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: >-
      a 2-in-1 laptop for enhanced productivity and portability. 2-in-1 laptop
      with a large touchscreen display, a sleek metal body, and integrated
      privacy features.
    sentences:
      - >-
        Title: Lenovo Yoga 7i 16" (2560x1600) Touchscreen 2-in-1 Laptop - Intel
        Evo Core i7-1260P - 16GB LPDDR5 Memory - 512GB PCie Gen4 SSD - Arctic
        Grey Descripion: ['The Lenovo Yoga 7i combines versatile portability and
        enhanced productivity, thanks to the boundary-breaking performance and
        responsiveness of 12th generation Intel Core processors and vibrant
        WQXGA clarity with Intel Iris Xe 96EU graphics. Go anywhere with a sleek
        2-in-1 metal chassis featuring thoughtful details including a webcam
        privacy shutter.']
      - >-
        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: ASUS ROG Zephyrus S17 GX703HS 17.3" WQHD 165Hz Gaming Notebook
        Computer, Intel Core i9-11900H 2.5GHz, 32GB RAM, 1TB SSD, NVIDIA GeForce
        RTX 3080 16GB, Windows 10 Pro, Free Upgrade to Windows 11 Descripion:
        ['17.3" i9 11900H 32G 1T Win10P']
  - source_sentence: >-
      laptop computer featuring a large touchscreen display, a powerful
      processor, and multiple storage options. it is designed for general use,
      suitable for a wide audience.
    sentences:
      - "Title: HP 2020 Flagship 17 Laptop Computer, 17.3 inch HD+ Touchscreen\_Display, Intel Quad-Core i5-8265U (Beats i7-7500U), 8GB DDR4 256GB PCIe SSD + 1TB HDD, DVD Win 10 (Silver)+ 16GB Micro SD Card Descripion: ['This listing by Apricot\\xa0Power\\xa0PC\\xa0sells\\xa0computers\\xa0with\\xa0upgraded 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 modification are listed, the item is unopened and untested. Defects & blemishes are significantly reduced by our in depth inspection & testing'\n 'PRODUCT OVERVIEW:'\n 'Tackle assignments and stream HD content with this HP 17.3-inch laptop. An Intel Core i5 processor delivers reliably fast performance, and the DDR4 of RAM let you run multiple programs simultaneously. This HP 17.3-inch laptop has a PCIe SSD that provides plenty of storage space and helps improve startup and loading times.'\n 'KEY SPECIFICATIONS:' 'PC Type:' 'Traditional Laptop Computer'\n 'PC Series:' 'hp 17.3 Laptop i5' 'Display:'\n '17.3 inch HD+ ( 1600 x 900 ) Touchscreen WLED Display' 'Processor:'\n 'Intel Quad-Core i5-8265U (Beats i7-7500U), 1.6 GHz up to 3.9GHz, 6 MB Intel Smart Cache, 4 Threads'\n 'Memory:' '8GB DDR4' 'SSD:' '256GB PCIe Solid State Drive' 'HDD:'\n '1TB Hard Disk Drive' 'Optical Drive:' 'DVD Optical Drive' 'Graphics:'\n 'Integrated Intel UHD Graphics 620' 'Communications:'\n '802.11b/g/n/ac (1x1) Wi-Fi and Bluetooth 4.2 Combo' 'Camera:'\n 'Built-in HD Webcam' 'Operating system:' 'Windows 10 Home 64 bit'\n 'Ports & Slots:'\n '2 x USB 3.1 Gen 1 (Data transfer only), 1 x USB 2.0, 1 x HDMI, 1 x RJ-45, 1 x headphone/microphone combo, 1 x multi-format SD media card reader'\n 'Additional Information:'\n 'Dimensions: 16.33\" x 10.72\" x 0.96\" Approximate Weight: 5.25lbs'\n 'Color:' 'Silver' 'Accessory:'\n 'DELCA\\xa016GB\\xa0Microso\\xa0SD\\xa0included']"
      - >-
        Title: Lenovo Legion5 15.6" FHD Gaming Laptop Computer- NVIDIA GTX 1660
        Ti- Intel 6-Core i7-10750H (up to 5.0 GHz)- RGB Backlit KB Win 10- 16GB
        RAM DDR4 512GB PCIe SSD w/GM Accessories 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. Defects & blemishes are significantly reduced by our in-depth
        inspection & testing.'
