--- 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: n/a. laptop with a large display, modern processing unit, ample memory, and solid-state storage. sentences: - 'Title: Lenovo ThinkBook 15 IIL Core i5-1035G1 8GB 256GB SSD 15.6-inch 1080p Backlit Keyboard Windows 10 Pro Laptop (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 2021 Envy 15 x360 Premium 2 in 1 Laptop I 15.6\" FHD IPS Touchscreen\ \ I AMD 6-Core Ryzen 5 4500U (>i7-10710U) I 16GB DDR4 512GB SSD Fingerprint Backlit\ \ USB-C Win10 + 32GB MicroSD 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 'With the powerful Hexa-core AMD Ryzen 5 processor with\ \ AMD Radeon graphics, a long-lasting battery life, PCIe NVMe of Solid State Drive\ \ storage and HP Command Center, your creative possibilities are endless'\n 'KEY\ \ SPECIFICATIONS:' 'PC Type:' '2 in 1 Laptop Computer' 'PC Series:'\n 'HP ENVY\ \ 15 x360' 'Processor:'\n 'AMD 6-Core Ryzen 5 4500U (Base Clock 2.3GHz, Max Boost\ \ Clock Up to 4.0GHz, 8MB L3 Cache, 6 Threads)'\n 'Memory:' '16GB DDR4' 'Storage:'\ \ '512GB SSD' 'Graphics:'\n 'Integrated AMD Radeon Graphics' 'Display:'\n '15.6\"\ \ Diagonal FHD (1920 x 1080) IPS Touchscreen display'\n 'Communications:' 'Wifi6\ \ (802.11ax 2x2), Bluetooth 5.0' 'Camera:'\n 'HP Wide Vision HD Camera with camera\ \ shutter' 'Keyboard:'\n 'Backlit Keyboard' 'Fingerprint Reader:' 'Built in Fingerprint\ \ Reader'\n 'Audio:' 'Audio by Bang & Olufsen' 'Operating system:'\n 'Windows\ \ 10 Home (64bit)' 'Ports & Slots:'\n '1 x USB-C (USB Power Delivery, DisplayPort\ \ 1.4, HP Sleep and Charge), 2 x USB-A 5Gbps signaling rate(one with HP Sleep\ \ and Charge), 1 x HDMI 2.0, 1 x RJ45 Ethernet, 1 x headphone/microphone combo,\ \ 1 x Multi-format SD media card reader'\n 'Battery :' '4-cell 55Wh, Up to 14\ \ hours of battery life'\n 'Additional Information:'\n 'Dimensions: 14.13\" x\ \ 9.68\" x 0.67\" Approximate Weight: 4.5 lbs'\n 'Accessory:' 'Delca 32GB MicroSD\ \ Card']" - "Title: Lenovo Yoga 6 13.3\" FHD IPS Touch Screen 300 nits Premium Laptop | AMD\ \ Ryzen 7 4700U Processor | 8GB RAM | 512GB SSD | Backlit Keyboard | Fingerprint\ \ | Windows 10 | with HDMI Cable Bundle Descripion: ['PRODUCT OVERVIEW'\n 'This\ \ computer is sold with 8GB RAM and 512GB SSD configuration.This computer is listed\ \ above with no modifications, and the item will be unopened, in its original\ \ manufacturer box and untested. The Yoga 6 2 in 1 laptop features a fabric-wrapped\ \ cover in unique Abyss Blue. Treated with a stain-resistant finish, this versatile\ \ 2 in 1 features subtly rounded edges designed to feel comfortable in your hands,\ \ and a 360-degree hinge engineered to provide stability as you transition from\ \ tablet to laptop mode and back.Though the Yoga 6 sports a compact 13.3 inch\ \ display, it brings big FHD visuals with razor-thin borders that give you as\ \ much screen space as possible with a dazzling spectrum of color. Whether you’re\ \ watching the latest movie or doing some casual gaming, see it all in extraordinarily\ \ smooth detail with built-in AMD Radeon graphics. Plus, enjoy powerfully immersive\ \ audio with Dolby Atmos -optimized stereo speakers.'\n 'Key Specifications:'\ \ 'Screen Size (inches):' '13.3' 'Screen Resolution:'\n '1920 x 1080 (Full HD)'\ \ 'Touch Screen:' 'Yes' '2-in-1 Design:' 'Yes'\n 'Processor (CPU):'\n 'AMD Ryzen\ \ 7 4700U Processor (2.00 GHz, up to 4.10 GHz Max Boost, 8 Cores, 8 Threads, 8\ \ MB Cache)'\n 'System Memory (RAM):' '8GB' 'Storage:' '512GB SSD' 'Graphics Type:'\n\ \ 'Integrated' 'Graphics:' 'AMD Radeon graphics' 'Operating System:'\n 'Windows\ \ 10 Home 64-bit' 'Ports:'\n '2 x USB-A 3.2 Gen 1, 1 x USB-C 3.2 Gen 1 (DisplayPort\ \ & power delivery), 1 x USB-C 3.2 Gen 1 (DisplayPort), 1 x Headphone / mic combo'\n\ \ 'Backlit Keyboard:' 'Yes' 'Fingerprint Reader:' 'Yes' 'Conectivity:'\n 'WiFi\ \ 6 802.11AX (2 x 2)&Bluetooth 5.0' 'Dimensions (inches):'\n '12.12 x 8.12 x 0.67\ \ inches' 'Weight (lbs):' '2.9 lbs' 'Color:'\n 'Abyss Blue']" - source_sentence: a touchscreen laptop for professional use. laptop with a touchscreen display, upgraded memory and storage, and a lightweight aluminum body. sentences: - "Title: 2021 HP Pavilion 15.6inch FHD Touchscreen Laptop 8-Core AMD Ryzen 5700U\ \ 32GB DDR4 1TB NVMe SSD Radeon Graphics HDMI Webcam Bluetooth Backlit Keyboard\ \ Windows 10 Pro w/ USB Natural Silver 15-EH1075CL Descripion: ['Disclaimer: We\ \ sell computers with customized configurations. The factory box may be opened\ \ to install the upgrades to achieve the specifications as advertised. The modified\ \ product is professionally tested and resealed.'\n ';' 'PC Series: ;' 'HP Pavilion\ \ ;15.6 inch FHD Touchscreen Laptop'\n 'Display:'\n '15.6\" diagonal Touchscreen\ \ FHD (1920 x 1080) IPS micro-edge BrightView 250 nits 45% NTSC'\n 'Processor:\ \ ;'\n 'AMD Ryzen™ 7 5700U (up to 4.3 GHz max boost clock, 8 MB L3 cache, 8 cores)'\n\ \ 'Memory: Upgraded to' '32GB ;DDR4' 'Storage: Upgraded to'\n '1TB PCIe m.2 SSD'\ \ 'Touchscreen' ': Yes' 'Keyboard:'\n ';Backlit Full size keyboard with Numpad'\ \ 'Graphics: ; ;'\n 'AMD Radeon™ Graphics' 'Communications:'\n 'Intel® Wi-Fi 6\ \ AX200 (2x2) and Bluetooth® 5 combo' 'Camera: ;'\n 'HP Wide Vision 720p HD camera\ \ with integrated dual array digital microphones'\n 'Operating system: ;' ';Upgraded\ \ to Windows 10 ;Professional ;'\n 'Ports & Slots:'\n '2 x SuperSpeed USB Type-A\ \ 5Gbps signaling rate; 1 x USB 3.2 Gen 1 Type-C; 1 x HDMI 2.0; 1 x micro SD media\ \ card reader; 1 x AC smart pin; 1 x headphone/microphone combo'\n 'Battery:'\ \ '3-cell, 41Wh Li-ion' 'Size:' '14.18\" x 9.21\" x 0.70\" in'\n 'Weight:' '3.86\ \ lbs' 'Color:'\n 'Natural silver ;aluminum with a sandblasted finish ;']" - "Title: HP 17t by 11th Gen Home and Business Laptop (Intel i7-1165G7 4-Core, 8GB\ \ RAM, 1TB HDD + 16GB Optane, Intel Iris Xe, 17.3\" HD+ (1600x900), WiFi, Bluetooth,\ \ Webcam, 2xUSB 3.1, Win 10 Home) with Hub Descripion: ['GreatPriceTech sell computers\ \ with custom/upgraded configurations to enhance system performance. If the computer\ \ has modifications as listed above, then the manufacturer box was opened by our\ \ highly skilled technicians for testing and inspection and to install the upgrades\ \ according to the specifications as advertised. Both the computers and components\ \ are brand new for the upgraded system.'\n 'Processor: Intel Core i7-1165G7 2.80GHz\ \ Processor (11th Gen, upto 4.7 GHz, 12MB Cache, 4-Cores)'\n 'Processor:'\n 'Intel\ \ Core i7-1165G7 2.80GHz Processor (11th Gen, upto 4.7 GHz, 12MB Cache, 4-Cores)'\n\ \ 'Storage: 1TB HDD (Hard Disk Drive)+16GB Optane' 'Storage:'\n '1TB HDD (Hard\ \ Disk Drive)+16GB Optane' 'Memory: 8GB DDR4 SO-DIMM'\n 'Memory:' '8GB DDR4 SO-DIMM'\n\ \ 'Graphics: Intel Iris Xe Integrated Graphics,' 'Graphics:'\n 'Intel Iris Xe\ \ Integrated Graphics,'\n 'Operating System: Windows 10 Home-64 Operating System'\n\ \ 'Operating System:' 'Windows 10 Home-64 Operating System'\n 'Connectivity: 802.11ac\ \ Wifi, Bluetooth 5.0, Ethernet LAN (RJ-45)'\n 'Connectivity:' '802.11ac Wifi,\ \ Bluetooth 5.0, Ethernet LAN (RJ-45)'\n 'Camera: 720p HD Webcam' 'Camera:' '720p\ \ HD Webcam' 'Input/Output:,'\n 'Input/Output:' ',' 'Display: 17.3\" HD+ (1600x900)\ \ 60Hz 16:9 Display,'\n 'Display:' '17.3\" HD+ (1600x900) 60Hz 16:9 Display,'\n\ \ 'Ports/Slots: 2 USB 3.1 Gen1, 1 USB 2.0, 1 HDMI, SD Card Reader, Optical Drive,\ \ Headphone/Microphone Combo Jack'\n 'Ports/Slots:'\n '2 USB 3.1 Gen1, 1 USB 2.0,\ \ 1 HDMI, SD Card Reader, Optical Drive, Headphone/Microphone Combo Jack'\n 'Battery:\ \ 45W Power Supply, 3-Prong, 3-Cell 41 WHr Battery' 'Battery:'\n '45W Power Supply,\ \ 3-Prong, 3-Cell 41 WHr Battery'\n 'Model: HP 17t BY 11th Gen' 'Model:' 'HP 17t\ \ BY 11th Gen'\n 'Color: Snow White' 'Color:' 'Snow White'\n 'Form/Style: Standard;\ \ Snow White' 'Form/Style:' 'Standard; Snow White'\n 'Product Dimensions (WxLxH):\ \ 16.33 IN x 10.72 IN x 0.96 IN. Weight: 5.25lb'\n 'Product Dimensions (WxLxH):\ \ 16.33 IN x 10.72 IN x 0.96 IN.' 