sentence-transformers safetensors mpnet sentence-similarity feature-extraction generated_from_trainer dataset_size:7598 loss:MultipleNegativesRankingLoss arxiv:1908.10084 arxiv:1705.00652 base_model:sentence-transformers/all-mpnet-base-v2 base_model:finetune:sentence-transformers/all-mpnet-base-v2 autotrain_compatible endpoints_compatible region:us
---
base_model: sentence-transformers/all-mpnet-base-v2
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:7598
- loss:MultipleNegativesRankingLoss
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.'
---

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

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/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](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) <!-- at revision 9a3225965996d404b775526de6dbfe85d3368642 -->
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### 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:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
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]
```

<!--
### Direct Usage (Transformers)

<details><summary>Click to see the direct usage in Transformers</summary>

</details>
-->

<!--
### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

</details>
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Dataset

#### Unnamed Dataset


* Size: 7,598 training samples
* Columns: <code>sentence_0</code> and <code>sentence_1</code>
* Approximate statistics based on the first 1000 samples:
  |         | sentence_0                                                                        | sentence_1                                                                           |
  |:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                               |
  | details | <ul><li>min: 4 tokens</li><li>mean: 18.12 tokens</li><li>max: 51 tokens</li></ul> | <ul><li>min: 43 tokens</li><li>mean: 121.06 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
  | sentence_0                                                                           | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
  |:-------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>a hoodie for daily wear and cosplay events for anime fans</code>               | <code>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!</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
  | <code>a fleece jacket for girls to keep warm during winter</code>                    | <code>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</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
  | <code>a leather jacket for casual weekend rides and social gatherings for men</code> | <code>Title: Molluska Apparel Men’s Vintage Café Racer Premium Leather Jacket |Classic Motorcycle Café Racer Biker Leather Jacket Descripion: Introducing our exquisitely crafted Men's Cafe Racer Leather Jacket, a true testament to timeless style and superior craftsmanship. This jacket is the epitome of rugged elegance, designed to exude confidence and sophistication while providing unmatched comfort and durability. Constructed from the finest quality, full-grain cowhide leather, this jacket is meticulously handcrafted to perfection. The rich, supple leather offers a luxurious feel, ensuring it will only get better with age as it develops a unique patina. Its sleek and streamlined silhouette embraces the classic cafe racer design, synonymous with rebel coolness and a hint of vintage flair. The front of the jacket features a sturdy YKK zipper closure, which not only adds a touch of modernity but also ensures a secure fit. The stand-up collar adds an extra element of style, accentuating the jacket's distinct and edgy look. The sleeves are tailored to provide a slim fit, enhancing the overall silhouette and complementing the wearer's physique. To enhance comfort and mobility, the jacket is expertly tailored with articulated sleeves and carefully placed panels that allow ease of movement without compromising the jacket's fitted silhouette. The interior is lined with a smooth and breathable polyester fabric, offering a comfortable layer against the skin and ensuring maximum breathability. Versatility is at the core of this jacket's design, making it an ideal choice for various occasions. Whether you're going for a casual weekend ride, attending a social gathering, or simply taking a stroll through the city, this jacket effortlessly elevates your style quotient. The attention to detail is evident in every aspect of this jacket. Intricate stitching patterns adorn the shoulders, cuffs, and hemline, adding a refined touch and further showcasing the craftsmanship that goes into creating this masterpiece. The jacket also features multiple pockets, including two side pockets and an interior pocket, providing ample space for storing essentials like your phone, wallet, or keys. When you invest in our Men's Cafe Racer Leather Jacket, you're not just purchasing a garment; you're acquiring a timeless piece that will accompany you on countless adventures. It's a fusion of style, functionality, and quality that is built to last. Embrace the spirit of the open road and make a bold statement with this remarkable jacket. Leather Imported Zipper closure Outer Material: Men’s Café Racer Leather Jacket is crafted from premium quality real leather, this leather is no doubt 100% reliable plus it is much more durable than any other materials. Quality Features: Men’s Café Racer Biker Leather Jacket is featured with front YKK zipper closure with erect style buttoned collar, four front zipper pockets plus two inside pockets, YKK zipper cuffs, insides are lined with 100% polyester, it is available in multiple colours which makes this perfect for wear. Worth Buying Jacket: Men’s Vintage Cafe Racer Real Leather Jacket is no doubt worth buying jacket due to its outstanding design and quality, it can be worn with various outfits. They can be paired with jeans or trousers for a casual look. If you're looking for a jacket that can transition well between different occasions and outfits, then this cafe racer jacket can be a good choice. Inspiration: These Café Racer Motorcycle Leather Jackets are the result of inspiration from café races which use to take place in 80’s and 90’s, cafe racer jackets is the need for functional and practical motorcycle gear. The jacket's design and features were influenced by the requirements of motorcycle riders who sought garments that provided both protection and freedom of movement while riding. Variable Sizes: A size chart is provided in the picture section so that you can select your exact size jacket and have the best shopping experience possible. It is a request that you order your exact sizes; if your jacket is not of your size, we have appropriate and friendly return and exchange policies.</code> |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
  ```json
  {
      "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
<details><summary>Click to expand</summary>

- `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

</details>

### 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
```bibtex
@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
```bibtex
@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}
}
```

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