles the
        warmth, caress carefully from the inside out, doubles the temperature
        gathering performance, and carefully cares for your baby. There are
        pockets on both sides, exquisite and practical. Button down closure,
        easy to put on and off. Cute and fashionable. Little girls boys hooded
        plaid long sleeve jacket. It makes your little baby charming and cute.
        💙Size: Suitable for baby boys 5-6X cold jacket for toddler boys,
        6-7Years baby boy's clothing winter, 7-8Years plaid fleece jacket kids,
        8-9Years baby boy plaid shirt, 9-10Years kids jackets with hood boys.
        💙Occasion: Hoodie plaid little boys girls fleece coat, perfect to wear
        with jeans or any other kind of trousers for a fashion look. Suitable
        for daily wear, school uniform, indoor or outdoor wear, casual playwear,
        baby photography, party, or any occasion. A great birthday gift for your
        little baby. 💙Package Include: 1 x Little boys girls flannel wool blend
        hoodie plaid winter coat
  - source_sentence: >-
      men's jacket designed for outdoor activities, featuring a flexible fit,
      multiple accessible pockets, and ventilation openings for comfort during
      strenuous use.
    sentences:
      - >-
        Title: Nike Men's Baseball Bomber Jacket AA9776-010, Size M Descripion:
        The Nike Bomber Jacket is filled with down material to help keep you
        warm and comfortable during the game. Zipper closure Hand Wash Only
        Style#: AA9776-010 Style#: AA9776-010 Longer hem in the back adds
        coverage. Internal elastic waistband helps lock in heat. Side pockets
        help keep your hands warm throughout the game. Full-zip design offers
        personalized coverage.
      - >-
        Title: LONDON FOG Baby Boys Active Puffer Jacket Winter Coat Descripion:
        This active puffer jacket winter coat from London Fog is the perfect
        jacket for chilly days and nights. Great quality, great price, great
        style. 100% Polyester Imported Zipper closure Machine Wash zip off hood
        microfiber material Rain Resistant sherpa lining Welt Pocket
      - >-
        Title: Mammut Haldigrat HS Hooded Jacket - Men's Descripion: Freeriders
        definitely get their money's worth with the Haldigrat HS Hooded Jacket
        Men: The elasticated and therefore super comfortable jacket benefits
        from a freeride-inspired fit. It also proves itself in strenuous accents
        with its high breathability and resulting comfort when you're once again
        looking for untracked slopes off piste. The jacket design focuses on the
        features most important for freeriders such as a good size and easy
        pocket accessibility even when wearing a backpack. The long ventilation
        openings also ensure a balanced body climate, so you can rock those
        mountains. 100% Polyamide Zipper closure Hand Wash Only MAMMUT Single
        Pull Hood: storm-proof, helmet-compatible hood with reinforced peak, can
        be adjusted both vertically and horizontally with a single pull 2
        climbing harness- and backpack-compatible front pockets with cross-over
        access and water-repellent zippers Long under-arm ventilation with
        water-repellent 2-way zipper Glove-compatible, adjustable cuffs with
        high-quality hook-and-loop fasteners The drawstring on the hem can be
        adjusted with one hand using a cord that can be stowed on the inside
  - source_sentence: >-
      women's cropped puffer jacket featuring a solid color, long sleeves, and a
      stand collar with a zipper closure.
    sentences:
      - >-
        Title: Women's Zip Up Cropped Puffer Jacket Winter Long Sleeve Quilted
        Drawstring Short Down Coats Warm Outerwear Descripion: Women's Winter
        Warm Short Down Coat Solid Color Long Sleeve Stand Collar Zipper Puffer
        Jacket Outerwear Size(inch) S Length: 18.90 Bust: 44.09 Sleeve: 22.05
        Shoulder: 19.69 M Length: 19.29 Bust: 45.67 Sleeve: 22.44 Shoulder:
        20.08 L Length: 19.69 Bust: 47.24 Sleeve: 22.83 Shoulder: 20.47
        Specification: Material: Polyester Sleeve Length: Long Pattern Type:
        Solid Color Gender: Women Item Type: Coat Package Included: 1 x coat
        100% Polyester Imported Zipper closure Machine Wash Material: Wome
        cropped puffer jacket winter coat is made of high quality polyester