         'Display: 15.6" FHD (1920x1080) Anti-glare Display Processor: Intel Core i7-10750H 6-core, 12 MB cache, 2.6 GHz base frequency, up to 5 GHz Operating System: Windows 10 Home 64 Graphics: NVIDIA GeForce GTX 1660 Ti 6GB GDDR6 Memory: 16GB DDR4 RAM Storage: 512GB PCIe SSD  Ethernet: 100/1000M WLAN + Bluetooth: 11ax, 2x2 + BT5.0 Camera: 720p Microphone: 2x, Array Surface Treatment: Painting Color: Phantom Black Keyboard: 4-Zone RGB LED backlight, English (US) Fingerprint Reader: None Battery: Integrated 60Wh 4-Cell Lithium-ion Ports:  1X USB 3.2 Gen 1 (Type C; DisplayPort). 4X USB 3.2 Gen 1 (Type A). 1XHDMI. 1X Gigabit-Ethernet.  1X Headphone combojack Product Dimensions (WxLxH): 11 IN x 15 IN x 1 IN. Weight: 6lb Bundled Accessories: 1x HDMI Cable, 1x USB extension cord, 1x Mouse Pad.']
      - >-
        Title: Microsoft 12.4 Multi-Touch Surface Laptop Go, Intel Core
        i5-1035G1, 8GB RAM, 128GB SSD, Integrated Intel UHD Graphics, Windows 10
        Home in S Mode, 1ZZ-00003, Sandstone (Renewed) Descripion: ['The
        Sandstone Microsoft 12.4" Multi-Touch Surface Laptop Go features a
        portable, lightweight design with a 10th Gen Intel Core processor, Wi-Fi
        6 (802.11ax), Bluetooth 5.0, and a USB Type-C port. Powered by a 10th
        Gen 1.0 GHz Intel Core i5-1035G1 Quad-Core processor and 8GB of LPPDR4x
        RAM, the Surface Laptop Go can efficiently multitask and quickly access
        frequently used files and programs. For storing your photos, videos, and
        files, it\'s equipped with a 128GB SSD, which provides you with fast
        boot times. Its 12.4" PixelSense display, driven by integrated Intel UHD
        Graphics, features a 1536 x 1204 resolution and slim bezels for your
        viewing comfort. It also supports multi-touch so you can utilize touch
        gestures and commands within Windows 10 Home to enhance its
        accessibility and efficiency.']
  - source_sentence: >-
      a laptop for business and student use. lightweight laptop with a large
      display, upgraded memory, and dual storage options.
