metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:3726
  - loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-mpnet-base-v2
widget:
  - source_sentence: >-
      refurbished laptop featuring a dual-core processor, moderate memory, and a
      compact display.. refurbished laptop featuring a dual-core processor,
      moderate memory, and a compact display.
    sentences:
      - >-
        Title: Dell D620 Laptop Duo Core with Windows XP (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: HP Envy 17t 17.3" Touchscreen FHD Business Laptop Computer, 13th
        Gen Intel 14-Core i7-13700H, 8GB DDR4 RAM, 512GB PCIe SSD, WiFi 6E,
        Bluetooth 5.3, Backlit Keyboard, Windows 11 Pro, BROAG HDMI Cable
        Descripion: ['Operating system' 'Windows 11 Pro' 'Processor'
         '13th Gen Intel Core i7-13700H, 14C (6P + 8E) / 20T, P-core 2.4 / 5.0GHz, E-core 1.8 / 3.7GHz, 24MB'
         'Graphics' 'Intel Iris Xe Graphics' 'Chipset' 'Intel Integrated SoC'
         'Memory' '8GB DDR4-3200 RAM' 'Storage' '512GB PCIe NVMe M.2 SSD'
         'Expansion slots' '1 multi-format SD media card reader' 'Display'
         '17.3" diagonal, FHD (1920 x 1080), multitouch-enabled, IPS, edge-to-edge glass, micro-edge, 300 nits'
         'Webcam'
         'HP True Vision 5MP IR camera with camera shutter, temporal noise reduction and integrated dual array digital microphones'
         'Audio' 'Audio by Bang & Olufsen; Dual speakers; HP Audio Boost' 'Color'
         'Grey' 'Keyboard'
         'Full-size, backlit, moonstone grey keyboard with numeric keypad'
         'Pointing device' 'Precision Touchpad Support' 'External I/O Ports'
         '1 USB Type-A 10Gbps signaling rate (HP Sleep and Charge); 2 USB Type-A 10Gbps signaling rate; 2 Thunderbolt 4 with USB Type-C 40Gbps signaling rate (USB Power Delivery, DisplayPort 1.4, HP Sleep and Charge); 1 HDMI 2.1; 1 headphone/microphone combo'
         'Wireless' 'Realtek Wi-Fi 6E (2x2) and Bluetooth 5.3 wireless card'
         'Primary battery' '4-cell,\xa055 Wh\xa0Li-ion\xa0polymer'
         'Battery Recharge Time'
         'Supports battery fast charge: approximately 50% in 30 minutes'
         'Power supply' '90 W USB Type-C power adapter' 'Dimensions (W X D X H)'
         '15.68 x 10.20 x 0.77 in' 'Weight' '5.49 lb']
      - "Title: Latest 2020 Flagship HP 14 Laptop Computer 14\"\_Full HD IPS 250 nits 10th Gen Intel Core i3-1005G1 (Beats i5-7200U) 8GB DDR4 512GB SSD Backlit USB-C Office 365 Win10 + HDMI Cable Descripion: ['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. Defects & blemishes are significantly reduced by our in-depth inspection & testing.'\n 'Product Details:' 'Microprocessor:'\n '10th Generation Intel Dual-Core i3-1005G1 (Beats i5-7200U), (1.2 GHz, up to 3.4 GHz, 4 MB cache, 4 Treads)'\n 'Memory:' '【CUSTOMlZED, Professional Upgraded to】: 8GB RAM' 'Storage:'\n '【CUSTOMlZED, Professional Upgraded to】: 512GB SSD' 'Operating system:'\n 'Microsoft Windows 10 Home 64 bit' 'Graphics & Video:'\n '14 inch diagonal Full HD (1920 x 1080) IPS BrightView micro-edge WLED-backlit, 250 nits, 45% NTSC Display Intel UHD Graphics Integrated'\n 'Key Features:'\n 'Wi-Fi: Yes Bluetooth: Yes Optical Drive: No Webcam: Yes Backlit Keyboard: Yes Fingerprint Reader: No Multi-format SD media card reader: Yes Bang & Olufsen Audio: Yes'\n 'Ports :'\n '1 USB 3.1 Gen 1 Type-C (Data Transfer Only, 5 Gb/s signaling rate); 2 USB 3.1 Gen 1 Type-A (Data Transfer Only); 1 AC smart pin; 1 HDMI 1.4b; 1 headphone/microphone combo; 1 multi-format SD media card reader'\n 'Additional Information:'\n 'Dimension: 12.76\" x 8.86\" x 0.71\" Weight: 3.24 lbs' 'Accessory:'\n 'Microsoft Office 365 Personal iCarp HDMI Cable']"