'Weight:'\n '5.25lb'\n '1 Year Manufacturer\ \ warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)'\n\ \ '1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by\ \ GreatPriceTech)']" - "Title: HP 2023 Pavilion 15 Business Laptop, 15.6\" FHD Computer, 12th Gen Intel\ \ 10 Cores i7-1255U, 16GB DDR4 RAM, 1TB PCIe SSD, WiFi 6, Bluetooth 5.2, Backlit\ \ Keyboard, Windows 11 Pro, BROAG HDMI Cable Descripion: ['Processor & Memory'\n\ \ '12th Gen Intel Core i7-1255U Processor @ 2.10GHz (10 Cores, 12 Threads, 12M\ \ Cache, up to 4.70 GHz).'\n '16GB DDR4-3200 SDRAM' 'Drives' '1TB PCIe NVMe M.2\ \ SSD'\n 'Operating System' 'Windows 11 Professional (64-bit)' 'Communications'\n\ \ 'Intel Wi-Fi 6 (2x2/160) Gig+ and Bluetooth 5.2'\n 'HP Wide Vision 720p HD Webcam\ \ with Integrated Dual Array Digital Microphones'\n 'Graphics & Video'\n '15.6\"\ \ diagonal, FHD (1920 x 1080), IPS, micro-edge, anti-glare, 250 nits Display'\n\ \ 'Intel Iris Xᵉ Graphics' 'Audio' 'B&O Audio with Dual Speakers'\n 'Keyboard'\ \ 'Full-size, Backlit keyboard with numeric keypad'\n 'HP Imagepad with multi-touch\ \ gesture support' 'Ports & Slots'\n '1x SuperSpeed USB Type C (with Power & Display\ \ Port)'\n '2x SuperSpeed USB Type A' '1x HDMI 2.0' 'Power Supply'\n '3-cell 41\ \ Wh Li-ion Battery' 'Power supply type'\n '45 W Smart AC power adapter' 'Additional\ \ Information'\n 'Dimensions: 14.18\" W x 9.21\" L x 0.70\" H' 'Weight: 3.86lbs']" - source_sentence: business laptop with a compact design, high-resolution display, and integrated security features. sentences: - "Title: Lenovo Latest ThinkPad T14S Gen 2 Slim Business Laptop 14\" FHD IPS(1920x1080),\ \ AMD Ryzen 7 PRO 5850U,16GB RAM,512G NVMe SSD, Backlit KYB, Fingerprint, Windows\ \ 10Pro |TD 32G USB Descripion: ['The listing 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 'Processor : AMD Ryzen 7 Pro 5850U Processor\ \ (1.90 GHz, up to 4.40 GHz Max Boost, 8 Cores, 16 Threads, 16 MB Cache)'\n 'Operating\ \ System : Windows 10 Pro 64'\n 'Graphics : Integrated AMD Radeon Graphics'\n\ \ 'Memory : 16 GB LPDDR4X 4266MHz (Soldered)' 'Storage : 512 GB PCIe SSD'\n 'Display\ \ : 14.0\" FHD (1920 x 1080) IPS, anti-glare, 400 nits'\n 'Camera : 720p HD' 'Fingerprint\ \ Reader : Fingerprint Reader'\n 'Keyboard : Backlit - US English'\n 'WLAN : 802.11AX\ \ (2 x 2) & Bluetooth 5.2'\n 'WeightStarting at 2.83 lbs (1.28 kg)' 'Dimensions\ \ (H x W x D'\n '16.81mm x 327.5mm x 224.4mm x / 0.66\" x 12.89\" x 8.90\" x 8.83\"\ '\n 'Color:Black' 'Ports / Slots:'\n '2 x USB-C Thunderbolt 4 (DisplayPort, Power\ \ Delivery and Data Transfer)'\n '2 x USB-A 3.2 Gen 1' 'Headphone / mic combo'\ \ 'HDMI 2.0'\n 'Network extension for Ethernet/side mechanical docking' 'Keyboard:'\n\ \ 'Spill-resistantWider TouchPad (115mm x 61mm / 4.53” x 2.40”)'\n 'Backlight\ \ with white LED lighting' 'Call-control keys (F9-F11)']" - "Title: HP OMEN 17 Premium Gaming Laptop PC, 17.3\" FHD 144Hz IPS Display, Intel\ \ Core i7-10750H, RTX 2070 8GB, 32GB DDR4 RAM, 1TB SSD, Webcam, RGB Backlit Keyboard,\ \ WiFi 6, Win 10 Home Descripion: ['Key Features and Benefits:' 'CPU:'\n '10th\ \ Generation Intel Core i7-10750H Processor (6 Cores, 12 Threads, 12MB Cache,\ \ Base 2.6GHz up to 5GHz Max Turbo Frequency)'\n 'Memory:' '32GB DDR4 SDRAM' 'Hard\ \ Drive:'\n '1TB