metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:15123
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget:
  - source_sentence: >-
      gaming laptop featuring a large display, high refresh rate, and a powerful
      processor. it includes multiple storage options, a backlit keyboard, and
      various connectivity ports.
    sentences:
      - >-
        Title: My Hero Academia 3-Inch Funko POP Enamel Pin, Tsuyu Asui"Froppy"
        | Officially Licensed Boku no Hero Collectible | Metal Pins For
        Backpacks, Jackets | Anime Gifts, Superhero Accessories Descripion: ['GO
        BEYOND PLUS ULTRA This Tsuyu Asui Pop! Pin is the Rainy Season Hero
        you\'ve been waiting for. Tsuyu Asui\'s leadership skills, paired with
        her unconventional frog-like appearance, make her one of the most
        notable students at U.A. High School. The hero-in-training is hopping
        into your My Hero Academia collection with this metal pin. Molded in
        Funko\'s trademark style, the 3D Pop! portrait features a
        character-accurate design. The Tsuyu Asui-inspired Pop! Pin depicts the
        hero in her "Froppy" costume, finished with silver-colored hardware.
        Regarded as a "perfect pillar of emotional support," now Froppy can
        support you wherever you go. The three butterfly clasps allow the Quirky
        accessory to be pinned securely onto a variety of items, including
        backpacks, jackets, and more. You can also use the built-in flip stand
        to display the metal pin on flat-surfaced spaces. A HEROIC FUNKO POP
        COLLECTIBLE Funko\'s My Hero Academia Pop! Pins are not your average
        pins. These fun and collectible accessories come in a variety of metal
        finishes, with unique techniques to help push the boundaries of the
        designs. Inspired by your favorite characters from Class 1-A, each metal
        pin features the signature 3D Pop! heads. Many have specialized variant
        treatments to put them above all other pins in quality and style.']
      - >-
        Title: Lenovo Ideapad Gaming3i Gaming Laptop RTX3050| 15.6 FHD 120Hz
        Refresh Rate | Intel Core i5-12500H 12Core| Backlit Keyboard | Wi-Fi 6 |
        USB Type C | Windows 11 | HDMI Cable (32GB RAM | 1TB PCIe SSD)
        Descripion: ['12th Gen Intel Core i5 Powered Laptops - Built for the
        Next Generation of Gaming'
         'Lenovo Ideapad Gaming 3i Laptop 15.6" FHD Display with NVIDIA GeForce RTX 3050 Graphics that combines 120Hz refresh rate for smooth, crisp and tear-free gameplay;  Intel’s new performance hybrid architecture integrates two core families into a single CPU, keeping everything in your gaming universe running smoothly;  With an HDMI 2.0 port, you can easily plug in to an extra monitor or TV to get the full experience;  Enjoy 15% cooling improvements across the board with features like keyboard air intake. Larger ventilation rates improve on last generation performance by 20%, with 10% increased fan airflow for some really cool and quiet gaming;  With backlit keyboard to aid in key visibility in any lighting situation.'
         'Specifications' 'Operating System:' 'Windows 11 Home' 'Processor:'
         '12th Gen Intel Core i5-12500H, 12 Cores (4Performance-cores + 8Efficient-cores) / 16Threads, P-core 2.5 - 4.5GHz, E-core 1.8 - 3.3GHz, 18MB'
         'Display & Graphics:'
         '15.6" FHD (1920 x 1080) 120Hz IPS Display, Anti-glare; NVIDIA GeForce RTX 3050 4GB GDDR6 Video Memory'
         'Memory:' '32GB DDR4 RAM' 'Drives:' '1TB PCI-e NVMe Solid State Drive'
         'Communications:'
         'Wi-Fi 6 11ax, 2x2 + Bluetooth 5.1; Ethernet 100/1000M (RJ-45)' 'Camera:'
         'HD 720p with Privacy Shutter' 'Speakers:'
         'Stereo speakers, 2W x2, Nahimic Audio' 'Keyboard:' 'Backlit Keyboard'
         'Ports & Slots:'
         '2x USB 3.2 Gen 1 1x HDMI 2.0 1x Ethernet (RJ-45) 1x Headphone / microphone combo jack (3.5mm) 1x Power connector'
         'Power Supply:' '45Whr Li-Polymer Battery' 'Additional Information:'
         'Dimensions: 14.16 x 10.49 x 0.86 inches; Approximate Weight: 5.1 lbs']
      - >-
        Title: MSI GE75 Raider RTX 2060 6GB 17.3" 144Hz FHD Gaming Laptop
        Computer, Intel Hexa-Core i7-10750H, 32GB DDR4 RAM, 512GB PCIe SSD + 1TB
        HDD, RGB Backlight KB, Windows 10, iPuzzle External HD Descripion: ['We
        sell computers with upgraded configurations. If the computer has
        modifications (listed above), then the manufacturer box is opened for it
        to be tested and inspected and to install the upgrades to achieve the
        specifications as advertised. If no modifications are listed, the item
        is unopened and untested. Through our in-depth inspection and testing,
        defects and defects can be significantly reduced.'