  - source_sentence: a business laptop for professional use
    sentences:
      - >-
        Title: Dell Inspiron 15 3520 15.6" Touchscreen FHD Business Laptop
        Computer, Intel Quad-Core i5-1135G7 (Beat i7-1065G7), 8GB DDR4 RAM,
        256GB PCIe SSD, 802.11AC WiFi, Bluetooth, Carbon Black, Windows 11 Pro
        Descripion: ['Processor'
         '11th Gen Intel Core i5-1135G7 Processor @ 2.40GHz(4 Cores, 8 Threads, 8M Cache, up to 4.20 GHz)'
         'Operating System' 'Windows 11 Professional, English' 'Video Card'
         'Intel UHD Graphics' 'Display'
         '15.6-inch FHD (1920 x 1080) Anti-Glare LED Backlight Touch Narrow Border WVA Display Display'
         'Hard Drive' '256GB M.2 PCIe NVMe Solid State Drive' 'Memory'
         '8GB, 8GBx1, DDR4, 2666MHz' 'Primary Battery'
         '3-Cell Battery, 41WHr (Integrated)' 'Wireless'
         '802.11ac 1x1 WiFi and Bluetooth' 'Case' 'Carbon Black' 'Keyboard'
         'Non-Backlit Keyboard, English' 'Ports' '2x USB 3.2 Gen 1 Type-A'
         '1x USB 2.0 Type-A' '1x HDMI Out 1.4b'
         '1x Headphone/Microphone Combination Jack' 'Slots' '1 SD-card slot'
         'Dimensions & Weight' '14.11" L x 9.27" W x 0.83" H / Weight: 3.65 lbs'
         'Camera' '720p at 30 fps HD camera, single-integrated microphone'
         'Audio and Speakers' 'Stereo speakers, 2 W x 2 = 4 W total']
      - >-
        Title: LG Gram 16Z90P-K Laptop 16” IPS WQXGA Intel Evo Platform Core
        i7-1165G7, 16GB Memory, 512GB M.2 NVMe SSD, Intel Iris Xe Graphics,
        Wi-Fi 6, Windows 11 Home, Alexa Built in, Backlit Keyboard, Silver
        Descripion: ['LG Gram 16Z90P-K Laptop 16” IPS WQXGA Intel Evo Platform
        Core i7-1165G7, 16GB Memory, 512GB M.2 NVMe SSD, Intel Iris Xe Graphics,
        Wi-Fi 6, Windows 11 Home, Alexa Built In, Backlit Keyboard, Silver']
      - >-
        Title: Lenovo Flex 7i 14.0" Touchscreen 2.2K IPS 2-in-1 Laptop (Intel
        i7-1255U 10-Core, 16GB RAM, 2TB PCIe SSD, Intel Iris Xe, Backlit KYB,
        FP, Thunderbolt 4, WiFi 6E, BT 5.2, Win11Pro) w/Dockztorm Dock
        Descripion: ['GreatPriceTech sells computers with custom/upgraded
        configurations to enhance system performance. If the computer has
        modifications as listed above, the manufacturer’s box was opened by our
        highly skilled technicians for testing, inspection, and installation of
        the upgrades according to the specifications advertised. All computers
        and components are brand new.'
         'Processor: Intel Core i7-1255U 1.70GHz Processor (12th Gen, upto 4.7 GHz, 12MB Cache, 10-Cores, 12-Threads, 2 Performance-cores)'
         'Processor:'
         'Intel Core i7-1255U 1.70GHz Processor (12th Gen, upto 4.7 GHz, 12MB Cache, 10-Cores, 12-Threads, 2 Performance-cores)'
         'Storage: 2TB PCIe SSD (Solid State Drive)' 'Storage:'
         '2TB PCIe SSD (Solid State Drive)' 'Memory: 16GB OnBoard LPDDR4X RAM'
         'Memory:' '16GB OnBoard LPDDR4X RAM'
         'Graphics: Intel Iris Xe Integrated Graphics, .' 'Graphics:'
         'Intel Iris Xe Integrated Graphics, .'