PCIe NVMe M.2 Solid State Drive' 'Operating System:'\n 'Windows\ \ 10 Home 64-bit' 'Display:'\n '17.3-inch diagonal FHD, 144Hz IPS, WLED-backlit,\ \ Anti-glare, edge-to-edge Display (1920 x 1080)'\n 'Touchscreen:' 'No' 'Screen\ \ Resolution:' '1920 x 1080'\n 'Backlit Keyboard:' 'Yes' 'Ports:'\n '1 x Thunderbolt\ \ 3 with SuperSpeed USB Type-C; 2 x SuperSpeed USB 3.1 Type-A; 1 x HDMI 2.0a,\ \ 1 x mini DP, 1 x RJ-45, 1 x Headphone/Mic Combo Jack; 1 x Media card reader;\ \ 1 x Power Jack'\n 'Graphics:' 'GeForce RTX 2070 with 8GB dedicated graphics\ \ memory'\n 'Audio:' 'B&O Audio with dual speakers' 'Wireless Connectivity:'\n\ \ 'WiFi 6 AX201 and Bluetooth 5.0 combo' 'Camera:'\n 'HP Wide Vision HD Camera\ \ with integrated dual array digital microphone'\n 'Battery:' '4-cell, 70Wh Lithium-ion\ \ Battery (Integrated)' 'Bluetooth:'\n 'Yes' 'Dimensions:' 'Height: 1.18\", Width:\ \ 11.22\", Length: 15.94\"'\n 'WHeight:' '7.12 lbs' 'Color:' 'Shadow Black']" - "Title: 2022 MSI GE76 Raider Gaming Laptop | 17.3\" 144 Hz FHD | 8-Core Intel\ \ i7-11800H | 64GB DDR4 2TB NVMe SSD | NVIDIA GeForce RTX3060 6GB | WiFi 6E |\ \ HDMI | Thunberbolt4 | Backlit | DTS | Windows 11 Pro Descripion: ['Disclaimer:\ \ Vine Express specializes in computers with customized configurations. The factory\ \ box may be opened to install the upgrades to achieve the specifications as advertised.\ \ The modified product is professionally tested and resealed.'\n 'PC Series:'\ \ 'MSI GE76 Raider 17.3 inch FHD Gaming Laptop' 'Display:'\n '17.3\" diagonal,\ \ FHD (1920 x 1080), 144 Hz, IPS Level, Thin Bezel, 45% NTSC'\n 'Processor:'\n\ \ 'Intel Core i7-11800H (up to 4.6 GHz with Intel® Turbo Boost Technology, 24\ \ MB Smart cache, 8 cores, 16 threads)'\n 'Memory:' 'Upgraded to 64GB DDR4' 'Storage:'\n\ \ 'Upgraded to 2TB PCIe m.2 SSD' 'Keyboard:'\n 'Full-size, Steel Series per-Key\ \ RGB with Anti-Ghost key (102 Key).'\n 'Graphics:' 'NVIDIA GeForce RTX 3060 (6\ \ GB GDDR6 dedicated)'\n 'Communications:'\n 'Intel WiFi 6E AX210 (2x2) and Bluetooth\ \ 5.2 combo (Supporting Gigabit file transfer speeds), Killer Gaming Network E3100\ \ (10/100/1000 mbps) Ethernet LAN'\n 'Camera:'\n 'MSI 720p HD camera with integrated\ \ dual array digital microphones'\n 'Operating system:' 'Upgraded to Windows 11\ \ Professional'\n 'Ports & Slots:'\n '1x USB 4 with Thunderbolt 4 (40Gbps); 1x\ \ USB 3.2 Type-C; 4x SuperSpeed USB 3.2 Type-A (5Gbps); 1x HDMI; 1x Mini Displayport;\ \ 1x SD media card reader; 1x RJ-45 LAN'\n 'Sound:'\n 'Nahimic 3 / Hi-Res Audio,\ \ 2 x Dynaudio 2W Speaker + 2 x 1W Woofers'\n 'Battery' ': 4-cell, 99.9Wh Li-ion,\ \ 240W AC Power adatper' 'Size'\n ': 15.63 x 10.57 x 1.08 in' 'Weight:' '6.39\ \ lbs' 'Color:'\n 'Titanium Blue cover and keyboard frame' 'Bundle:'\n 'Free Vine\ \ Express 32GB USB Drive included.']" - source_sentence: laptop with a 15.6-inch touchscreen display, lightweight design, and multiple connectivity options. intended for professionals and students. sentences: - 'Title: HP 2021 17.3" HD+ Touchscreen Laptop Computer, 10th Gen Intel Core i5-1035G1, 32GB RAM, 2TB PCIe SSD, Full-Size KB, HD Audio, HD Webcam, Intel UHD Graphics, Win 10, Silver, 32GB SnowBell USB Card Descripion: [''hp laptop'']' - "Title: HP 2020 15 Laptop Notebook 15.6\" HD Touchscreen, Intel Quad-Core i5-1035G1,\ \ 12GB DDR4 RAM 512GB PCIe SSD, Webcam, WiFi Bluetooth, USB Type-C, HDMI, Windows\ \ 10 Home, Online Class Ready Descripion: ['Key Features and Benefits:' 'CPU:'\n\ \ '10th Generation Intel Core i5-1035G1 Processor (4 Cores, 8 Threads, 6MB Cache,\ \ Base 1.0GHz up to 3.60GHz Max Turbo Frequency)'\n 'Memory:' '12GB DDR4 SDRAM'\ \ 'Hard Drive:'\n '512GB M.2 PCIe NVMe Solid State Drive' 'Operating System:'\n\ \ 'Windows 10 Home 64-bit' 'Display:'\n '15.6\" Diagonal