    sentences:
      - >-
        Title: ASUSLaptop 2020 Newest VivoBook 15 FHD Lightweight Laptop for
        Business Student, AMD Ryzen 5 3500U (> i7-7500U), Radeon Vega 8
        Graphics, 12GB RAM, 128GB SSD+ 1TB HDD, USB-A/C, Win10, w/GM Accessories
        Descripion: ['Capacity: 12GB RAM | 128GB SSD + 1TB HDD'
         '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. Defects & blemishes are significantly reduced by our in-depth inspection & testing'
         'Memory:' 'Upgraded to 20GB DDR4 RAM' 'Storage:'
         'Upgraded to 128GB SSD + 1TB HDD' 'Display:'
         '15.6 inch FHD 4 Way NanoEdge bezel Display with a stunning 88% screen-to-body ratio'
         'Processor:'
         'AMD 2nd Generation Ryzen 5-3500U Processor (2.1 GHz base frequency up to 3.7 GHz, 4 cores)'
         'Graphics:' 'AMD Radeon Vega 8' 'Wireless:' '802.11ac, Bluetooth'
         'Ports:'
         '2x USB 2.0 Type-A 1x USB 3.2 Type-C 1x HDMI Output 1x Headphone Jack'
         'Battery Life: 9 Hours' 'Color: Silver' 'Weight: 3.75 lbs'
         'Dimensions: 14.06 X 9.07 X 0.78 inch'
         'Bundle accessories: Ghost Manta 3in1 accessories, including mousepad, HDMI cable and USB cable']
      - >-
        Title: Lenovo Ideapad L340 17.3'' FHD Gaming Laptop Computer Hexa-Core
        i7-9750H Up to 4.5GHz 16GB DDR4 RAM 512GB M.2 NVMe PCIe SSD NVIDIA
        GeForce GTX 1650 WiFi HDMI Backlit Dolby Audio Bluetooth Windows 10
        Descripion: ['We sell computers with upgraded configurations. If the
        computer has modifications (listed above), then the manufacturer box is
        opened'
         'Processor'
         '9th Generation Intel Core i7-9750H Processor (2.60GHZ, up to 4.50GHz with Turbo Boost, 6 Cores, 12MB Cache)'
         'Operating System' 'Windows 10 Home' 'Graphics'
         'NVIDIA GeForce GTX 1650 4GB' 'Memory' '16GB DDR4 2400 MHz' 'Storage'
         '512GB M.2 NVMe PCIE SSD' 'Display'
         '17.3" FHD (1920 x 1080) IPS, 300 nits, Anti-Glare' 'Security'
         'TrueBlock Privacy Shutter' 'SW TPM' 'Kensington lock slot' 'Audio'
         '2x 1.5W speakers with Dolby Audio' 'Camera'
         '720p HD camera with dual microphones' 'Connectivity'
         'Up to 802.11 AC (2 x 2)' 'Bluetooth 4.2' 'Ports / Slots'
         '2 x USB 3.1 (Gen. 1)' '1 x HDMI 2.0' '1 x RJ45' '1 x Novo hole'
         '1 x Combo of 3.5mm Stereo Headphone' '1 x Type C (USB 3.0)' 'Battery'
         'Up to 5.5 hours' 'Keyboard' 'Backlit Keyboard' 'Dimensions (W x D x H)'
         '16.26" x 11.2" x 0.99" / 413 x 284.7 x 25.3 (mm)' 'Weight'
         'Starting at 6.13 lbs (2.78 kg)' 'Color' 'Granite Black'
         "What's in the box" 'IdeaPad L340 (17”) Gaming' '135W AC adapter'
         '3 cell 45Wh battery' 'Quick start guide']
      - >-
        Title: Lenovo 2021 IdeaPad 3 15.6" FHD Laptop Computer, 10th Gen Intel
        Core i3-1005G1, 20GB RAM, 1TB PCIe SSD, Intel UHD Graphics, Dolby Audio,
        HD Webcam, Bluetooth, Win 10S, Grey, 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 in S mode. Protect your data with enterprise-grade security, log in from device anywhere, and boost productivity.'
         'Display:'
         '15.6" FHD Display, 1920 x 1080 resolution boasts impressive color and clarity, Anti-glare Energy-efficient LED screen.'
         'Processor:'
         '10th Gen Intel Core i3-1005G1 Processor, Ultra-low-voltage platform. Dual-core, four-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:'
         '1TB PCIe 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:'
         'Intel UHD Graphics with shared video memory provide everyday image quality for Internet use, basic photo editing and casual gaming.'
         'Keyboard:'
         'Standard Keyboard, Allows you to enjoy comfortable and accurate typing.'
         'Audio:'
         '2 x 1.5W with Dolby Audio deliver breathtaking, three-dimensional audio that flows above and around you with depth and precision.'
         'Webcam:'
         'Built-in HD webcam with microphone makes it easy to video chat with family, friends or teleconference over popular applications.'
         'Dimensions (WxDxH):' '14.26" x 9.98" x 0.78"' 'Ports:'
         '3x USB Type-A, 1x HDMI, 1x SD Media Card Reader, 1x Headphone/Microphone Combo.'
