--- 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'\n '13th Gen Intel Core i7-13700H, 14C (6P + 8E)\ \ / 20T, P-core 2.4 / 5.0GHz, E-core 1.8 / 3.7GHz, 24MB'\n 'Graphics' 'Intel Iris\ \ Xe Graphics' 'Chipset' 'Intel Integrated SoC'\n 'Memory' '8GB DDR4-3200 RAM'\ \ 'Storage' '512GB PCIe NVMe M.2 SSD'\n 'Expansion slots' '1 multi-format SD media\ \ card reader' 'Display'\n '17.3\" diagonal, FHD (1920 x 1080), multitouch-enabled,\ \ IPS, edge-to-edge glass, micro-edge, 300 nits'\n 'Webcam'\n 'HP True Vision\ \ 5MP IR camera with camera shutter, temporal noise reduction and integrated dual\ \ array digital microphones'\n 'Audio' 'Audio by Bang & Olufsen; Dual speakers;\ \ HP Audio Boost' 'Color'\n 'Grey' 'Keyboard'\n 'Full-size, backlit, moonstone\ \ grey keyboard with numeric keypad'\n 'Pointing device' 'Precision Touchpad Support'\ \ 'External I/O Ports'\n '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'\n 'Wireless' 'Realtek Wi-Fi 6E (2x2) and Bluetooth\ \ 5.3 wireless card'\n 'Primary battery' '4-cell,\\xa055 Wh\\xa0Li-ion\\xa0polymer'\n\ \ 'Battery Recharge Time'\n 'Supports battery fast charge: approximately 50% in\ \ 30 minutes'\n 'Power supply' '90 W USB Type-C power adapter' 'Dimensions (W\ \ X D X H)'\n '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'\n '11th\ \ Gen Intel Core i5-1135G7 Processor @ 2.40GHz(4 Cores, 8 Threads, 8M Cache, up\ \ to 4.20 GHz)'\n 'Operating System' 'Windows 11 Professional, English' 'Video\ \ Card'\n 'Intel UHD Graphics' 'Display'\n '15.6-inch FHD (1920 x 1080) Anti-Glare\ \ LED Backlight Touch Narrow Border WVA Display Display'\n 'Hard Drive' '256GB\ \ M.2 PCIe NVMe Solid State Drive' 'Memory'\n '8GB, 8GBx1, DDR4, 2666MHz' 'Primary\ \ Battery'\n '3-Cell Battery, 41WHr (Integrated)' 'Wireless'\n '802.11ac 1x1 WiFi\ \ and Bluetooth' 'Case' 'Carbon Black' 'Keyboard'\n 'Non-Backlit Keyboard, English'\ \ 'Ports' '2x USB 3.2 Gen 1 Type-A'\n '1x USB 2.0 Type-A' '1x HDMI Out 1.4b'\n\ \ '1x Headphone/Microphone Combination Jack' 'Slots' '1 SD-card slot'\n 'Dimensions\ \ & Weight' '14.11\" L x 9.27\" W x 0.83\" H / Weight: 3.65 lbs'\n 'Camera' '720p\ \ at 30 fps HD camera, single-integrated microphone'\n '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.'\n 'Processor: Intel Core i7-1255U 1.70GHz Processor\ \ (12th Gen, upto 4.7 GHz, 12MB Cache, 10-Cores, 12-Threads, 2 Performance-cores)'\n\ \ 'Processor:'\n 'Intel Core i7-1255U 1.70GHz Processor (12th Gen, upto 4.7 GHz,\ \ 12MB Cache, 10-Cores, 12-Threads, 2 Performance-cores)'\n 'Storage: 2TB PCIe\ \ SSD (Solid State Drive)' 'Storage:'\n '2TB PCIe SSD (Solid State Drive)' 'Memory:\ \ 16GB OnBoard LPDDR4X RAM'\n 'Memory:' '16GB OnBoard LPDDR4X RAM'\n 'Graphics:\ \ Intel Iris Xe Integrated Graphics, .' 'Graphics:'\n 'Intel Iris Xe Integrated\ \ Graphics, .'\n 'Operating System: Windows 11 Pro-64' 'Operating System:'\n 'Windows\ \ 11 Pro-64' 'Connectivity: Wi-Fi 6E AX211, Bluetooth 5.2,'\n 'Connectivity:'\ \ 'Wi-Fi 6E AX211, Bluetooth 5.2,'\n 'Camera: Integrated Webcam' 'Camera:' 'Integrated\ \ Webcam'\n 'Input/Output: Fingerprint Security System, Grey Backlit Trackpad,'\n\ \ 'Input/Output:' 'Fingerprint Security System, Grey Backlit Trackpad,'\n 'Display:\ \ 14.0\" 2240x1400 60Hz 16:10 Touchscreen IPS Display' 'Display:'\n '14.0\" 2240x1400\ \ 60Hz 16:10 Touchscreen IPS Display'\n 'Ports/Slots:, 1 HDMI, Thunderbolt 4 (Type-C),\ \ SD Card Reader, No Optical Drive, Headphone/Microphone Combo Jack'\n 'Ports/Slots:'\n\ \ ', 1 HDMI, Thunderbolt 4 (Type-C), SD Card Reader, No Optical Drive, Headphone/Microphone\ \ Combo Jack'\n 'Battery: 65W Power Supply, 3-Cell 57 WHr Battery' 'Battery:'\n\ \ '65W Power Supply, 3-Cell 57 WHr Battery' 'Color: Blue' 'Color:' 'Blue'\n 'Form/Style:\ \ 2-in-1 Convertible' 'Form/Style:' '2-in-1 Convertible'\n 'Product Dimensions\ \ (WxLxH): 12.32 IN x 8.85 IN x 0.74 IN. Weight: 3.64lb'\n 'Product Dimensions\ \ (WxLxH): 12.32 IN x 8.85 IN x 0.74 IN.' 