--- tags: - sentence-transformers - sentence-similarity - feature-extraction - dense - generated_from_trainer - dataset_size:80860 - loss:CachedMultipleNegativesRankingLoss base_model: sentence-transformers/all-MiniLM-L6-v2 widget: - source_sentence: "title: \nAkedo Ultimate Arcade Warriors Starter Pack Legendary\ \ Kick Attack Mini Battling Action Figures Ready Fight Split Strike" sentences: - "description\nProduct Description\nYoung FBI agent Nicole Bonnet receives a mysterious\ \ package Inside she finds a complicated logical puzzle that appears to be a message\ \ from a serial killer This is just the beginning of an epic duel of minds between\ \ Nicole and the ruthless murderer who leaves playing cards by the bodies of his\ \ victims as signature Bonnet will have to use all her wits to solve the case\ \ and stop the murderer before he strikes again Does she have what it takes to\ \ understand the mind of a psychopath as complicated as his puzzles\nAmazoncom\n\ Art of Murder Cards of Destiny\nis a single player crimesolving actionadventure\ \ for PC Developed in the best traditions of classic police thrillers in it players\ \ match wits against the cunning of a ruthless serial killer with a macabre signature\ \ of leaving playing cards at the scene of his gruesome crimes An extra variable\ \ in this desperate pursuit is that the killer is not only aware of your pursuit\ \ but enjoys it making it just as dangerous for you as it is for any other potential\ \ victims caption fontfamily Verdana Helvetica neue Arial serif fontsize 10px\ \ fontweight bold fontstyle italic ulindent liststyle inside disc textindent\ \ 15px tablecallout fontfamily verdana fontsize 11px lineheight 1 3em tdvgoverview\ \ height 125px background 9DC4D8 urlhttpsimagesnasslimagesamazoncomimagesG01electronicsdetailpagecalloutbgpng\ \ repeatx borderleft 1px solid 999999 borderright 1px solid 999999 paddingleft\ \ 20px paddingright 20px paddingbottom 10px width 250px fontfamily verdana fontsize\ \ 12px \nClassic crimesolving gameplay\nView larger\n\nInteractive play abilities\n\ View larger\n\nFBI evidence analysis\nView larger\n\nStory\nA mysterious package\ \ begins an epic duel of minds between FBI agent Nicole Bonnet and a ruthless\ \ serial killer who leaves playing cards by the bodies of his victims as signature\ \ But far from a simple chase things get really serious when the ruthless murderer\ \ chooses the young agent as his toy in an ongoing game of life and death Does\ \ Nicole have what it takes to understand the mind of a psychopath that is as\ \ complicated as his puzzles If not the murders will continue and she may even\ \ end up as one of his trophies\nGameplay\nArt of Murder Cards of Destiny\nis\ \ a classic single player crimesolving actionadventure Players must collect and\ \ analyze pieces of evidence strewn throughout the various crime scenes found\ \ within the game Because the killer considers your pursuit of him a game he will\ \ try to communicate with you through these bits of evidence You must try to decode\ \ the meaning of the messages that he sends follow his trail gather all possible\ \ evidence and make sense of it all Remember even though you have the support\ \ of the whole FBI its your wits that matter here most In addition to evidence\ \ left by the killer players can also gather information from the gameplay area\ \ as well as from NPC non player characters Evidence as well as ingame items can\ \ be stored and recalled from the games easily accessible inventory system\nKey\ \ Game Features\nCrimesolving actionadventure PC gameplay suitable for teen through\ \ adult players\nCrimesolving actionadventure PC gameplay suitable for teen through\ \ adult players\nDark plot full of twists and turns\nDark plot full of twists\ \ and turns\nChallenging puzzles that require logical thinking\nChallenging puzzles\ \ that require logical thinking\nPieces of evidence that need to be found and\ \ analyzed\nPieces of evidence that need to be found and analyzed\nDetailed locations\ \ from various places in the United States\nDetailed locations from various places\ \ in the United States\nSystem Requirements\nMinimum\nOS Windows XP Vista Processor\ \ CPU 20 GHz Dual Core 16 Ghz RAM 512MB or more Disc Drive DVDROM drive Hard Drive\ \ 4GB or more Video Card Nvidia GeForce or ATI Radeon 64 MB RAM DirectX 9 compatible\ \ Sound Card Compatible with DirectX standard Input Device Mouse and keyboardDetailed\ \ locations from various places in