HD SVA BrightView micro-edge\ \ WLED-backlit touch screen (1366 x 768)'\n 'Touchscreen:' 'Yes' 'Screen Resolution:'\ \ '1366 x 768'\n 'Backlit Keyboard:' 'No' 'Ports:'\n '1 x USB 3.1 Gen 1 Type-C;\ \ 2 x USB 3.1 Gen 1 Type-A; 1 x HDMI; 1 x Headphone/Microphone Combo Jack; 1 x\ \ Media Card Reader; 1 x Power Jack'\n 'Graphics:' 'Intel UHD Graphics with shared\ \ graphics memory' 'Audio:'\n 'HD Audio with Stereo Speakers' 'Wireless Connectivity:'\n\ \ '802.11b/g/n/ac (1x1) and Bluetooth 4.2 combo' 'Camera:'\n 'HP TrueVision HD\ \ Camera with integrated dual array digital microphone'\n 'Battery:' '3-cell,\ \ 41Wh Lithium-ion prismatic Battery (Integrated)'\n 'Bluetooth:' 'Yes' 'Dimensions:'\n\ \ 'Height: 0.71\", Width: 14.11\", Depth: 9.53\"' 'WHeight:' '3.75 lbs'\n 'Color:'\ \ 'Natural Silver']" - "Title: HP 15 15.6\" FHD Touchscreen Laptop Computer for Home, Octa-Core AMD Ryzen\ \ 7 4700U (Beats i7-10710U), 8GB RAM, 1TB PCIe SSD, Numeric Keypad, Wi-Fi, BT\ \ 4.2, HDMI, USB, Windows 10 in S Mode, w/Battery Descripion: ['Lanbertant sells\ \ computers with upgraded configurations. The manufacturer box maybe 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\ \ 'Brand:' 'HP' 'Screen Size:' '15.6 inches' 'Screen Resolution:'\n '1920 x 1080\ \ (Full HD)' 'Touch Screen:' 'Yes' 'Graphic:'\n 'Integrated AMD Radeon Graphics'\ \ 'Processor:' 'AMD Ryzen 7 4700U'\n 'Processor Cores:' 'Octa-Core' 'Processor\ \ Speed (Base):'\n '2.0 GHz base clock, up to 4.1 GHz max boost clock'\n 'System\ \ Memory (RAM):' '8GB DDR4-2666 SDRAM' 'Total Storage Capacity:'\n 'Upgraded 1TB\ \ PCIe NVMe SSD' 'Keyboard:'\n 'Full-size, natural silver keyboard with numeric\ \ keypad'\n 'Backlit Keyboard:' 'No' 'Built-in Microphone:' 'Yes' 'Built-in Webcam:'\n\ \ 'Yes' 'Wireless Connectivity:'\n 'Realtek RTL8821CE 802.11a/b/g/n/ac (1x1) Wi-Fi\ \ and Bluetooth 4.2 combo'\n 'Ports:'\n '1x SuperSpeed USB Type-C 5Gbps signaling\ \ rate; 2x SuperSpeed USB Type-A 5Gbps signaling rate; 1x HDMI 1.4b; 1x AC smart\ \ pin; 1x headphone/microphone combo; 1x multi-format SD media card reader'\n\ \ 'Operating System:' 'Windows 10 Home in S Mode' 'Battery Life (up to) :'\n '9\ \ Hours' 'Battery Type:' 'Lithium-ion Polymer' 'Color:' 'Natural Silver'\n 'Dimensions:'\ \ '14.11\" x 9.5\" x 0.78\"' 'Weight:' '3.75 pounds' 'Bundle:'\n 'Lanbertent Rechargeable\ \ Battery.The batteries and charger set is a cost-effective choice for you to\ \ charge the other two while using two batteries uninterruptedly for wireless\ \ mouse or keyboard.']" - source_sentence: laptop with a large display, integrated graphics, and multiple connectivity options, featuring a sleek design and lightweight build. intended for general use. sentences: - "Title: Lenovo ThinkPad E14 14\" FHD Business Laptop Computer, Intel Quad-Core\ \ i5 10210U Up to 4.2GHz (Beats i7-7500U), 8GB DDR4 RAM, 128GB SSD + 1TB HDD,\ \ AC WiFi, BT 5.0, Windows 10 Pro, 64GB USB Flash Drive Descripion: ['iPuzzle\ \ 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. Through our\ \ in-depth inspection and testing, and defects can be significantly reduced.'\n\ \ 'Processor' 'Intel Core i5-10210U (4C / 8T, 1.6 / 4.2GHz, 6MB)'\n 'Graphics'\ \ 'Intel UHD Graphics' 'Memory' '8GB DDR4-2666' 'Storage'\n '128GB M.2 SSD + 1TB\ \ HDD 5400rpm 2.5\"' 'Display'\n '14\" FHD (1920x1080) IPS 250nits Anti-glare'\ \ 'Ethernet' '100/1000M'\n 'WLAN + Bluetooth' 'RTL8822CE 11ac, 2x2 + BT5.0' 'Ports'\n\ \ '1x USB-C 3.1 Gen 1 (support data transfer, Power Delivery and DisplayPort)'\n\ \ '1x USB 3.1 Gen 1 (Always On)' '1x HDMI 1.4b'\n '1x headphone / microphone combo\ \ jack (3.5mm)' '1x USB 2.0'\n '1x Ethernet (RJ-45)' '1x USB 3.1 Gen 1' 'Audio\ \ Chip'\n 'High Definition (HD) Audio, Synaptic CX11880 codec' 'Speakers'\n 'Stereo\ \ speakers, 2W x2, Dolby Advanced Audio' 'Camera'\n '720p with ThinkShutter' 'Microphone'\ \ '2x, Array' 'Battery' '45Wh'\n 'Power Adapter' '65W USB-C' 'Keyboard' 'Non-backlit,\ \ English' 'Color'\n 'Black' 'Dimensions(WxDxH)' '12.8 x 9.13 x 0.74 in' 'Weight'\ \ '3.73 lbs'\n 'Operating System' 'Windows 10 Pro 64, English']" - 'Title: HP Flagship Pavilion X360 11 2-in-1 Laptop 11.6In HD IPS Touchscreen Intel Quad-Core Pentium Silver N5030 4GB RAM 128GB SSD USB-C HDMI B&O Office365 Win10 + Pen, HP Pavilion X360, 4GB RAM 128GB SSD Descripion: [''PRODUCT OVERVIEW: Be free to create, share, and connect in more ways on a powerful convertible laptop designed to move with you. Streaming, chatting, and getting things done is way more fun when you find your perfect position. Flex, bend and flip from anywhere with a 360degree hinge and longlasting battery life. Product Details: Microprocessor: Intel QuadCore Pentium Silver N5030 (Base Clock 1.1GHz, Max Boost Clock Up to 3.1GHz, 4MB SmartCache, 4 Threads) Memory: 4GB RAM Storage: 128GB SSD Operating system: Microsoft Windows 10 Home in S mode Graphics & Video: Integrated Intel UHD Graphics 605 11.6” HD (1366 x 768) IPS Touchscreen Key Features: WiFi: Yes Bluetooth: Yes Backlit Keyboard: No Fingerprint: No Optical Drive: No Camera: Yes MicroSD media card reader: Yes Bang & Olufsen Audio: Yes Ports : 2 x USBA 3.1 (Data Transfer Only), 1 x USBC 3.1 (Data Transfer Only, 5 Gb/s signaling rate), 1 x HDMI, 1 x Headphone/microphone, 1 x MicroSD media card reader Battery : 2cell 37Wh Additional Information: Dimension: 11.02inches x 7.68inches x 0.67inches Weight: 2.66 lbs Accessory: Pen'']' - "Title: HP Envy 17t CG 17.3\" Touch FHD Laptop (Intel i7-1195G7 4-Core, 32GB RAM,\ \ 1TB PCIe SSD + 2TB HDD, Intel Iris Xe, 1920x1080, Backlit KB, FP Reader, WiFi\ \ 6, Win11H) w/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.'\n 'Processor: Intel\ \ Core i7-1195G7 2.80GHz Processor (11th Gen, upto 5 GHz, 12MB Cache, 4-Cores)'\n\ \ 'Processor:'\n 'Intel Core i7-1195G7 2.80GHz Processor (11th Gen, upto 5 GHz,\ \ 12MB Cache, 4-Cores)'\n 'Storage: 1TB PCIe SSD (Solid State Drive) + 2TB HDD\ \ (Hard Disk Drive)'\n 'Storage:' '1TB PCIe SSD (Solid State Drive) + 2TB HDD\ \ (Hard Disk Drive)'\n 'Memory: 32GB DDR4 SO-DIMM' 'Memory:' '32GB DDR4 SO-DIMM'\n\ \ 'Graphics: Intel Iris Xe Integrated Graphics,' 'Graphics:'\n 'Intel Iris Xe\ \ Integrated Graphics,'\n 'Operating System: Windows 11 Home-64' 'Operating System:'\n\ \ 'Windows 11 Home-64' 'Connectivity: Wi-Fi 6 AX201 Wifi, Bluetooth 5.0,'\n 'Connectivity:'\ \ 'Wi-Fi 6 AX201 Wifi, Bluetooth 5.0,'\n 'Camera: 720p HD Webcam' 'Camera:' '720p\ \ HD Webcam'\n 'Input/Output: ,, Backlit Keyboard,' 'Input/Output:'\n ',, Backlit\ \ Keyboard,'\n 'Display: 17.3\" Full HD (1920x1080) 60Hz 16:9 Display' 'Display:'\n\ \ '17.3\" Full HD (1920x1080) 60Hz 16:9 Display'\n 'Ports/Slots:, 2 USB 3.2 Gen1,\ \ 1 USB 2.0, 1 HDMI, Thunderbolt 3 (Type-C), SD Card Reader, No Optical Drive,\ \ Headphone/Microphone Combo Jack'\n 'Ports/Slots:'\n ', 2 USB 3.2 Gen1, 1 USB\ \ 2.0, 1 HDMI, Thunderbolt 3 (Type-C), SD Card Reader, No Optical Drive, Headphone/Microphone\ \ Combo Jack'\n 'Battery: 65W Power Supply, 4-Cell 55 WHr Battery' 'Battery:'\n\ \ '65W Power Supply, 4-Cell 55 WHr Battery' 'Color: Natural Silver'\n 'Color:'\ \ 'Natural Silver' 'Form/Style: Standard' 'Form/Style:' 'Standard'\n 'Product\ \ Dimensions (WxLxH): 15.7 IN x 10.2 IN x 0.76 IN. Weight: 5.8lb'\n 'Product\ \ Dimensions (WxLxH): 15.7 IN x 10.2 IN x 0.76 IN.' 