         'Operating System: Windows 11 Pro-64' 'Operating System:'
         'Windows 11 Pro-64' 'Connectivity: Wi-Fi 6E AX211, Bluetooth 5.2,'
         'Connectivity:' 'Wi-Fi 6E AX211, Bluetooth 5.2,'
         'Camera: Integrated Webcam' 'Camera:' 'Integrated Webcam'
         'Input/Output: Fingerprint Security System, Grey Backlit Trackpad,'
         'Input/Output:' 'Fingerprint Security System, Grey Backlit Trackpad,'
         'Display: 14.0" 2240x1400 60Hz 16:10 Touchscreen IPS Display' 'Display:'
         '14.0" 2240x1400 60Hz 16:10 Touchscreen IPS Display'
         'Ports/Slots:, 1 HDMI, Thunderbolt 4 (Type-C), SD Card Reader, No Optical Drive, Headphone/Microphone Combo Jack'
         'Ports/Slots:'
         ', 1 HDMI, Thunderbolt 4 (Type-C), SD Card Reader, No Optical Drive, Headphone/Microphone Combo Jack'
         'Battery: 65W Power Supply, 3-Cell 57 WHr Battery' 'Battery:'
         '65W Power Supply, 3-Cell 57 WHr Battery' 'Color: Blue' 'Color:' 'Blue'
         'Form/Style: 2-in-1 Convertible' 'Form/Style:' '2-in-1 Convertible'
         'Product Dimensions (WxLxH): 12.32 IN x 8.85 IN x 0.74 IN. Weight:  3.64lb'
         'Product Dimensions (WxLxH): 12.32 IN x 8.85 IN x 0.74 IN.' 'Weight:'
         '3.64lb'
         '1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)'
         '1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)']
  - source_sentence: >-
      laptop computer with a large display, integrated graphics, and multiple
      connectivity options.. laptop computer with a large display, integrated
      graphics, and multiple connectivity options.
    sentences:
      - >-
        Title: HP Flagship 2021 17 Laptop Computer 17.3" FHD IPS (72% NTSC) 10th
        Gen Intel Quad-Core i5-10210U (Beats i7-8550U) 16GB DDR4 256GB SSD 1TB
        HDD Backlit Keyboard Webcam DVD Win10 + HDMI Cable Descripion: ['Product
        Details:' 'Microprocessor:'
         '10th Generation Intel Core i5 Processors, Quad-Core i5-10210U(Beats i7-8550U), ( 1.60 GHz, up to 4.2 GHz, 6 MB cache, 8 Treads )'
         'Memory:' '16GB DDR4' 'Storage:' '256GB SSD + 1TB HDD'
         'Operating system:' 'Microsoft Windows 10 Home (64-bit)'
         'Graphics & Video:'
         '17.3 inch diagonal Full HD (1920 x 1080) IPS, anti-glare, 300 nits, (72% NTSC) Display Intel UHD Graphics Integrated'
         'Key Features:'
         'Bluetooth: Yes Optical Drive: Yes Webcam: Yes Backlit Keyboard: Yes Fingerprint Reader: No Multi-format SD media card reader: Yes Bang & Olufsen Audio: No'
         'Ports :'
         '2 USB 3.1 Gen 1 Type-A (Data Transfer Only); 1 USB 2.0 Type-A (Data Transfer Only); 1 AC smart pin; 1 HDMI 1.4b; 1 headphone/microphone combo; 1 RJ-45; 1 multi-format SD media card reader; 1 DVD-Writer'
         'Additional Information:'
         'Dimension: 16.33" x 10.72" x 0.96" Weight: 5.44 lbs' 'Accessory:'
         'HDMI Cable']
      - >-
        Title: HP Envy x360 Laptop, 15.6 FHD 2in1 Convertible Touchscreen
        Computer Laptop, AMD Ryzen 7 5825U, 8GB RAM, 512 GB SSD, Fingerprint,
        AMD Radeon Graphics, WiFi, Bluetooth, Windows 11 H +GM Accessories
        Descripion: ['We 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. If no modifications are
        listed, the item is unopened and untested. Defects & blemishes are
        significantly reduced by our in depth inspection & testing.'
         'Screen:' '15.6" Edge-to-edge FHD touchscreen' 'Graphic:'
         'AMD Radeon Graphics' 'Processor:'
         'AMD Ryzen 7 5825U Processor,Up to Turbo Boost 4.5 GHz, 8 cores, 16 threads.'