the United States\nCrimesolving actionadventure\ \ PC gameplay suitable for teen through adult players\nDark plot full of twists\ \ and turns\nChallenging puzzles that require logical thinking\nPieces of evidence\ \ that need to be found and analyzed" - 'description Savage nightmarish monsters roam the Louisiana swamps and you are part of a group of rugged bounty hunters bound to rid the world of their ghastly presence Banish these creatures from our world and you will be paid generousand given the chance to Buy more gruesome and powerful weapons Fail and death will strip you of both character and gear Your experience however remains in your pool of hunterscalled your bloodlinealways High risk high reward high tension hunts competitive matchbased gameplay mixes PvP and pve elements to create a uniquely tense experience where your life your character and your Gear are always on the line At the Beginning of each bounty hunt match depending on whether you have chosen team play or solo play up to five teams of two or ten solo players set out to track their monstrous targets Once Theyve found and defeated One of these they will receive a bountyand instantly become a target for every other Hunter left on the map If you dont watch your back youll find a knife in it and your last memory will be of someone else Walking away with your prize The higher the risk the higher the rewardbut a single mistake could cost you everything Hunts quick play game mode offers a shorter match during which up to ten individual players race to scavenge Gear and find and close four Rifts as they compete for a diminishing pool of bounty First Hunter to the final Rift absorbs its energy but must survive the final count down to complete the missionwhile the other hunters attempt to take them out and take the prize for themselves When the timer runs out the winner keeps their Hunter while the rest perishMatch based pvpve climb up the ranks and Stand your ground against the best players 2040 minutes of playtime per session Tactical sandbox chose your own playing style and solve problems you encounter your way Open highly Replay able maps use tools tactics and a feature rich environment to turn the odds in your favour High tension survival gameplay fight over bounty against other Hunter teams in a world full of challenging AI High risk high rewards gamble with your life Earn rewards and upgrades vs The fear of losing your character forever' - 'description The ultimate arcade battle continues in the world of Akedo and the Ultimate Arcade Warriors With allnew Mini Battling Action Figures to fight with and collect Things have levelledup in Series 2 and the REAL battling action is now more intense All the extreme moves of arcade fighting games has leapt off the screen and into your hands Choose your Warrior battle with fury and finish them with a Split Strike GAME OVER Take on and challenge your friends as you battle to become the Ultimate Arcade Warrior READY Select your Warrior and place them onto your Battle Controller FIGHT your opponent with speed and fury then watch them fall as you finish them with a SPLIT STRIKE In Series 2 there are 23 new awesome Mini Battling Action Figure toys for boys to collect and fight with These new contenders have different fighting styles plus different weapons Search for Classic Epic Ultra Rare and Legendary Warriors and get hold of the Exclusive GlowintheDark Encode Keep collecting to build the ultimate team of Akedo Warriors Prepare for battle with the Akedo Ultimate Arcade Warriors Starter Pack This special pack gives you all you need to play the official tournament rules of Akedo Train your Warriors to be their best and practice using the bonus training piece Its perfect for getting your Warriors match ready as they perfect the ultimate Split Strike The Starter Pack includes three Arcade Warriors One of which is a Legendary Warrior with a realistic kicking or punching action who can deliver a Split Strike with his powerful blow Place your Warriors on your Exclusive Joystick Controller that only comes in this pack and train your team for next level battling actionReady Choose your Warrior place them on your Battle Controller Fight Battle with fury to become the Ultimate Akedo Warrior Split Strike Defeat your opponent with a damaging Split Strike The Starter Pack contains 3 Warriors including one Legendary Warrior a bonus Training Piece and Exclusive Joystick Controller The Starter Pack gives you all you need to play the