         'Processor & Memory:' '10th Gen Intel Core i7-10750H Processor'
         '32GB DDR4 2666MHz RAM' 'Drives:'
         '1TB 5400RPM Hard Drive + 512GB NVMe Solid State Drive'
         'No Optical Drive' 'Operating System:' 'Windows 10 Home (64-bit)'
         'Communications:' 'Intel Wi-Fi 6 AX201 2x2 WLAN + Bluetooth 5.0'
         'Integrated 720P HD Webcam'
         'Killer Gaming Network E3100 (10/100/1000 mbps) Ethernet LAN'
         'Graphics & Video:' '17.3" FHD (1920 x 1080) 144Hz 3ms Display'
         'NVIDIA GeForce RTX 2060, 6GB' 'Audio:'
         '2x 3W Giant Speakers + 2x 3W Subwoofer' 'Keyboard:'
         'Steel Series RGB Backlight Keyboard with Anti-Ghost Key + Silver Lining'
         'Ports & Slots:' '1x USB 3.2 Gen 2 Type-C' '2x USB 3.2 Gen 1'
         '1x USB 3.2 Gen 2' '1x HDMI-Out' '1x Media Card Reader'
         '1x Mini-Display Port mDP v1.2' '1x Ethernet Lan (10/100/1000 mbps)'
         '1x Mic-In/Headphone-Out Jack' 'Power Supply:'
         '6-Cell 51Wh Li-Ion Battery' 'Additional Information:'
         'Dimensions: 15.63"x10.57"x1.08"' 'Weight: 5.75lbs']
  - source_sentence: >-
      men's jacket with a water-resistant exterior, soft inner lining,
      adjustable features, and multiple storage options.. men's jacket with a
      water-resistant exterior, soft inner lining, adjustable features, and
      multiple storage options.
    sentences:
      - >-
        Title: Lenovo Chromebook Duet 2-in-1 Tablet 10.1" FHD Touchscreen Laptop
        Computer, MediaTek Helio P60T Octa-Core, 4GB LPDDR4X RAM, 128GB eMCP,
        Webcam, Chrome OS, BROAGE 16GB Flash Stylus, Online Class Ready
        Descripion: ['Product Description'
         'Ideal for Home, Student, Professionals, Small Business, School Education, and Commercial Enterprise, Online Class, Google Classroom, Remote Learning, Zoom Ready.'