         'Memory:' 'Upgraded to 8GB DDR4 RAM' 'Storage:' 'Upgraded to 256GB SSD'
         'OS:' 'Windows 11' 'WLAN:' 'Intel Wi-Fi 6' 'Item Weight:' '4.11lbs'
         'Port:' '1x USB 3.2 Gen1 Type C, 2x USB Type-A, 1x HDMI, 1x Card reader'
         'Dimension:' '14.11 x 8.05 x 0.71 inches']
      - >-
        Title: HP OMEN 15-en0029nr Gaming Laptop - Ryzen 7 4800H 8-Core 2.9GHz
        -16GB RAM - 512GB PCIe SSD - 15.6" IPS Full HD (1920x1080) - NVIDIA GTX
        1660 Ti 6GB - Windows 10 Home Descripion: ['HP OMEN Gaming Laptop:
        Experience classic gameplay with this 15.6-inch HP OMEN gaming laptop.
        The AMD Ryzen 7 processor and 16GB of RAM enhance performance for
        gaming, while the NVIDIA GeForce 1660 Ti graphics card delivers lag-free
        streaming. This HP OMEN gaming laptop has a 512GB SSD for ample storage
        and quick access to files and DTS:X technology for accurate 3-D sound.']
  - source_sentence: a laptop for reliable multitasking and entertainment
    sentences:
      - >-
        Title: ASUS 2021 Vivobook 17.3" HD+ Laptop Computer, AMD Ryzen 7-3700U
        Processor, 20GB RAM, 512GB SSD, Webcam, Radeon Vega 10 Graphics,
        Bluetooth, HDMI, USB-C, Windows 10, Silver, 32GB SnowBell USB Card
        Descripion:
        ['SnowBell\xa0sells\xa0computers\xa0with\xa0upgraded\xa0configurations.\xa0the\xa0manufacturer\xa0box\xa0is\xa0opened\xa0for\xa0upgrades\xa0to\xa0achieve\xa0the\xa0specifications\xa0as\xa0advertised.\xa0Defects\xa0are\xa0significantly\xa0reduced\xa0by\xa0our\xa0in\xa0depth\xa0inspection\xa0&\xa0testing.'
         'Operating System:'
         'Windows 10 Home, brings back the Start Menu from Windows 7 and introduces new features, like the Edge Web browser that lets you markup Web pages on your screen.'
         'Display:'
         '17.3" HD+ Display, 1600 x 900 resolution boasts impressive color and clarity, Anti-Glare Energy-efficient LED Screen.'
         'Processor:'
         '4th Generation AMD Ryzen 7 3700U Processor, Ultra-low-voltage platform. Quad-core, eight-way processing provides maximum high-efficiency power to go.'
         'Memory RAM:'
         '20GB DDR4 RAM, Plenty of high-bandwidth RAM to smoothly run your games as well as multiple programs.'
         'Storage Drive:'
         '512GB SSD Save files fast and store more data. With plenty amounts of storage and advanced communication power, great for major gaming, multiple servers, backups, and more.'
         'Graphics:'
         'AMD Radeon Vega 10 Graphics with shared video memory provide solid image quality for Internet use, movies, basic photo editing and casual gaming.'
         'Keyboard:'
         'Standard keyboard, Allows you to enjoy comfortable and accurate typing.'
         'Audio:'
         'Stereo speakers deliver breathtaking, three-dimensional audio that flows above and around you with depth and precision.'
         'Webcam:'
         'Front-Facing Camera makes it easy to video chat with family, friends or teleconference over popular applications.'
         'Dimensions (WxDxH):' '16” x 10” x 0.8”' 'Ports:'
         '3x USB Type A Ports, 1x USB 3.0 Type C, 1x Headphone/Microphone, 1x HDMI, 1x Media Card Reader.'
         'Network:' 'Wireless-AC + Bluetooth']
      - >-
        Title: HP Laptop 2020 Premium Business Laptop Computer I 17.3" HD+
        Non-Touch I 10th Gen Intel Quad-Core i5-1035G1 (>i7-8550U) I 32GB DDR4
        1TB SSD 2TB HDD I DVD HDMI WiFi Win 10 + 16GB Micro SD Card Descripion:
        ['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
        modification are listed, the item is unopened and untested. Defects &
        blemishes are significantly reduced by our in depth inspection &
        testing.'
         'PRODUCT OVERVIEW:'
         'HP Laptop: Work on the go or enjoy social media and gaming with this HP 17-inch HD Laptop. The Intel Core i5 processor and DDR4 RAM provide reliable multitasking performance, and the Intel UHD graphics deliver a high-quality streaming experience. This HP 17-inch HD Laptop has a expanded SSD for fast starts and ample storage.'