         'Network:' 'Wireless-AC + Bluetooth']
  - source_sentence: >-
      laptop with a sleek design, a large display, and multiple connectivity
      options.
    sentences:
      - >-
        Title: HP Envy 17t-ch100 17.3" 4K Ultra HD Business IPS Laptop (Intel
        i7-1195G7 4-Core, 64GB RAM, 2TB m.2 SATA SSD, Intel Iris Xe, 60Hz
        (3840x2160), Fingerprint, BT 5.2, Win 11 Home) with Hub 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 i7-1195G7 2.90GHz Processor (11th Gen, upto 5 GHz, 12MB Cache, 4-Cores, 8-Threads, )Storage: 2TB SATA SSD (Solid State Drive)Memory: 64GB DDR4 SO-DIMMGraphics: Intel Iris Xe Integrated Graphics, Operating System: Windows 11 Home-64Connectivity: 802.11ax Wifi, Bluetooth 5.2, Camera: 720p HD WebcamInput/Output: Fingerprint Security System, Silver Backlit, Display: 17.3" 4K Ultra HD (3840x2160) 60Hz 16:9 IPS DisplayPorts/Slots:, 1 HDMI, Thunderbolt 4 (Type-C), SDXC Reader, No Optical Drive, Headphone/Microphone Combo JackBattery: 65W Power Supply, 4-Cell 55 WHr BatteryColor: Natural SilverForm/Style: StandardProduct Dimensions (WxLxH): 15.71 IN x 10.20 IN x 0.75 IN. Weight: 5.39lb1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)']
      - >-
        Title: Lenovo ThinkPad E15 Gen 2 Home & Business Laptop (Intel i5-1135G7
        4-Core, 32GB RAM, 256GB PCIe SSD, Intel Iris Xe, 15.6" Full HD
        (1920x1080), Bluetooth, Webcam, 1xHDMI, Win 10 Pro) with Hub 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 i5-1135G7 2.40GHz Processor (11th Gen, upto 4.2 GHz, 8MB Cache, 4-Cores)'
         'Processor:'
         'Intel Core i5-1135G7 2.40GHz Processor (11th Gen, upto 4.2 GHz, 8MB Cache, 4-Cores)'
         'Storage: 256GB PCIe SSD (Solid State Drive)' 'Storage:'
         '256GB PCIe SSD (Solid State Drive)' 'Memory: 32GB DDR4 SO-DIMM'
         'Memory:' '32GB DDR4 SO-DIMM'
         'Graphics: Intel Iris Xe Integrated Graphics,' 'Graphics:'
         'Intel Iris Xe Integrated Graphics,'
         'Operating System: Windows 10 Pro-64' 'Operating System:'
         'Windows 10 Pro-64'
         'Connectivity: Wi-Fi 6 AX201 Wifi, Bluetooth 5.0, Ethernet LAN (RJ-45)'
         'Connectivity:' 'Wi-Fi 6 AX201 Wifi, Bluetooth 5.0, Ethernet LAN (RJ-45)'
         'Camera: 720p HD Webcam' 'Camera:' '720p HD Webcam'
         'Input/Output:, Full-size Black Keyboard,' 'Input/Output:'
         ', Full-size Black Keyboard,'
         'Display: 15.6" Full HD (1920x1080) 60Hz 16:9 IPS Display' 'Display:'
         '15.6" Full HD (1920x1080) 60Hz 16:9 IPS Display'
         'Ports/Slots:, USB 3.2 Gen1, 1 USB 2.0, 1 HDMI, Thunderbolt 3 (Type-C), No Optical Drive, Headphone/Microphone Combo Jack'
         'Ports/Slots:'
         ', USB 3.2 Gen1, 1 USB 2.0, 1 HDMI, Thunderbolt 3 (Type-C), No Optical Drive, Headphone/Microphone Combo Jack'
         'Battery: 65W Power Supply, 3-Cell 45 WHr Battery' 'Battery:'
         '65W Power Supply, 3-Cell 45 WHr Battery' 'Color: Glossy Black' 'Color:'
         'Glossy Black' 'Form/Style: Standard' 'Form/Style:' 'Standard'
         'Product Dimensions (WxLxH): 14.4 IN x 9.5 IN x 0.75 IN. Weight:  3.75lb'
         'Product Dimensions (WxLxH): 14.4 IN x 9.5 IN x 0.75 IN.' 'Weight:'
         '3.75lb'
         '1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)'
         '1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)']
      - >-
        Title: ASUS VivoBook E14 Thin and Light Laptop 14” HD Display Intel
        Celeron N3350 Processor 4GB DDR4 64GB eMMC Storage Intel HD Graphics
        HDMI USB-CMicrosoft 365 Win10 + HDMI Cable Descripion: ['PRODUCT
        OVERVIEW:'
         'The ASUS Vivobook E14 is designed to help you be productive all day — even when you’re on the move. This compact and lightweight 14-inch laptop is powered by the latest Intel processor and provides up to 8 hours of battery life. And with pre-loaded Windows 10 Home S, it offers full compatibility with a wide range of software and peripherals. It’s the best laptop for people on the go.'