         'Processor' 'MediaTek P60T (8C, 4x A73 @2.0GHz + 4x A53 @2.0GHz)'
         'Graphics' 'Integrated ARM Mali-G72 MP3 GPU' 'Chipset'
         'MediaTek SoC Platform' 'Memory' '4GB LPDDR4X' 'Storage' '128GB eMCP'
         'Display' '10.1" FHD (1920x1200) WVA 400nits' 'Touchscreen'
         '10-point Multi-touch' 'WLAN + Bluetooth' '11a/b/g/n/ac, 2x2 + BT4.2'
         'WWAN' 'None' 'Case Material' 'Aluminium / Plastic' 'Camera'
         'Front 2.0MP / Rear 8.0MP' 'Microphone' '2x, Array' 'Docking'
         'Lenovo Keyboard Pack' 'Color' 'Ice Blue + Iron Grey' 'Surface Treatment'
         'Anodizing +Painting' 'TPM' 'Google Security Chip H1' 'Keyboard'
         'Non-backlit, English (US)' 'Battery' 'Integrated 7000mAh'
         'Power Adapter' '5V / 2.0A' 'Dimensions (H x W x D)'
         'Tablet Only:9.44" x 6.29" x 0.29"'
         'Tablet + Full Keyboard Pack:9.64" x 6.66" x 0.71"' 'Weight'
         'Tablet Only:0.99lbs' 'Tablet + Full Keyboard Pack:2.03lbs'
         'Operating System' 'Chrome OS' 'Accessories'
         'BROAGE 3 In 1 Design Stylus (Stylus Pen + Ballpoint Pen + USB 3.0 16GB Flash Drive)']
      - >-
        Title: Columbia Men's Grand Wall Sherpa Jacket Descripion: ['Constructed
        with water-resistant nylon fully lined in soft sherpa fleece, this warm
        jacket is ready to work hard and play hard. Complete with zippered hand
        pockets, drawstring adjustable hood, drawstring adjustable hem, and soft
        binding at the cuffs that feels good every time you put it on. This
        men’s all-season jacket is offered in multiple sizes and colors. Regular
        Fit. To ensure the size you choose is right, utilize our sizing chart
        and the following measurement instructions: For the sleeves, start at
        the center back of your neck and measure across the shoulder and down to
        the sleeve. If you come up with a partial number, round up to the next
        even number. For the chest, measure at the fullest part of the chest,
        under the armpits and over the shoulder blades, keeping the tape measure
        firm and level.']
      - >-
        Title: Lenovo Yoga 7i Premium 2-in-1 15 Laptop I 15.6" FHD IPS
        Touchscreen I 11th Gen Intel 4-Core i5-1135G7 (> i7-10710U) I 8GB DDR4
        512GB SSD I Backlit FP Thunderbolt Win10 Grey + 32GB MicroSD Card
        Descripion: ['PRODUCT OVERVIEW:'
         'This sleek 2 in 1 laptop offers a contemporary style. Crafted from sandblasted and anodized metal, the Yoga 7i’s subtly rounded edges are designed to feel comfortable in your hands. A 360-degree hinge offers stability as you transition from tablet to laptop mode and back.'
         'KEY SPECIFICATIONS:' 'PC Type:' '2-in-1 Laptop Computer' 'PC Series:'
         'Lenovo Yoga' 'Processor:'
         '11th Gen Intel 4-Core i5-1135G7, Max Turbo\xa0Frequency Up to 4.2GHz, 8MB Smart Cache, 8 Threads'
         'Memory:' '8GB DDR4' 'Storage:' '512GB SSD' 'Graphics:'
         'Intel Iris Xe Graphics Integrated' 'Display:'
         '15.6 inch Full HD (1920x1080) IPS Touchscreen Display' 'Communications:'
         'Wi-Fi 6(802.11ax 2x2) + Bluetooth 5.0' 'Camera:'
         '720p HD Webcam with privacy shutter' 'Keyboard:' 'Backlit Keyboard'
         'Security Feature:' 'Fingerprint Reader' 'Audio:'
         'Dolby Atmos Speaker System' 'Voice Assistant:' 'Alexa'
         'Operating system:' 'Windows 10 Home 64 bit' 'Ports & Slots:'
         '2 x USB-C Thunderbolt 4 (DisplayPort 1.4), 2 x USB-A 3.2, 1 x Headphone / microphone combo jack (3.5mm)'
         'Battery:' 'Built-in 71Wh, Up to 16 hours battery life'
         'Additional Information:'
         'Dimensions: 14.03" x 9.28" x 0.76" Approximate Weight: 4.18 lbs'
         'Accessory:' '32GB MicroSD Card']
  - source_sentence: a laptop for home and office use
    sentences:
      - >-
        Title: BHSJ Toddler Baby Girls Duffle Fleece Coats Winter Windproof
        Thicken Cardigan Jackets Casual Warm Lapel Parka Outerwear Sweater
        Grandpa Turtleneck Green Knit Light Summer Knitted Cashmere Skull
        Descripion: ["Welcome to BHSJ shop Toddler Baby Girls Long Sleeve Winter
        Solid Windproof Coat Warm Outwear Jacket; Feature; Fashion design,100%
        Brand New,high quality! Material:Cotton Blend Pattern Type:Solid Sleeve
        length:Long Sleeve Main Color: As The Picture Show Style:Fashion Stylish
        and fashion design make your baby more attractive Great for casual,
        Daily, party or photoshoot, also a great idea for a baby show gifts It
        is made of high quality materials,Soft hand feeling, no any harm to your
        baby's skin Please allow slight 1-3cm difference due to manual
        measurement and a little color variation for different display setting
        thanks for your understanding! 1 inch = 2.54 cm If your kid is chubby,
        we recomend choosing a larger size, thanks. Thank you and nice day!