         'KEY SPECIFICATIONS:' 'PC Type:' 'Traditional Business Laptop Computer'
         'PC Series:' 'HP 17 inch laptop' 'Display:'
         '17.3 inch\xa0diagonal\xa0HD+ ( 1600 x 900 ) BrightView WLED Display'
         'Processor:'
         '10th Gen Intel Quad-Core i5-1035G1 (>i7-8550U), 1.0GHz up to 3.6GHz, 6 MB Cache, 8 Threads'
         'Memory:' '32GB DDR4' 'Storage:' '1TB SSD + 2TB HDD' 'Graphics:'
         'Integrated Intel UHD Graphics' 'Communications:'
         'Intel Wi-Fi 6 AX 201 (2x2) and Bluetooth 5 Combo' 'Camera:'
         'TrueVision HD Webcam' 'Network interface:'
         'Integrated 10/100/1000 GbE LAN' 'Operating system:' 'Windows 10'
         'Ports & Slots:'
         '1 x SuperSpeed USB Type-A 5Gbps signaling rate, 1 x USB 2.0, 1 x HDMI, 1 x RJ-45, 1 x AC smart pin, 1 x headphone/microphone combo, 1 x multi-format SD media card reader, 1 x DVD Optical Drive'
         'Battery:' '3-cell, 41 Wh Li-ion' 'Additional Information:'
         'Dimensions: 16.3" x 10.7" x 1" Approximate Weight: 5.4 lbs' 'Accessory:'
         'DELCA\xa016GB\xa0Microso\xa0SD\xa0included']
      - >-
        Title: MSI Katana GF76 17 Gaming Laptop I 17.3" Full HD IPS 144Hz Thin
        Bezel I 11th Gen Intel 8-Core i7-11800H I 32GB DDR4 1TB SSD I GeForce
        RTX 3050 Ti 4GB I Backlit USB-C Win10 + 32GB MicroSD Card Descripion:
        ['PRODUCT OVERVIEW: KEY SPECIFICATIONS: PC Type: Gaming Laptop Computer
        PC Series: MSI Katana GF76 Processor: 11th Gen Intel 8-Core i7-11800H I
        Base Frequency 2.3GHz, Max Boost Frequency Up to 4.6GHz, 24MB Smart
        Cache, 16 Threads Memory: 32GB DDR4 Storage: 1TB SSD Graphics: NVIDIA
        GeForce RTX 3050 Ti 4GB Dedicated, Intel UHD Graphics Integrated
        Display: 17.3" Full HD (1920 x 1080) IPS 144Hz Thin Bezel Display
        Communications: Bluetooth 5.1 Keyboard: Backlit Keyboard Audio: Nahimic
        3 / Hi-Res Audio Operating system: Windows 10 Home Ports & Slots: 1 x
        USB-C 3.2, 2 x USB-A 3.2, 1 x USB 2.0, 1 x HDMI (Supports 4K @ 60Hz), 1
        x Ethernet RJ45, 1 x Audio Combo (1/8") Additional Information:
        Dimensions: 15.67" x 10.75" x 0.99" Approximate Weight: 5.1 pounds
        Accessory: 32GB MicroSD Card']
  - source_sentence: >-
      laptop computer with a large display, integrated graphics, and a sleek
      design.. laptop computer with a large display, integrated graphics, and a
      sleek design.
    sentences:
      - >-
        Title: HP 17 Flagship Laptop Computer 17.3" FHD IPS Anti-Glare Display
        11th Gen Intel 4-Core i5-1135G7 (Beats i7-10510U) 16GB RAM 256GB SSD
        Intel Iris Xe Graphics Webcam Win10 Pro Silver + HDMI Cable Descripion:
        ['OVERVIEW:'
         'Responsive and reliable performance: Surf, stream, and do so much more with a powerful Intel Core processor. Plus, extensive quality testing ensures that your laptop keeps going and going.'