         'Product Details:' 'Microprocessor:'
         'Intel Dual-core Celeron N3350 (Base Clock 1.1GHz, Max Boost Clock Up to 2.4GHz, 2MB L2 Cache, 2 threads)'
         'Memory:' '4GB RAM' 'Storage:' '64GB eMMC Storage' 'Operating system:'
         'Microsoft Windows 10' 'Graphics & Video:'
         'Integrated Intel HD Graphics 500 14" HD (1366 x 768) Display'
         'Key Features:'
         'Bluetooth: Yes Backlit Keyboard: No Fingerprint: No Optical Drive: No Camera: Yes Multi-format SD media card reader: Yes Bang & Olufsen Audio: No'
         'Ports :'
         '2 x USB-A 3.2, 1 x USB-C 3.2, 1 x HDMI, 1 x Combo Audio Jack, 1 x MicroSD Card Reader'
         'Battery :' 'Up to 8 hours battery life' 'Additional Information:'
         'Dimension: 12.8" x 8.9" x 0.69" Weight: 2.8 lbs' 'Accessory:'
         'HDMI Cable']
  - source_sentence: a convertible laptop for working, watching, or writing
    sentences:
      - "Title: HP Newest 2020 17 Premium Business Laptop I 17.3 inch HD+ Touchscreen Display I 10th Gen Intel Quad-Core i5-10210U (>i7-7500U) I 16GB DDR4 256GB SSD I Backlit KB DVD 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.'\n 'PRODUCT OVERVIEW:'\n 'Tackle assignments and stream HD content with this HP 17.3-inch laptop. An 10th Intel Core i5 processor delivers reliably fast performance, and the DDR4 of RAM let you run multiple programs simultaneously. This HP 17.3-inch laptop has a SSD Storage that provides plenty of storage space and helps improve startup and loading times.'\n 'KEY SPECIFICATIONS:' 'PC Type:' 'Traditional Business Laptop Computer'\n 'PC Series:' 'HP 17 i5 laptop' 'Display:'\n '17.3 inch HD+ ( 1600 x 900) Touchscreen BrightView WLED Display'\n 'Processor:'\n '10th Gen Intel Quad-Core i5-10210U, 1.6GHz, up to 4.2GHz, 6 MB Cache, 8 Treads'\n 'Memory:' '16GB DDR4' 'Storage:' '256GB SSD' 'Graphics:'\n 'Integrated Intel UHD Graphics' 'Communications:'\n '802.11ac Wi-Fi and Bluetooth 4.2' 'Camera:'\n 'HP Webcam with integrated digital microphone' 'Keyboard:'\n 'Backlit Keyboard' 'Operating system:' 'Windows 10 Home 64 bit'\n 'Ports & Slots:'\n '2 x USB 3.1 (Data Transfer Only), 1 x USB 2.0 (Data Transfer Only), 1 x AC smart pin, 1 x HDMI, 1 x RJ-45, 1 x headphone/microphone combo, 1 x multi-format SD media card reader, 1 x DVD Optical Drive'\n 'Battery Life:' '3-cell, 41 Wh Li-ion' 'Additional Information:'\n 'Dimensions: 16.33\" x 10.71\" x 0.96\" Approximate Weight: 5.31 lbs'\n 'Accessory:' 'DELCA\\xa016GB\\xa0Microso\\xa0SD\\xa0included']"
      - >-
        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 16GB DDR4
        256GB SSD 1TB 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:' '16GB DDR4' 'Storage:' '256GB SSD + 1TB 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: HP Flagship Pavilion X360 15 2-in-1 Laptop 15.6\" HD Touchscreen WLED 10th Gen Intel 4-Core i5-10210U(Beats i7-8550U)\_16GB RAM 512GB SSD B&O WiFi HDMI USB-C Win 10 + Pen Descripion: ['PRODUCT OVERVIEW:'\n \"Offering a new hourglass design and a 360° hinge, the HP Pavilion x360 Convertible Laptop can be adjusted to a variety of comfortable angles, whether you're working, watching or writing\"\n 'Product Details:' 