        Package include:1PC Coat ✨ Standard Shipping: 8-18 Days to Arrive ✨
        Expedited Shipping: 3-5 Days to Arrive Size: 90 Recommended Age: 18-24
        Months Bust: 72cm/28.35'' Length: 53cm/20.87'' Size: 100 Recommended
        Age: 2-3 Years Bust: 73cm/28.74'' Length: 56cm/22.05'' Size: 110
        Recommended Age: 3-4 Years Bust: 76cm/29.92'' Length: 59cm/23.23'' Size:
        120 Recommended Age: 4-5 Years Bust: 79cm/31.10'' Length: 62cm/24.41''
        Size: 130 Recommended Age: 5-6 Years Bust: 82cm/32.28'' Length:
        65cm/25.59'"]
      - >-
        Title: ZeroXposur Men's Lightweight Quilted Puffer Jacket Descripion:
        ["Cool weather won't keep you from enjoying the outdoors with this men's
        ZeroXposur puffer jacket."
         'PRODUCT FEATURES' 'Midweight design' 'Midweight design' 'Zipper front'
         'Zipper front' 'Wind resistant shell' 'Wind resistant shell'
         'ZX ThermoCloud fill creates a High-Performance Insulation for superior warmth that retains heat'
         'ZX ThermoCloud fill creates a High-Performance Insulation for superior warmth that retains heat'
         'Inner adjustable waistband' 'Inner adjustable waistband' 'Long sleeves'
         'Long sleeves' '2-pocket' '2-pocket' 'FIT and SIZING' '27.5-in. length'
         '27.5-in. length' 'Regular fit' 'Regular fit' 'FABRIC and CARE' 'Nylon'
         'Nylon' 'Machine wash' 'Machine wash' 'Imported' 'Imported']
      - >-
        Title: HP 17 17.3" FHD Laptop Computer for Home and Office, Intel 4-Core
        i5-1135G7, 8GB DDR4 RAM, 256GB PCIe SSD, Intel Iris Xe Graphics, Numeric
        Pad, Fast Charge, BT 4.2, Windows 10 Home (S Mode), w/Battery
        Descripion: ['Brand:' 'HP' 'Screen Size:' '17.3 inches' 'Screen
        Resolution:'
         '1920 x 1080 (Full HD, IPS, anti-glare, 300 nits, 100% sRGB)'
         'Touchscreen:' 'No' 'Display Type:' 'LED' 'Graphic:'
         'Intel Iris Xe Graphics' 'Processor:'
         'Intel Core i5-1135G7 (up to 4.2 GHz with Intel Turbo Boost Technology, 8 MB L3 cache, 4 cores)'
         'Processor Cores:' 'Quad Core' 'Processor Speed (Base):'
         'Up to 4.2 Gigahertz' 'System Memory (RAM):' '8GB DDR4 RAM'
         'Total Storage Capacity:' '256GB PCIE SSD' 'Keyboard:'
         'Full-size Keyboard with Integrated Numeric Pad' 'Backlit Keyboard:' 'No'
         'Built-in Microphone:' 'Yes' 'Built-in Bluetooth:' 'Yes'
         'Built-in Webcam:' 'Yes' 'Wireless Connectivity:'
         'Realtek RTL8821CE 802.11a/b/g/n/ac (1x1) Wi-Fi and Bluetooth 4.2 combo'
         'Ports:'
         '2x SuperSpeed USB 3.0 Type-A, 1x SuperSpeed USB 2.0 Type-C, 1x HDMI, 1x Headphone/microphone combo, 1x AC smart pin, 1x Ethernet Ports'
         'Expansion Slots:' '1x Multi-format SD Media Card Reader'
         'Operating System:' 'Windows 10 Home in S Mode' 'Color:' 'Natural Silver'
         'Dimensions:' '16.33" x 10.72" x 0.96"' 'Weight:' '5.25 pounds' 'Bundle:'
         'Lanbertent Rechargeable Battery.The batteries and charger set is a cost-effective choice for you to charge the other two while using two batteries uninterruptedly for wireless mouse or keyboard.']