        material, lightweight, safe to skin and easy to wash, thick and warm,
        comfortable and soft to wear. This quilted short down jacket is a must
        have this winter! Design: Women's winter casual warm puffer coat, solid
        color, long sleeve, stand collar, full zipper closure, quilted design,
        drop shoulder, crop length, elastic drawstring design on the hem, very
        all-match and is a timeless and ideal companion on cold days! Occasion:
        Womens windproof short down coats suitable for casual daily wear,
        outdoor activity, school, streetwear, working, office, holiday, club,
        friends party, photography outfit and so on. Perfect addition to your
        winter chic and fashionable look. Match: This relax fit quilted puffer
        jacket can pair with crop tops, blouses, basic t-shirts,sweaters, skinny
        jeans, casual pants, leggings, skirts, boots, sneakers for a winter
        trendy look. Package&Size: 1 x coat. If the product has any quality
        problems, please feel free to contact us, we will help you solve the
        problem as quickly as possible. S, M, L. Please check the size chart
        carefully before buying to get the clothes that fit your size.
      - >-
        Title: My Little Pony Hoodie for Girls, Zip Up Friendship Jacket with 3D
        Ears, Mane and Wings, Gray, Size 5 Descripion: SWEATER WEATHER OUTFIT
        TOPPER Include our fun and cute 3D zip up jacket in your list of must
        have outfit for your child for cold and chilly seasons. Its versatile
        gray color can complement other outfit colors, can be worn to school,
        for jogging, or hanging out with friends and family! FEATURES: Lined
        Hood3D Ears and ManeDetachable WingsRainbow Ribbed CuffsSoft-touch
        PrintsFull-Zip Closure LONG LASTING QUALITY Super soft and lightweight
        fabric that provides insulation without the added bulk. Won’t weigh your
        child down and provides ample freedom of motion while protecting her the
        cold and chill. Its double lined hood provides extra protection from the
        wind and moisture. Fleece Zip Up closure Hand Wash Only FUN AND COMFY.
        Keep your child fashionably warm with this My Little Pony hoodie for
        girls. Made with soft fleece fabric and brushed interior for added
        plushness. This zip up hoodie is comfortable without being bulky. Its
        lightweight design does not compromise its quality, a perfect jacket for
        your precious one! FRIENDSHIP IS MAGIC. Celebrate the magic of
        friendship with the stars of Equestria! Featuring the super friendly
        Twilight Sparkle, the loyal and dependable Rainbow Dash and the funniest
        pony, Pinkie Pie! Join their adventure and explore the true meaning of
        friendship along the way. EASY TO WEAR HOODIE. Our My Little Pony 3D
        hoodie jacket features a zip front, cuffed sleeves and bottom cuffs.
        This hooded jacket is easy to wear and its cuffed sleeves and bottom
        design keeps its form and helps the jacket stay in place. Pair with your
        child’s favorite shirt or blouse, skirt, shorts, jeans, this hoodie will
        bring your child’s usual outfit to another level! ITS ALL IN THE
        DETAILS. Girls will surely be thrilled to wear our hoodie jacket with 3D
        details and design. With My Little Pony characters printed in front,
        FRIENDSHIP written on the sleeve, 3D ears, rainbow Mohawk style mane and
        adorable detachable wings at the back. With rainbow ribbed cuffs that
        adds an extra colorful accent to this fun and magical 3D My Little Pony
        hoodie MACHINE WASHABLE. Machine wash / hand wash in cold water with
        like colors, tumble dry low.
      - >-
        Title: Spyder Mens Hydroweb Hooded Softshell Jacket, Color Variation
        Descripion: This jacket is sure to keep you warm. dry, and stylish.
        Polyester,Fleece Zipper closure Hand Wash Only 100% Polyester Spyder
        front logo chest and upper back Wind and rain resistand softshell fleece
        fabric Full front zip, snorkel hood Two zipped hand pockets.
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on sentence-transformers/all-mpnet-base-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-mpnet-base-v2. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