'Microprocessor:'\n '10th Generation Intel Core i5 Processors, Intel Quad-Core i5-10210U (Beats i7-8550U), 1.6 GHz up to 4.2 GHz, 6 MB Cache, 8 Threads'\n 'Memory:' '16GB DDR4' 'Storage:' '512GB SSD' 'Operating system:'\n 'Microsoft Windows 10 Home\\xa0(64-bit)' 'Graphics & Video:'\n '15.6\" diagonal HD(1366 x 768) Touchscreen SVA micro-edge WLED-backlit multitouch-enabled edge-to-edge glass, 220 nits, 45% NTSC Display Integrated Intel UHD Graphics'\n 'Key Features:'\n 'Wi-Fi: Yes Bluetooth: Yes Optical Drive: No Webcam: Yes Backlit Keyboard: No Fingerprint Reader: No Multi-format SD media card reader: Yes 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 1.4; 1 headphone/microphone combo; 1 multi-format SD media card reader'\n 'Additional Information:'\n 'Dimension: 14.13\" x 9.51\" x 0.81\" Approximate Weight: 4.39 lbs'\n 'Accessory:' 'Pen']"
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_adjusted")
# Run inference
sentences = [
    'a convertible laptop for working, watching, or writing',
    'Title: HP Flagship Pavilion X360 15 2-in-1 Laptop 15.6" HD Touchscreen WLED 10th Gen Intel 4-Core i5-10210U(Beats i7-8550U)\xa016GB RAM 512GB SSD B&O WiFi HDMI USB-C Win 10 + Pen Descripion: [\'PRODUCT OVERVIEW:\'\n "Offering a new hourglass design and a 360° hinge, the HP Pavilion x360 Convertible Laptop can be adjusted to a variety of comfortable angles, whether you\'re working, watching or writing"\n \'Product Details:\' \'Microprocessor:\'\n \'10th Generation Intel Core i5 Processors, Intel Quad-Core i5-10210U (Beats i7-8550U), 1.6 GHz up to 4.2 GHz, 6 MB Cache, 8 Threads\'\n \'Memory:\' \'16GB DDR4\' \'Storage:\' \'512GB SSD\' \'Operating system:\'\n \'Microsoft Windows 10 Home\\xa0(64-bit)\' \'Graphics & Video:\'\n \'15.6" diagonal HD(1366 x 768) Touchscreen SVA micro-edge WLED-backlit multitouch-enabled edge-to-edge glass, 220 nits, 45% NTSC Display Integrated Intel UHD Graphics\'\n \'Key Features:\'\n \'Wi-Fi: Yes Bluetooth: Yes Optical Drive: No Webcam: Yes Backlit Keyboard: No Fingerprint Reader: No Multi-format SD media card reader: Yes 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 1.4; 1 headphone/microphone combo; 1 multi-format SD media card reader\'\n \'Additional Information:\'\n \'Dimension: 14.13" x 9.51" x 0.81" Approximate Weight: 4.39 lbs\'\n \'Accessory:\' \'Pen\']',
    'Title: HP Newest 2020 17 Premium Business Laptop I 17.3 inch HD+ Touchscreen Display I 10th Gen Intel Quad-Core i5-10210U (>i7-7500U) I 16GB DDR4 256GB SSD I Backlit KB DVD Win 10 +\xa016GB 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.\'\n \'PRODUCT OVERVIEW:\'\n \'Tackle assignments and stream HD content with this HP 17.3-inch laptop. An 10th Intel Core i5 processor delivers reliably fast performance, and the DDR4 of RAM let you run multiple programs simultaneously. This HP 17.3-inch laptop has a SSD Storage that provides plenty of storage space and helps improve startup and loading times.