'Weight:'\n '5.8lb'\n '1 Year\ \ Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)'\n\ \ '1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by\ \ GreatPriceTech)']" 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:** 256 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': 256, '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_adjustedv2") # Run inference sentences = [ 'laptop with a large display, integrated graphics, and multiple connectivity options, featuring a sleek design and lightweight build. intended for general use.', 'Title: HP Envy 17t CG 17.3" Touch FHD Laptop (Intel i7-1195G7 4-Core, 32GB RAM, 1TB PCIe SSD + 2TB HDD, Intel Iris Xe, 1920x1080, Backlit KB, FP Reader, WiFi 6, Win11H) w/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.\'\n \'Processor: Intel Core i7-1195G7 2.80GHz Processor (11th Gen, upto 5 GHz, 12MB Cache, 4-Cores)\'\n \'Processor:\'\n \'Intel Core i7-1195G7 2.80GHz Processor (11th Gen, upto 5 GHz, 12MB Cache, 4-Cores)\'\n \'Storage: 1TB PCIe SSD (Solid State Drive) + 2TB HDD (Hard Disk Drive)\'\n \'Storage:\' \'1TB PCIe SSD (Solid State Drive) + 2TB HDD (Hard Disk Drive)\'\n \'Memory: 32GB DDR4 SO-DIMM\' \'Memory:\' \'32GB DDR4 SO-DIMM\'\n \'Graphics: Intel Iris Xe Integrated Graphics,\' \'Graphics:\'\n \'Intel Iris Xe Integrated Graphics,\'\n \'Operating System: Windows 11 Home-64\' \'Operating System:\'\n \'Windows 11 Home-64\' \'Connectivity: Wi-Fi 6 AX201 Wifi, Bluetooth 5.0,\'\n \'Connectivity:\' \'Wi-Fi 6 AX201 Wifi, Bluetooth 5.0,\'\n \'Camera: 720p HD Webcam\' \'Camera:\' \'720p HD Webcam\'\n \'Input/Output: ,, Backlit Keyboard,\' \'Input/Output:\'\n \',, Backlit Keyboard,\'\n \'Display: 17.3" Full HD (1920x1080) 60Hz 16:9 Display\' \'Display:\'\n \'17.3" Full HD (1920x1080) 60Hz 16:9 Display\'\n \'Ports/Slots:, 2 USB 3.2 Gen1, 1 USB 2.0, 1 HDMI, Thunderbolt 3 (Type-C), SD Card Reader, No Optical Drive, Headphone/Microphone Combo Jack\'\n \'Ports/Slots:\'\n \', 2 USB 3.2 Gen1, 1 USB 2.0, 1 HDMI, Thunderbolt 3 (Type-C), SD Card Reader, No Optical Drive, Headphone/Microphone Combo Jack\'\n \'Battery: 65W Power Supply, 4-Cell 55 WHr Battery\' \'Battery:\'\n \'65W Power Supply, 4-Cell 55 WHr Battery\' \'Color: Natural Silver\'\n \'Color:\' \'Natural Silver\' \'Form/Style: Standard\' \'Form/Style:\' \'Standard\'\n \'Product Dimensions (WxLxH): 15.7 IN x 10.2 IN x 0.76 IN. Weight: 5.8lb\'\n \'Product Dimensions (WxLxH): 15.7 IN x 10.2 IN x 0.76 IN.\' \'Weight:\'\n \'5.8lb\'\n \'1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)\'\n \'1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)\']', 'Title: Lenovo ThinkPad E14 14" FHD Business Laptop Computer, Intel Quad-Core i5 10210U Up to 4.2GHz (Beats i7-7500U), 8GB DDR4 RAM, 128GB SSD + 1TB HDD, AC WiFi, BT 5.0, Windows 10 Pro, 64GB USB Flash Drive Descripion: [\'iPuzzle 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. Through our in-depth inspection and testing, and defects can be significantly reduced.\'\n \'Processor\' \'Intel Core i5-10210U (4C / 8T, 1.6 / 4.2GHz, 6MB)\'\n \'Graphics\' \'Intel UHD Graphics\' \'Memory\' \'8GB DDR4-2666\' \'Storage\'\n \'128GB M.2 SSD + 1TB HDD 5400rpm 2.5"\' \'Display\'\n \'14" FHD (1920x1080) IPS 250nits Anti-glare\' \'Ethernet\' \'100/1000M\'\n \'WLAN + Bluetooth\' \'RTL8822CE 11ac, 2x2 + BT5.0\' \'Ports\'\n \'1x USB-C 3.1 Gen 1 (support data transfer, Power Delivery and DisplayPort)\'\n \'1x USB 3.1 Gen 1 (Always On)\' \'1x HDMI 1.4b\'\n \'1x headphone / microphone combo jack (3.5mm)\' \'1x USB 2.0\'\n \'1x Ethernet (RJ-45)\' \'1x USB 3.1 Gen 1\' \'Audio Chip\'\n \'High Definition (HD) Audio, Synaptic CX11880 codec\' \'Speakers\'\n \'Stereo speakers, 2W x2, Dolby Advanced Audio\' \'Camera\'\n \'720p with ThinkShutter\' \'Microphone\' \'2x, Array\' \'Battery\' \'45Wh\'\n \'Power Adapter\' \'65W USB-C\' \'Keyboard\' \'Non-backlit, English\' \'Color\'\n \'Black\' \'Dimensions(WxDxH)\' \'12.8 x 9.13 x 0.74 in\' \'Weight\' \'3.73 lbs\'\n \'Operating System\' \'Windows 10 Pro 64, English\']', ] 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 | |:----------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | a laptop for online classes and remote learning. laptop with a large display, integrated graphics, substantial memory, and ample storage capacity. | Title: Lenovo 2022 Newest IdeaPad 3 17 17.3" FHD Laptop Computer, Intel Quard-Core i7-1165G7, 20GB DDR4 RAM, 1TB PCIe SSD, WiFi 6, Bluetooth 5.1, Webcam, Arctic Grey, Windows 11, broag 64GB Flash Drive Descripion: ['Processor' 'Intel Core i7-1165G7 (4C / 8T, 2.8 / 4.7GHz, 12MB)'