'Weight:'\n '3.64lb'\n '1 Year Manufacturer\ \ warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)'\n\ \ '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:'\n\ \ '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 )'\n 'Memory:' '16GB DDR4' 'Storage:'\ \ '256GB SSD + 1TB HDD'\n 'Operating system:' 'Microsoft Windows 10 Home (64-bit)'\n\ \ 'Graphics & Video:'\n '17.3 inch diagonal Full HD (1920 x 1080) IPS, anti-glare,\ \ 300 nits, (72% NTSC) Display Intel UHD Graphics Integrated'\n 'Key Features:'\n\ \ 'Bluetooth: Yes Optical Drive: Yes Webcam: Yes Backlit Keyboard: Yes Fingerprint\ \ Reader: No Multi-format SD media card reader: Yes Bang & Olufsen Audio: No'\n\ \ 'Ports :'\n '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'\n 'Additional Information:'\n\ \ 'Dimension: 16.33\" x 10.72\" x 0.96\" Weight: 5.44 lbs' 'Accessory:'\n '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.'\n 'Screen:' '15.6\" Edge-to-edge\ \ FHD touchscreen' 'Graphic:'\n 'AMD Radeon Graphics' 'Processor:'\n 'AMD Ryzen\ \ 7 5825U Processor,Up to Turbo Boost 4.5 GHz, 8 cores, 16 threads.'\n 'Memory:'\ \ 'Upgraded to 8GB DDR4 RAM' 'Storage:' 'Upgraded to 256GB SSD'\n 'OS:' 'Windows\ \ 11' 'WLAN:' 'Intel Wi-Fi 6' 'Item Weight:' '4.11lbs'\n 'Port:' '1x USB 3.2 Gen1\ \ Type C, 2x USB Type-A, 1x HDMI, 1x Card reader'\n '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.'\n 'Operating System:'\n\ \ '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.'\n\ \ 'Display:'\n '17.3\" HD+ Display, 1600 x 900 resolution boasts impressive color\ \ and clarity, Anti-Glare Energy-efficient LED Screen.'\n 'Processor:'\n '4th\ \ Generation AMD Ryzen 7 3700U Processor, Ultra-low-voltage platform. Quad-core,\ \ eight-way processing provides maximum high-efficiency power to go.'\n 'Memory\ \ RAM:'\n '20GB DDR4 RAM, Plenty of high-bandwidth RAM to smoothly run your games\ \ as well as multiple programs.'\n 'Storage Drive:'\n '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.'\n 'Graphics:'\n\ \ 'AMD Radeon Vega 10 Graphics with shared video memory provide solid image quality\ \ for Internet use, movies, basic photo editing and casual gaming.'\n 'Keyboard:'\n\ \ 'Standard keyboard, Allows you to enjoy comfortable and accurate typing.'\n\ \ 'Audio:'\n 'Stereo speakers deliver breathtaking, three-dimensional audio that\ \ flows above and around you with depth and precision.'\n 'Webcam:'\n 'Front-Facing\ \ Camera makes it easy to video chat with family, friends or teleconference over\ \ popular applications.'\n 'Dimensions (WxDxH):' '16” x 10” x 0.8”' 'Ports:'\n\ \ '3x USB Type A Ports, 1x USB 3.0 Type C, 1x Headphone/Microphone, 1x HDMI, 1x\ \ Media Card Reader.'\n '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.'\n\ \ 'PRODUCT OVERVIEW:'\n '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.'