  - source_sentence: >-
      men's sunglasses with a durable frame, secure fit, and high-performance
      lenses designed for uv protection and clarity.
    sentences:
      - >-
        Title: 2018 Lenovo ThinkPad P52 Workstation Laptop - Windows 10 Pro -
        Intel Hexa-Core i7-8850H, 16GB RAM, 500GB SSD, 15.6" FHD IPS 1920x1080
        Display, NVIDIA Quadro P1000 4GB (Renewed) Descripion: ['This pre-owned
        or refurbished product has been professionally inspected and tested to
        work and look like new. How a product becomes part of Amazon Renewed,
        your destination for pre-owned, refurbished products: A customer buys a
        new product and returns it or trades it in for a newer or different
        model. That product is inspected and tested to work and look like new by
        Amazon-qualified suppliers. Then, the product is sold as an Amazon
        Renewed product on Amazon. If not satisfied with the purchase, renewed
        products are eligible for replacement or refund under the Amazon Renewed
        Guarantee.']
      - >-
        Title: adidas Boys' Zip Front Indicator Hooded Jacket Descripion: ["No
        need to overcomplicate things. This boys' hoodie keeps his adidas look
        simple and comfortable. Raglan sleeves add a sporty touch. Contrast
        3-Stripes and an embroidered logo have been cool since forever. Soft
        fleece feels cozy and warm."]
      - >-
        Title: Oakley Men's Oo9009 Flak Jacket Xlj Rectangular Sunglasses
        Descripion: ['World-class athletes have driven us to create innovation
        after innovation, and flak jacket takes that to the next level with the
        latest in performance technology. The frame offers o matter and
        unobtanium components for a comfortably secure fit and pure plutonite
        lenses to filter out 100 percent of all uv rays.']
  - source_sentence: >-
      girls' winter jacket with a waterproof outer layer, a warm inner fleece,
      and adjustable features for comfort and fit.. girls' winter jacket with a
      waterproof outer layer, a warm inner fleece, and adjustable features for
      comfort and fit.
    sentences:
      - >-
        Title: Columbia Girls' Bugaboo Ii Fleece Interchange Jacket Descripion:
        ['Finding an all-inclusive girls winter jacket that can be used in
        different weather conditions can be a challenge. Fortunately, our
        Bugaboo II Fleece Interchange Winter Jacket is the perfect multiple-use
        all-weather coat – utilizing our classic three-in-one design. It
        features a waterproof and breathable outer shell and an inner fleece
        layer that can be worn separately or zipped together for extra
        protection against wet and cold weather. The waterproof outer shell
        features an inner layer of our thermal heat reflective secret sauce we
        call Omni-HEAT. The engineered silver dots are designed to capture
        natural body heat, reducing weight while increasing comfort. The warm
        inner fleece jacket can be worn separately or zipped into the waterproof
        and breathable outer layer. This three-in-one jacket system features
        zippered hand pockets and adjustable cuffs, a taffeta lined removable
        storm hood, media and goggle pocket, fleece lined zippered hand pockets,
        and adjustable cuffs for added warmth control in evolving weather
        conditions. Available in a range of colors and youth sizes.']