  • Model Type: Sentence Transformer
  • Base model: sentence-transformers/all-mpnet-base-v2
  • Maximum Sequence Length: 128 tokens
  • Output Dimensionality: 768 tokens
  • Similarity Function: Cosine Similarity

Model Sources

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: MPNetModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

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("knguyennguyen/mpnet_jacket4k_adjustedv2")
# Run inference
sentences = [
    "women's cropped puffer jacket featuring a solid color, long sleeves, and a stand collar with a zipper closure.",
    "Title: Women's Zip Up Cropped Puffer Jacket Winter Long Sleeve Quilted Drawstring Short Down Coats Warm Outerwear Descripion: Women's Winter Warm Short Down Coat Solid Color Long Sleeve Stand Collar Zipper Puffer Jacket Outerwear Size(inch) S Length: 18.90 Bust: 44.09 Sleeve: 22.05 Shoulder: 19.69 M Length: 19.29 Bust: 45.67 Sleeve: 22.44 Shoulder: 20.08 L Length: 19.69 Bust: 47.24 Sleeve: 22.83 Shoulder: 20.47 Specification: Material: Polyester Sleeve Length: Long Pattern Type: Solid Color Gender: Women Item Type: Coat Package Included: 1 x coat 100% Polyester Imported Zipper closure Machine Wash Material: Wome cropped puffer jacket winter coat is made of high quality polyester material, lightweight, safe to skin and easy to wash, thick and warm, comfortable and soft to wear. This quilted short down jacket is a must have this winter! Design: Women's winter casual warm puffer coat, solid color, long sleeve, stand collar, full zipper closure, quilted design, drop shoulder, crop length, elastic drawstring design on the hem, very all-match and is a timeless and ideal companion on cold days! Occasion: Womens windproof short down coats suitable for casual daily wear, outdoor activity, school, streetwear, working, office, holiday, club, friends party, photography outfit and so on. Perfect addition to your winter chic and fashionable look. Match: This relax fit quilted puffer jacket can pair with crop tops, blouses, basic t-shirts,sweaters, skinny jeans, casual pants, leggings, skirts, boots, sneakers for a winter trendy look. Package&Size: 1 x coat. If the product has any quality problems, please feel free to contact us, we will help you solve the problem as quickly as possible. S, M, L. Please check the size chart carefully before buying to get the clothes that fit your size.",
    'Title: My Little Pony Hoodie for Girls, Zip Up Friendship Jacket with 3D Ears, Mane and Wings, Gray, Size 5 Descripion: SWEATER WEATHER OUTFIT TOPPER Include our fun and cute 3D zip up jacket in your list of must have outfit for your child for cold and chilly seasons. Its versatile gray color can complement other outfit colors, can be worn to school, for jogging, or hanging out with friends and family! FEATURES: Lined Hood3D Ears and ManeDetachable WingsRainbow Ribbed CuffsSoft-touch PrintsFull-Zip Closure LONG LASTING QUALITY Super soft and lightweight fabric that provides insulation without the added bulk. Won’t weigh your child down and provides ample freedom of motion while protecting her the cold and chill. Its double lined hood provides extra protection from the wind and moisture. Fleece Zip Up closure Hand Wash Only FUN AND COMFY. Keep your child fashionably warm with this My Little Pony hoodie for girls. Made with soft fleece fabric and brushed interior for added plushness. This zip up hoodie is comfortable without being bulky. Its lightweight design does not compromise its quality, a perfect jacket for your precious one! FRIENDSHIP IS MAGIC. Celebrate the magic of friendship with the stars of Equestria! Featuring the super friendly Twilight Sparkle, the loyal and dependable Rainbow Dash and the funniest pony, Pinkie Pie! Join their adventure and explore the true meaning of friendship along the way. EASY TO WEAR HOODIE. Our My Little Pony 3D hoodie jacket features a zip front, cuffed sleeves and bottom cuffs. This hooded jacket is easy to wear and its cuffed sleeves and bottom design keeps its form and helps the jacket stay in place. Pair with your child’s favorite shirt or blouse, skirt, shorts, jeans, this hoodie will bring your child’s usual outfit to another level! ITS ALL IN THE DETAILS. Girls will surely be thrilled to wear our hoodie jacket with 3D details and design. With My Little Pony characters printed in front, FRIENDSHIP written on the sleeve, 3D ears, rainbow Mohawk style mane and adorable detachable wings at the back. With rainbow ribbed cuffs that adds an extra colorful accent to this fun and magical 3D My Little Pony hoodie MACHINE WASHABLE. Machine wash / hand wash in cold water with like colors, tumble dry low.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