         'Product Details:' 'Microprocessor:'
         '11th Gen Intel 4-Core i5-1135G7 (Max Boost Clock Up to 4.2GHz, 8MB Smart Cache, 8 Threads)'
         'Memory:' '16GB RAM' 'Storage:' '256GB SSD' 'Operating system:'
         'Microsoft Windows 10 Professional' 'Graphics & Video:'
         '17.3" FHD (1920 x 1080) IPS Anti-Glare Display Integrated Intel Iris Xe Graphics'
         'Key Features:'
         'Bluetooth: Yes Optical Drive: No Webcam: Yes Backlit Keyboard: No Fingerprint Reader: No HD Audio: Yes Multi-format SD media card reader: Yes'
         'Ports :'
         '1x HDMI, 2x USB-A 3.0, 1x USB-A 2.0, 1x RJ-45 Ethernet, 1x Headphone/microphone combo, 1x Multi-format SD media card reader'
         'Battery:' 'Up to 6.5 hours battery life' 'Additional Information:'
         'Dimension: 16.33" x 10.72" x 0.96" Weight: 5.25 lbs' 'Accessory:'
         'HDMI Cable']
      - >-
        Title: HP Chromebook x360 14 2 in 1 Laptop I 14" HD Touchscreen
        Anti-Glare I Intel Celeron N4000 I 4GB DDR4 32GB eMMC 256G SD Card Intel
        UHD Graphics 600 B&O Webcam Chrome OS + 16GB Micro SD Card Descripion:
        ['KEY SPECIFICATIONS:' 'PC Type:' 'Chromebook Laptop' 'PC Series:'
         'HP Chromebook x360' 'Display:'
         '14 inch HD (1366 x 768) Touchscreen SVA anti-glare micro-edge WLED-backlit Display'
         'Processor:'
         'Intel Dual-Core Celeron N4000 ( 1.1 GHz base clock, up to 2.6 GHz max boost clock, 4 MB cache, 2 Threads )'
         'Memory:' '4GB DDR4' 'Storage:' '32GB eMMC + 256G SD Card' 'Graphics:'
         'Intel UHD Graphics 600 Integrated' 'Communications:' 'Bluetooth 5'
         'Camera:' '720p HD Webcam' 'Audio:' 'Bang & Olufsen Audio' 'Speaker:'
         'Dual speakers' 'Operating system:' 'Chrome OS' 'Ports & Slots:'
         '2 x USB 3.1 Gen 1 Type-C, 1 x USB 3.1 Gen 1 Type-A, 1 x headphone/microphone combo, 1 x microSD media card reader'
         'Additional Information:'
         'Dimensions: 12.8" x 8.9" x 0.7" Approximate Weight: 3.48 lbs'
         'Accessory:' '16GB Micro\xa0SD\xa0included']
      - >-
        Title: HP 17 17.3" HD+ Laptop Computer, Intel Quad-Core i7-1165G7 up to
        4.7GHz, 8GB DDR4 RAM, 512GB PCIe SSD, 802.11AC WiFi, Bluetooth 5.0,
        Natural Silver, Windows 11 Home, BROAG Extension Cable Descripion:
        ['Microprocessor'
         'Intel Core i7-1165G7 (up to 4.7 GHz with Intel Turbo Boost Technology, 12 MB L3 cache, 4 cores, 8 threads)'
         'Chipset' 'Intel Integrated SoC' 'Memory, standard'
         '8GB DDR4-3200 MHz RAM' 'Video graphics' 'Intel Iris Xᵉ Graphics'
         'Hard drive' '512GB PCIe NVMe M.2 SSD' 'Optical drive'
         'Optical drive not included' 'Display'
         '17.3" diagonal, HD+ (1600 x 900), BrightView, 250 nits'
         'Wireless connectivity' 'Realtek Wi-Fi 5 (2x2) and Bluetooth 5 Combo'
         'Expansion slots' '1 multi-format SD media card reader' 'External ports'
         '1 SuperSpeed USB Type-C 5Gbps signaling rate; 2 SuperSpeed USB Type-A 5Gbps signaling rate; 1 HDMI 1.4b; 1 AC smart pin; 1 headphone/microphone combo'
         'Minimum dimensions (W x D x H)'
         '15.78" x 10.15" x 0.78" (40.07 x 25.78 x 2.06 cm)' 'Weight' '5.25'
         'Power supply type' '45 W Smart AC power adapter' 'Battery type'
         '3-cell, 41 Wh Li-ion' 'Webcam'
         'HP True Vision 720p HD camera with integrated dual array digital microphones'
         'Audio' 'Dual speakers' 'Keyboard'
         'Full-size island-style natural silver keyboard with numeric keypad'
         'Operating system' 'Windows 11 Home']
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_laptop1k_enhanced")
# Run inference
sentences = [
    'laptop computer with a large display, integrated graphics, and a sleek design.. laptop computer with a large display, integrated graphics, and a sleek design.',