\'\n \'KEY SPECIFICATIONS:\' \'PC Type:\' \'Traditional Business Laptop Computer\'\n \'PC Series:\' \'HP 17 i5 laptop\' \'Display:\'\n \'17.3 inch HD+ ( 1600 x 900) Touchscreen BrightView WLED Display\'\n \'Processor:\'\n \'10th Gen Intel Quad-Core i5-10210U, 1.6GHz, up to 4.2GHz, 6 MB Cache, 8 Treads\'\n \'Memory:\' \'16GB DDR4\' \'Storage:\' \'256GB SSD\' \'Graphics:\'\n \'Integrated Intel UHD Graphics\' \'Communications:\'\n \'802.11ac Wi-Fi and Bluetooth 4.2\' \'Camera:\'\n \'HP Webcam with integrated digital microphone\' \'Keyboard:\'\n \'Backlit Keyboard\' \'Operating system:\' \'Windows 10 Home 64 bit\'\n \'Ports & Slots:\'\n \'2 x USB 3.1 (Data Transfer Only), 1 x USB 2.0 (Data Transfer Only), 1 x AC smart pin, 1 x HDMI, 1 x RJ-45, 1 x headphone/microphone combo, 1 x multi-format SD media card reader, 1 x DVD Optical Drive\'\n \'Battery Life:\' \'3-cell, 41 Wh Li-ion\' \'Additional Information:\'\n \'Dimensions: 16.33" x 10.71" x 0.96" Approximate Weight: 5.31 lbs\'\n \'Accessory:\' \'DELCA\\xa016GB\\xa0Microso\\xa0SD\\xa0included\']',
]
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: 21.54 tokens
max: 76 tokens

min: 52 tokens
mean: 124.87 tokens
max: 128 tokens

	sentence_0	sentence_1
type	string	string
details	min: 5 tokens mean: 21.54 tokens max: 76 tokens	min: 52 tokens mean: 124.87 tokens max: 128 tokens

Samples:

sentence_0	sentence_1
`laptop with a large display, lightweight design, and multiple connectivity options.`	Title: HP 2022 Pavilion 17.3“ FHD IPS Laptop PC, AMD Ryzen 5 5500U (Beat i7 1065g7), 16GB DDR4 RAM, 1TB PCIe SSD, Fingerprint, WiFi 5, Bluetooth, Long Battery Life, Webcam, Windows 10, Silver w/ EBP Descripion: ["Purposefully designed: Get things done with a peace of mind, the HP 17 Laptop PC is designed with ocean-bound plastic. See more on the 17-inch diagonal high resolution screen with a narrow bezel, and get comfy while you type with a new lift-hinge that elevates the keyboard. Performance you can trust: Multitasking feels easy and fast with the performance of an AMD processor, powerful graphics, and speedy Wi-Fi technology. Store more of what you love with a lot of storage. Breathe easy: Everyday computing made easy, with comfort features like HP Fast Charge and a big click pad, this laptop let's you do you." 'Specification Details:' 'AMD Ryzen 5 5500U Mobile Processor' 'Create. Play. Work. Educate. Entertain. The possibilities are infinite. Be anywhere, go anywhere. Powers ultrathin notebooks that offer supreme performance, astonishing battery life, and modern features you need on-the-go.' '16GB DDR4 Memory' 'Substantial high-bandwidth RAM to smoothly run your games and photo- and video-editing applications, as well as multiple programs and browser tabs all at once.' '1TB PCIe NVMe solid state drive (SSD)' 'The flash-based SSD has no moving parts, resulting in faster start-up times and data access, no noise, and reduced heat production and power draw on the battery.' 'Built-in HD webcam' 'Makes it easy to video chat with family and friends or teleconference with colleagues over Skype or other popular applications.' 'Wireless Technology' '802.11a/b/g/n/ac (1x1) Wi-Fi and Bluetooth combo.' 'Ports:' '1 SuperSpeed USB Type-C; 2 SuperSpeed USB Type-A; 1 HDMI 1.4b; 1 AC smart pin; 1 headphone/microphone combo' 'Dimension & Weight:' '15.78 x 10.15 x 0.78 in 5.25 lbs' 'The mousepad is not part of the package and only available upon request.']