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

Training Details

Training Dataset

Unnamed Dataset

  • Size: 7,598 training samples
  • Columns: sentence_0 and sentence_1
  • Approximate statistics based on the first 1000 samples:
    sentence_0 sentence_1
    type string string
    details
    • min: 4 tokens
    • mean: 18.12 tokens
    • max: 51 tokens
    • min: 43 tokens
    • mean: 121.06 tokens
    • max: 128 tokens
  • Samples:
    sentence_0 sentence_1
    a hoodie for daily wear and cosplay events for anime fans Title: DAVIKO Boku No Hero Academia Shoto Todoroki Midoriya Izuku Hoodie Deku Hoodies Pullover Sweatshirt Jacket Cospaly Costume (3, Small) Yellow Descripion: Small(Chest:104cm/42.1inch, Shoulder:43cm/17.0inch, Sleeve:60cm/23.6inch, Length:62.5cm/24.6inch); Medium(Chest:112cm/44.3inch, Shoulder:53cm/17.8inch, Sleeve:64.5cm/25.4inch, Length:68.8cm/27.1inch); Large(Chest:115cm/45.6inch, Shoulder:45.9cm/18.1inch, Sleeve:67.8cm/26.7inch, Length:70.8cm/27.9inch); X-Large(Chest:119cm/46.8inch, Shoulder:46.9cm/18.5inch, Sleeve:69.9cm/27.55inch, Length:71.5cm/28.7inch); XX-Large(Chest:125cm/49.21inch, Shoulder:48.9cm/19.29inch, Sleeve:73.9cm/29.13inch, Length:74.5cm/29.3inch). Cloth,Polyester,Spandex Pull On closure 1. Our material is:90% polyester / 10%Spandex Healthy cloth,breathable, soft and smooth,very comfortable to wear. 2. My Hero Academia hoodie cosplay costume hoodies are perfect for daily wear, Halloween, theme party, cosplay, on the stage,etc. It's also a great gift for friends and Anime lovers. 3. Deku hoodie Material: polyster and design with Advance 3D technology printed. Soft and comfortable. 4.There are lots of anime cosplay costume hoodies in our shop, welcome to visit our store. 5.After-sale Services: If you have any problem, please feel free to contact us, we will help you as best we could!
    a fleece jacket for girls to keep warm during winter Title: Disney Elsa and Anna Zip Fleece Jacket for Girls – Frozen 2 Descripion: Keep warm during icy Arendelle winters when you zip up in our Elsa and Anna jacket. Featuring a solid fleece body adorned with an Elsa and Anna appliqué, this comfy cover-up will keep you looking cool while staying cozy. Fleece Zipper closure Hand Wash Only Genuine, Original, Authentic Disney Store Elsa and Anna appliqué on chest with glittering embroidered snowflakes Details include stand collar and full front zip Additional details include contrast trim and seam pockets Inspired by Frozen 2
    a leather jacket for casual weekend rides and social gatherings for men Title: Molluska Apparel Men’s Vintage Café Racer Premium Leather Jacket
  • Loss: MultipleNegativesRankingLoss with these parameters:
    {
        "scale": 20.0,
        "similarity_fct": "cos_sim"
    }
    

Training Hyperparameters

Non-Default Hyperparameters

  • per_device_train_batch_size: 128
  • per_device_eval_batch_size: 128
  • num_train_epochs: 5
  • multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand
  • overwrite_output_dir: False
  • do_predict: False
  • eval_strategy: no
  • prediction_loss_only: True
  • per_device_train_batch_size: 128
  • per_device_eval_batch_size: 128
  • per_gpu_train_batch_size: None
  • per_gpu_eval_batch_size: None
  • gradient_accumulation_steps: 1
  • eval_accumulation_steps: None
  • torch_empty_cache_steps: None
  • learning_rate: 5e-05
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • max_grad_norm: 1
  • num_train_epochs: 5
  • max_steps: -1
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: {}
  • warmup_ratio: 0.0
  • warmup_steps: 0
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • save_safetensors: True
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • no_cuda: False
  • use_cpu: False
  • use_mps_device: False
  • seed: 42
  • data_seed: None
  • jit_mode_eval: False
  • use_ipex: False
  • bf16: False
  • fp16: False
  • fp16_opt_level: O1
  • half_precision_backend: auto
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • local_rank: 0
  • ddp_backend: None
  • tpu_num_cores: None
  • tpu_metrics_debug: False
  • debug: []
  • dataloader_drop_last: False
  • dataloader_num_workers: 0
  • dataloader_prefetch_factor: None
  • past_index: -1
  • disable_tqdm: False
  • remove_unused_columns: True
  • label_names: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • fsdp: []
  • fsdp_min_num_params: 0
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
  • fsdp_transformer_layer_cls_to_wrap: None
  • accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
  • deepspeed: None
  • label_smoothing_factor: 0.0
  • optim: adamw_torch
  • optim_args: None
  • adafactor: False
  • group_by_length: False
  • length_column_name: length
  • ddp_find_unused_parameters: None
  • ddp_bucket_cap_mb: None
  • ddp_broadcast_buffers: False
  • dataloader_pin_memory: True
  • dataloader_persistent_workers: False
  • skip_memory_metrics: True
  • use_legacy_prediction_loop: False
  • push_to_hub: False
  • resume_from_checkpoint: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_private_repo: False
  • hub_always_push: False
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • include_inputs_for_metrics: False
  • eval_do_concat_batches: True
  • fp16_backend: auto
  • push_to_hub_model_id: None
  • push_to_hub_organization: None
  • mp_parameters:
  • auto_find_batch_size: False
  • full_determinism: False
  • torchdynamo: None
  • ray_scope: last
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • dispatch_batches: None
  • split_batches: None
  • include_tokens_per_second: False
  • include_num_input_tokens_seen: False
  • neftune_noise_alpha: None
  • optim_target_modules: None
  • batch_eval_metrics: False
  • eval_on_start: False
  • use_liger_kernel: False
  • eval_use_gather_object: False
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: round_robin

Framework Versions

  • Python: 3.11.11
  • Sentence Transformers: 3.1.1
  • Transformers: 4.45.2
  • PyTorch: 2.5.1+cu121
  • Accelerate: 1.2.1
  • Datasets: 3.2.0
  • Tokenizers: 0.20.3

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}
}