    'Title: HP 17 17.3" HD+ Laptop Computer, Intel Quad-Core i7-1165G7 up to 4.7GHz, 8GB DDR4 RAM, 512GB PCIe SSD, 802.11AC WiFi, Bluetooth 5.0, Natural Silver, Windows 11 Home, BROAG Extension Cable Descripion: [\'Microprocessor\'\n \'Intel Core i7-1165G7 (up to 4.7 GHz with Intel Turbo Boost Technology, 12 MB L3 cache, 4 cores, 8 threads)\'\n \'Chipset\' \'Intel Integrated SoC\' \'Memory, standard\'\n \'8GB DDR4-3200 MHz RAM\' \'Video graphics\' \'Intel Iris Xᵉ Graphics\'\n \'Hard drive\' \'512GB PCIe NVMe M.2 SSD\' \'Optical drive\'\n \'Optical drive not included\' \'Display\'\n \'17.3" diagonal, HD+ (1600 x 900), BrightView, 250 nits\'\n \'Wireless connectivity\' \'Realtek Wi-Fi 5 (2x2) and Bluetooth 5 Combo\'\n \'Expansion slots\' \'1 multi-format SD media card reader\' \'External ports\'\n \'1 SuperSpeed USB Type-C 5Gbps signaling rate; 2 SuperSpeed USB Type-A 5Gbps signaling rate; 1 HDMI 1.4b; 1 AC smart pin; 1 headphone/microphone combo\'\n \'Minimum dimensions (W x D x H)\'\n \'15.78" x 10.15" x 0.78" (40.07 x 25.78 x 2.06 cm)\' \'Weight\' \'5.25\'\n \'Power supply type\' \'45 W Smart AC power adapter\' \'Battery type\'\n \'3-cell, 41 Wh Li-ion\' \'Webcam\'\n \'HP True Vision 720p HD camera with integrated dual array digital microphones\'\n \'Audio\' \'Dual speakers\' \'Keyboard\'\n \'Full-size island-style natural silver keyboard with numeric keypad\'\n \'Operating system\' \'Windows 11 Home\']',
    'Title: HP 17 Flagship Laptop Computer 17.3" FHD IPS Anti-Glare Display 11th Gen Intel 4-Core i5-1135G7 (Beats i7-10510U) 16GB RAM 256GB SSD Intel Iris Xe Graphics Webcam Win10 Pro Silver + HDMI Cable Descripion: [\'OVERVIEW:\'\n \'Responsive and reliable performance: Surf, stream, and do so much more with a powerful Intel Core processor. Plus, extensive quality testing ensures that your laptop keeps going and going.\'\n \'Product Details:\' \'Microprocessor:\'\n \'11th Gen Intel 4-Core i5-1135G7 (Max Boost Clock Up to 4.2GHz, 8MB Smart Cache, 8 Threads)\'\n \'Memory:\' \'16GB RAM\' \'Storage:\' \'256GB SSD\' \'Operating system:\'\n \'Microsoft Windows 10 Professional\' \'Graphics & Video:\'\n \'17.3" FHD (1920 x 1080) IPS Anti-Glare Display Integrated Intel Iris Xe Graphics\'\n \'Key Features:\'\n \'Bluetooth: Yes Optical Drive: No Webcam: Yes Backlit Keyboard: No Fingerprint Reader: No HD Audio: Yes Multi-format SD media card reader: Yes\'\n \'Ports :\'\n \'1x HDMI, 2x USB-A 3.0, 1x USB-A 2.0, 1x RJ-45 Ethernet, 1x Headphone/microphone combo, 1x Multi-format SD media card reader\'\n \'Battery:\' \'Up to 6.5 hours battery life\' \'Additional Information:\'\n \'Dimension: 16.33" x 10.72" x 0.96" Weight: 5.25 lbs\' \'Accessory:\'\n \'HDMI Cable\']',
]
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: 3,726 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: 26.11 tokens
max: 128 tokens

min: 51 tokens
mean: 124.97 tokens
max: 128 tokens

	sentence_0	sentence_1
type	string	string
details	min: 5 tokens mean: 26.11 tokens max: 128 tokens	min: 51 tokens mean: 124.97 tokens max: 128 tokens

Samples:

sentence_0	sentence_1
`gaming notebook featuring a large display, advanced cooling system, and a sleek design for an immersive experience.. gaming notebook featuring a large display, advanced cooling system, and a sleek design for an immersive experience.