`a laptop for everyday computing tasks`	Title: Acer 2022 Chromebook 317 17.3" FHD Laptop Computer, Intel Celeron N4500 Processor up to 2.8GHz, 4GB LPDDR4 RAM, 80GB Storage (64GB eMMC + 16GB Flash Drive), WiFi 6, BT 5.0, Type-C, Silver, Chrome OS Descripion: ['Color' 'Silver' 'Operating System' 'Chrome' 'Processor' 'Intel Celeron N4500 Processor 1.1 GHz (4M Cache, up to 2.8 GHz, 2 cores)' 'Graphics' 'Intel UHD Graphics' 'Display' '17.3-inch, FHD (1920 x 1080, LCD, LED, Wide view, Anti-glare display, Narrow bezels' 'Memory' '4GB LPDDR4X Memory' 'Storage' '64GB eMMC' 'I/O Ports' '2x USB 3.2 Gen 1 Type-A' '2x USB 3.2 Gen 1 Type-C(USB Type-C Port Supporting: USB 3.2 Gen 1 (up to 5 Gbps), DisplayPort over USB-C, USB charging 5/9/15/20 V; 3 A, DC-in port 20 V; 45 W)' '1x 3.5mm Combo Audio Jack' '1x Micro SD card reader' 'Keyboard' 'Chiclet Keyboard' 'Audio' 'Built-in speaker' 'Built-in microphone' 'Network and Communication' 'IEEE 802.11 a/b/g/n/ac/ax + Bluetooth 5.0' 'Battery' '3-cell Li-ion' 'Power Supply' 'TYPE-C, 45W AC Adapter' 'Weight' '5.29 lb' 'Dimensions (W x D x H)' '15.8" x 10.5" x 0.89")']
`laptop with a 15.6-inch display, upgraded storage, and integrated graphics capabilities.`	Title: 2021 Dell Inspiron 15 3505 Laptop 15.6” FHD Narrow Border Display, AMD Ryzen TM 3 3250U(up to 3.5GHz), 8GB RAM 512GB NVMe SSD, Integrated Graphics with AMD APU, Online Meeting Ready Webcam Win 10 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. Defects & blemishes are significantly reduced by our in-depth inspection & testing.' 'Hard Drive:' 'Upgraded to 512GB NVMe SSD' 'Memory:' '8GB DDR4 SDRAM' 'Display:' '15.6-inch FHD (1920 x 1080) Anti-glare LED Backlight Non-Touch Narrow Border WVA Display' 'Screen Resolution:' '1920 x 1080' 'Processor:' 'AMD Ryzen TM 3 3250U Mobile Processor with Radeon TM Graphics (2-Core, 2.6 GHz Up to 3.5 GHz, 4 MB Cache)' 'Graphics:' 'Integrated graphics with AMD APU' 'Operating system:' 'Windows 10 Home' 'Bluetooth:' 'Yes' 'WLAN Connectivity:' '802_11_AC' 'Built-in HD Webcam:' 'Yes']

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}
}