'Graphics' 'Integrated Intel Iris Xe Graphics' 'Memory' '20GB DDR4'
'Storage' '1TB SSD M.2 PCIe NVMe' 'Display'
'17.3" FHD (1920x1080) IPS 300nits Anti-glare, 72% NTSC' 'Ports & Slots'
'1x USB 2.0' '1x USB 3.2 Gen 1'
'1x USB-C 3.2 Gen 1 (support data transfer only)' '1x HDMI 1.4b'
'1x Card reader' '1x Headphone / microphone combo jack (3.5mm)'
'1x Power connector' 'WLAN + Bluetooth' 'Wi-Fi 6 11ax, 2x2 + BT5.1'
'Camera' '720p with Privacy Shutter' 'Microphone' '2x, Array' 'Speakers'
'Stereo speakers, 1.5W x2, Dolby Audio' 'Color' 'Arctic Grey' 'Keyboard'
'Non-backlit, English' 'Security Chip' 'Firmware TPM 2.0'
'Fingerprint Reader' 'Touch Style' 'Other Security'
'Camera privacy shutter' 'Battery' 'Integrated 45Wh' 'Power Adapter'
'65W Round Tip Wall-mount' 'Operating System' 'Windows 11 Home, English'
'Dimensions(WxDxH)' '15.71 x 10.79 x 0.78 inches' 'Weight' '4.63 lbs'] | | a laptop for high-speed multitasking and performance enhancement | Title: HP 2021 Newest 15.6" Pavilion Laptop with FHD & IPS Display (AMD Ryzen 5 5500U 6-Core, 16GB RAM, 2TB PCIe SSD, AMD Radeon, (1920x1080), FP Reader, WiFi, Webcam, Bluetooth, Win 10 Home) w/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: AMD Ryzen 5 5500U 2.1GHz Processor (5th Gen, upto 4 GHz, 8MB Cache, 6-Cores) Storage: 2TB PCIe SSD (Solid State Drive) Memory: 16GB DDR4 SO-DIMM Graphics: AMD Radeon Integrated Graphics, Operating System: Windows 10 Home-64 Connectivity: Wi-Fi 6 AX201 Wifi, Bluetooth 4.2, Camera: 720p HD Webcam Input/Output: Fingerprint Security System, Full-size Blue Keyboard, Display: 15.6'' Full HD (1920x1080) 60Hz 16:9 IPS Display Ports/Slots: 2 USB 3.1 Gen1, 1 HDMI, USB 3.1 Type-C Gen1, Micro SD Reader, Headphone/Microphone Combo Jack Battery: 45W Power Supply, 3-Cell 41 WHr Battery Color: Fog Blue Form/Style: Standard Product Dimensions (WxLxH): 9.1 IN x 14 IN x 0.5 IN. Weight: 4.1lb 1 Year Manufacturer warranty from GreatPriceTech (Professionally upgraded by GreatPriceTech)"] | | a laptop for multitasking and casual gaming | Title: HP Probook 450 15.6" HD Flagship Business Laptop Computer Intel Quad-Core i5-8265U(Up to 3.9GHz, Beat i7-7500U), 16GB DDR4 RAM, 128GB PCIe SSD, 1TB HDD, Webcam, USB-C, HDMI, Win10 Pro,w/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.'
'Product Name:' 'HP laptop' 'Operating System:' 'Windows 10 Pro (64-Bit)'
'Processor:'
'8th Generation Intel Core i5-8265U Processor @ 1.60GHz (4 Cores, 6M Cache, up to 3.90 GHz)'
'Memory:' '16GB DDR4' 'Graphics:' 'Intel UHD Graphics 620' 'Display:'
'15.6" 1366 x 768' 'Storage:' '1TB HDD; 128GB PCIe SSD' 'Optical Drive:'
'None' 'Ports:'
'2 x USB 3.1 Gen 1, 1 x USB 3.1 Type-C Gen 1 (Power delivery, DisplayPort), 1 x USB 2.0 (power port), 1 x HDMI, 1 x Headphone/Microphone Combo Jack'
'Audio:' 'Single digital microphone' 'Input Device:'
'720p HD webcam, SD, SDHC, SDXC' 'Communications:'
'Wi-Fi (802.11ac), Bluetooth 4.2' 'Battery:'
'HP Long Life 3-cell, 45 Wh Li-ion' 'AC Adapter:' '45-watt AC adapter'
'Dimensions:' '14.37" x 10.11" x 0.75"' 'Weight:' '4.41 lbs'] | * 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 - `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`: 3 - `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} } ```