      - >-
        Title: adidas Tiro 21 Track Jacket Descripion: ['With long sleeves and
        classic 3 stripe design, the adidas Tiro 21 Track Jacket will have you
        ready to work out in style. Pairable with several bottoms. Branding on
        front and down sleeves. Long sleeves. Zipper closure. 2-pocket. 100%
        polyester. Machine wash warm, do not bleach, tumble dry low.']
      - >-
        Title: ANOKA Yellowstone Jacket for Women Green XXL Descripion: ['size
        details'
         "Size:S----US:6----Bust:106cm/41.73''----Sleeve:69cm/27.17''----Length:71cm/27.95'' Size:M----US:8----Bust:110cm/43.31''----Sleeve:70cm/27.56''----Length:72cm/28.35'' Size:L----US:10----Bust:116cm/45.67''----Sleeve:71cm/27.95''----Length:73cm/28.74'' Size:XL----US:12----Bust:122cm/48.03''----Sleeve:72cm/28.35''----Length:74cm/29.13'' Size:XXL----US:14----Bust:128cm/50.39''----Sleeve:73cm/28.74''----Length:75cm/29.53'' Size:XXXL----US:16----Bust:134cm/52.76''----Sleeve:74cm/29.13''----Length:76cm/29.92'' Size:XXXXL----US:18----Bust:140cm/55.12''----Sleeve:75cm/29.53''----Length:77cm/30.31'' Size:XXXXXL----US:20----Bust:146cm/57.48''----Sleeve:76cm/29.92''----Length:78cm/30.71''"]
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

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

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 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_laptopjacke")
# Run inference
sentences = [
    "girls' winter jacket with a waterproof outer layer, a warm inner fleece, and adjustable features for comfort and fit.. girls' winter jacket with a waterproof outer layer, a warm inner fleece, and adjustable features for comfort and fit.",
    "Title: Columbia Girls' Bugaboo Ii Fleece Interchange Jacket Descripion: ['Finding an all-inclusive girls winter jacket that can be used in different weather conditions can be a challenge. Fortunately, our Bugaboo II Fleece Interchange Winter Jacket is the perfect multiple-use all-weather coat – utilizing our classic three-in-one design. It features a waterproof and breathable outer shell and an inner fleece layer that can be worn separately or zipped together for extra protection against wet and cold weather. The waterproof outer shell features an inner layer of our thermal heat reflective secret sauce we call Omni-HEAT. The engineered silver dots are designed to capture natural body heat, reducing weight while increasing comfort. The warm inner fleece jacket can be worn separately or zipped into the waterproof and breathable outer layer. This three-in-one jacket system features zippered hand pockets and adjustable cuffs, a taffeta lined removable storm hood, media and goggle pocket, fleece lined zippered hand pockets, and adjustable cuffs for added warmth control in evolving weather conditions. Available in a range of colors and youth sizes.']",
    'Title: ANOKA Yellowstone Jacket for Women Green XXL Descripion: [\'size details\'\n "Size:S----US:6----Bust:106cm/41.73\'\'----Sleeve:69cm/27.17\'\'----Length:71cm/27.95\'\' Size:M----US:8----Bust:110cm/43.31\'\'----Sleeve:70cm/27.56\'\'----Length:72cm/28.35\'\' Size:L----US:10----Bust:116cm/45.67\'\'----Sleeve:71cm/27.95\'\'----Length:73cm/28.74\'\' Size:XL----US:12----Bust:122cm/48.03\'\'----Sleeve:72cm/28.35\'\'----Length:74cm/29.13\'\' Size:XXL----US:14----Bust:128cm/50.39\'\'----Sleeve:73cm/28.74\'\'----Length:75cm/29.53\'\' Size:XXXL----US:16----Bust:134cm/52.76\'\'----Sleeve:74cm/29.13\'\'----Length:76cm/29.92\'\' Size:XXXXL----US:18----Bust:140cm/55.12\'\'----Sleeve:75cm/29.53\'\'----Length:77cm/30.31\'\' Size:XXXXXL----US:20----Bust:146cm/57.48\'\'----Sleeve:76cm/29.92\'\'----Length:78cm/30.71\'\'"]',