\n 'KEY SPECIFICATIONS:' 'PC Type:' 'Traditional Business\ \ Laptop Computer'\n 'PC Series:' 'HP 17 inch laptop' 'Display:'\n '17.3 inch\\\ xa0diagonal\\xa0HD+ ( 1600 x 900 ) BrightView WLED Display'\n 'Processor:'\n '10th\ \ Gen Intel Quad-Core i5-1035G1 (>i7-8550U), 1.0GHz up to 3.6GHz, 6 MB Cache,\ \ 8 Threads'\n 'Memory:' '32GB DDR4' 'Storage:' '1TB SSD + 2TB HDD' 'Graphics:'\n\ \ 'Integrated Intel UHD Graphics' 'Communications:'\n 'Intel Wi-Fi 6 AX 201 (2x2)\ \ and Bluetooth 5 Combo' 'Camera:'\n 'TrueVision HD Webcam' 'Network interface:'\n\ \ 'Integrated 10/100/1000 GbE LAN' 'Operating system:' 'Windows 10'\n 'Ports &\ \ Slots:'\n '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'\n 'Battery:' '3-cell, 41 Wh Li-ion'\ \ 'Additional Information:'\n 'Dimensions: 16.3\" x 10.7\" x 1\" Approximate Weight:\ \ 5.4 lbs' 'Accessory:'\n '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:'\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']" - "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:'\n 'HP Chromebook x360' 'Display:'\n\ \ '14 inch HD (1366 x 768) Touchscreen SVA anti-glare micro-edge WLED-backlit\ \ Display'\n 'Processor:'\n 'Intel Dual-Core Celeron N4000 ( 1.1 GHz base clock,\ \ up to 2.6 GHz max boost clock, 4 MB cache, 2 Threads )'\n 'Memory:' '4GB DDR4'\ \ 'Storage:' '32GB eMMC + 256G SD Card' 'Graphics:'\n 'Intel UHD Graphics 600\ \ Integrated' 'Communications:' 'Bluetooth 5'\n 'Camera:' '720p HD Webcam' 'Audio:'\ \ 'Bang & Olufsen Audio' 'Speaker:'\n 'Dual speakers' 'Operating system:' 'Chrome\ \ OS' 'Ports & Slots:'\n '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'\n 'Additional\ \ Information:'\n 'Dimensions: 12.8\" x 8.9\" x 0.7\" Approximate Weight: 3.48\ \ lbs'\n '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'\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']" pipeline_tag: sentence-similarity library_name: sentence-transformers --- # SentenceTransformer based on sentence-transformers/all-mpnet-base-v2 This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. ## Model Details ### Model Description - **Model Type:** Sentence Transformer - **Base model:** [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) - **Maximum Sequence Length:** 128 tokens - **Output Dimensionality:** 768 tokens - **Similarity Function:** Cosine Similarity ### Model Sources - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) - **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) ### Full Model Architecture ``` SentenceTransformer( (0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: MPNetModel (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) ) ``` ## Usage ### Direct Usage (Sentence Transformers) First install the Sentence Transformers library: ```bash pip install -U sentence-transformers ``` Then you can load this model and run inference. ```python from sentence_transformers import SentenceTransformer # Download from the 🤗 Hub model = SentenceTransformer("knguyennguyen/mpnet_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 | | | * 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](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters: ```json { "scale": 20.0, "similarity_fct": "cos_sim" } ``` ### Training Hyperparameters #### Non-Default Hyperparameters - `per_device_train_batch_size`: 128 - `per_device_eval_batch_size`: 128 - `num_train_epochs`: 5 - `multi_dataset_batch_sampler`: round_robin #### All Hyperparameters
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 ```bibtex @inproceedings{reimers-2019-sentence-bert, title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", author = "Reimers, Nils and Gurevych, Iryna", booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", month = "11", year = "2019", publisher = "Association for Computational Linguistics", url = "https://arxiv.org/abs/1908.10084", } ``` #### MultipleNegativesRankingLoss ```bibtex @misc{henderson2017efficient, title={Efficient Natural Language Response Suggestion for Smart Reply}, author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil}, year={2017}, eprint={1705.00652}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```