`	Title: HP Pavilion 15 15.6" Gaming Laptop Intel Core i5 8GB RAM 256GB SSD GTX 1050 3GB - 9th Gen i5-9300H Quad-core - NVIDIA GeForce GTX 1050 3GB GDDR5 - Intel UHD Graphics 630 - in-Plane Switching (IPS Descripion: ['Sacrifice nothing with the thin and powerful HP Pavilion Gaming Laptop. Experience high-grade graphics and processing power for gaming and multitasking, plus improved thermal cooling for overall performance and stability. Immerse yourself in the game with a narrow bezel display and custom-tuned audio. The perfect balance between work and play, so you can do it all. Windows 10 Home or other operating systems available Power your day. Power your play. Take on anything and everything with a 9th generation Intel® Core™ processor and NVIDIA® GeForce® graphics. A high resolution display with fast refresh rate delivers smooth gameplay visuals, while also bringing entertainment and content to life. Game harder for longer The HP Pavilion Gaming Laptop is equipped with a dual fan system for enhanced thermal cooling. Wide rear corner vents and additional air inlets maximize airflow to optimize your overall performance and stability, keeping the machine cool during extended usage. Bold, immersive design Get lost in the game. A sleek micro-edge bezel display provides a maximum viewing experience while the front-firing speakers with AUDIO by Bang & Olufsen deliver powerful, custom-tuned sound. Manufacturer: HP Inc. Manufacturer Part Number: 7MP87UA#ABA. Brand Name: HP. Product Line: Pavilion Gaming. Product Series: 15-dk0000. Product Model: 15-dk0068wm. Product Name: Gaming Pavilion - 15-dk0068wm. Product Type: Gaming Notebook. [Processor & Chipset] Processor Manufacturer: Intel. Processor Type: Core i5. Processor Generation: 9th Gen. Processor Model: i5-9300H. Processor Speed: 2.40 GHz. Maximum Turbo Speed: 4.10 GHz. Processor Core: Quad-core (4 Core). [Memory] Standard Memory: 8 GB. Memory Technology: DDR4 SDRAM. Number of Occupied Memory Slots: 1. [Storage] Drive Type: SSD. Total Solid State Drive Capacity: 256 GB. Optical Drive Ty']
`gaming laptop featuring a large display, high-performance processor, ample memory, and multiple connectivity options.`	Title: GIGABYTE A7 X1-17.3" FHD IPS Anti-Glare 144Hz - AMD Ryzen 9 5900HX - NVIDIA GeForce RTX 3070 Laptop GPU 8 GB GDDR6-16 GB Memory - 512 GB PCIe SSD - Windows 10 Home-Gaming Laptop (A7 X1-CUS1130SH) Descripion: ['NVIDIA GeForce RTX 30 Series Laptop GPUsBoost Clock 1560 MHz, Maximum Graphics Power 140 W ▪ AMD Ryzen 9 5900HX Mobile Processor ▪ 16 GB RAM, 512 GB PCIe SSD ▪ 17.3" Thin Bezel FHD 1920x1080 IPS-level ▪ Support 3 Slots of Storage System ▪ Intel Wi-Fi 6 AX200 Wireless Network Card ▪ LAN: RTL8125-BG REALTEK (2.5G) Ethernet ▪ All-New GAMING CENTER Software ▪ NAHIMIC 3D Audio for Gamers, Windows 10 Home ▪ All-zone of Single Colored Backlit Keyboard with 15 Colors LED Setting ▪ 1 \u200ex USB 2.0 (Type-A), 1 x USB 3.2 Gen1 (Type-A), 1 x USB 3.2 Gen2 (Type-A) ▪ 1 x HDMI 2.0 (with HDCP), Audio Combo Jack, 1x DC-in Jack ▪ 1x mini DP 1.4, 1x DisplayPort 1.4 (Type-C) over USB 3.2 Gen 2']
`14-inch laptop with a durable design, integrated graphics, and multiple connectivity options.. 14-inch laptop with a durable design, integrated graphics, and multiple connectivity options.`	Title: Dell Latitude E6410 ATG 14 Inch Laptop PC, Intel Core i5-520M up to 2.93GHz, 4G DDR3, 320G, DVD, WiFi, VGA, DP, Windows 10 Pro 64 Bit Multi-Language Support English/French/Spanish(Renewed) Descripion: ['The ATG should satisfy users who are after a well-performing, semi-rugged notebook, but more demanding users who are looking for a unit to use in a very dusty area might want something that has dust-protected ports and slots as well.' 'Specifications:' 'Processor: Intel Core i5-520M up to 2.93GHz Graphics: Intel HD Integrated Graphics Memory: 4GB DDR3 Hard Drive: 320G' 'Operating System:' 'Windows 10 Pro 64 Bit Multi-Language.' 'Ports:' '3 x USB 2.0, VGA, LAN, Headphone output, Microphone input, 4-pin FireWire, DisplayPort, Dock, eSATA.' 'Warranty' '1 full year Parts and Labor Warranty' 'Included in the box' 'Computer, Power Supply, Warranty Instruction.']

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}
}