]
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: 15,123 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: 5 tokens
mean: 27.46 tokens
max: 101 tokens

min: 30 tokens
mean: 110.08 tokens
max: 128 tokens

	sentence_0	sentence_1
type	string	string
details	min: 5 tokens mean: 27.46 tokens max: 101 tokens	min: 30 tokens mean: 110.08 tokens max: 128 tokens

Samples:

sentence_0	sentence_1
`boys' winter jacket with a water-resistant exterior, thermal insulation, and an adjustable hood.`	Title: Columbia Boys' Powder Lite Hooded Winter Jacket Descripion: ["Our Powder Lite cold-weather jacket combines a classic fit with technology to keep boys warm and dry. Crafted of a water resistant shell, lined with Omni-HEAT reflective system, and packed with our Thermarator insulation, this coat will keep kids warm and comfortable when the weather turns blustery and cold… ready to help them take winter by storm. \u2028\u2028Complete with hood and a soft chin guard, zipped hand pockets to keep items secure, while a draw cord adjustable hem keeps the cold locked out, making for the perfect fit for active youths. This boy's winter jacket is available in many accommodating colors and boy sizes. To ensure the size you choose is right, utilize our sizing chart and the following measurement instructions: For the sleeves, start at the center back of your neck and measure across the shoulder and down to the sleeve. If you come up with a partial number, round up to the next even number. For the chest, measure at the fullest part of the chest, under the armpits and over the shoulder blades, keeping the tape measure firm and level.\u2028 Imported. \u2028Made from 100% polyester. \u2028Zippered closure. \u2028Machine Wash."]
`laptop with a large display, efficient processor, ample memory, and multiple connectivity options.`	Title: ASUS New VivoBook 15 15.6 Inch FHD 1080P Laptop (AMD Ryzen 3 3250U up to 3.5GHz, 12GB DDR4 RAM, 256GB SSD, AMD Radeon Vega 3, WiFi, Bluetooth, HDMI, Windows 10) (Grey) Descripion: ['XM sells computers with upgraded configurations. If the computer has modifications (listed above), then the manufacturer box is opened for it to be tested and inspected and to install the upgrades to achieve the specifications as advertised. Operating System: Windows 10 Home 64-bitDisplay: 15.6 inch FHD(1920 x 1080) with four-sided wider NanoEdge bezel displayProcessor: AMD Ryzen 3 3250U Processor (2.6 GHz base frequency up to 3.5 GHz, 2 Cores, 1MB Cache)Memory: Up to 16GB DDR4 RAMHard Drive: Up to 1TB SSDGraphics: AMD Radeon Vega 3Wireless: 802.11ac, Bluetooth 4.1Webcam: YESAudio features: Stereo speakersPorts: 1 x COMBO audio jack1 x Type-A USB 3.0 (USB 3.1 Gen 1)1 x Type-C USB 3.0 (USB 3.1 Gen 1)2 x USB 2.0 port(s)1 x HDMIBattery Type: 2 -Cell 37 Wh BatteryWeight: 3.75lbsDimensions: 14.4 x 9.1 x 0.8 inchesColor: Gray']
`men's parka with a hood, featuring a waterproof design, secure storage options, and insulation for warmth.. men's parka with a hood, featuring a waterproof design, secure storage options, and insulation for warmth.`	`Title: Under Armour Men's Unstoppable Waterproof Hooded Down Parka Project Rock Long STORM Jacket Descripion: ['Under Armour Project Rock Hooded Down Parka Jacket Black 1346093-001 Storm technology: breathable and waterproof, Secure pockets. Zip/snap closure. Down fill.']`

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

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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

Training Logs

Epoch	Step	Training Loss
4.2017	500	1.9644

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}
}