official tournament rules of Akedo The Starter Pack includes three Arcade Warriors Captain Plunderfoot Wildtide Doc Shock' - source_sentence: "title: \nUnravel 2 Xbox One Digital Code" sentences: - 'description New challenger approaching HORI is bringing it back to the old school with the Nintendo Switch battle pad Gamecubestyle contours with traditional cstick will feel at home in the hands of any smash Bros vet but the battle pads extra features set it apart from the Pack Antisnapback Tech for increased stick precision and fastaction digital LR ZLZR for Hyper response speed and textured grips to keep the battle pad firmly in place in even the most heated battles Swap LR ZRZL functions to play how you want or get really wild with Turbo settings Wired USB Controller with 10 ft cable Featuring your favorite Nintendo characters colors choose your fighters and Gear for battle Officially Licensed by NintendoGamecubestyle wired USB Controller with 10 ft cable Antisnapback analog sticks and fastaction LR ZLZR Buttons Toggle shoulder button functions Turbo settings Officially Licensed by Nintendo' - 'description When you cut ties to the past new bonds form In Unravel Two create a Yarny of your very own Then build relationships with other Yarnys in local coop or as a single player fostering friendship and support as you journey together Begin your adventure in a cold and imposing land then watch your surroundings blossom with new life as you chase the spark of adventure Dive into an immersive story filled with energy exuberance inspiration even monsters Approach every challenge with positivity and fearlessness to awaken the world around you and discover an unbreakable bond between friends Two Yarnys Always Form a bond with friends and other players in seamless local coop Support each other as you solve tricky trials and seamlessly traverse enchanting worlds together Or as a single player create two Yarnys of your own and unlock special abilities along your adventure World of Wonders Inspired by real Scandinavian locations navigate beautiful natural landscapes and complex urban environments seeing it all through the eyes of Yarny As you progress watch your world flourish and evolve opening fresh challenges and spaces to explore Playful Problem Solving Uncover a variety of ways to play Jump slide swing and run faster than ever to chase the spark that connects you to others as you travel within a world of challenges and adventures Heartfelt Storytelling Enter a world where unique emotions manifest into friendly characters fulfilling relationships and even intimidating monsters How will you use hope and love to defeat doubt and fear Connect to an engaging and dramatic story that demonstrates the power of positivity in the face of uncertaintyTwo Yarnys Always Form a bond with friends and other players in seamless local coop World of Wonders Navigate beautiful natural landscapes and complex urban environments Playful Problem Solving Uncover a variety of ways to play Jump slide swing and run faster than ever' - 'description Logitech G403 Prodigy Wireless Gaming Mouse Play faster with gaminggrade performance Prodigy is up to 8x faster than standard mice which means when the mouse is moved or clicked the onscreen response is near instantaneous Advanced button tensioning helps keep the left and right mouse buttons primed to click reducing the force needed to click and delivering exceptional click feel response and consistency Some profile settings require Logitech Gaming Software available for download at logitech websiteThis Certified Refurbished product is tested and certified to look and work like new The refurbishing process includes functionality testing basic cleaning inspection and repackaging The product ships with all relevant accessories a minimum 90day warranty and may arrive in a generic box Only select sellers who maintain a high performance bar may offer Certified Refurbished products on Amazoncom Logitechs most advanced optical sensor delivers unbeatable fps mouse accuracy speed and consistency Logitech G403 mouse for advanced gaminggrade performance up to 8x faster response than standard mice so every mouse click and move is near instantaneous from hand to screen Ergonomic lightweight design with rubber side grips and a removable 10 gram weight for supremely comfortable grip and control' - source_sentence: "title: \nGrips for Fitness Boxing Switch Controller Accessories\ \ Compatible with Nintendo Switch Sports and Switch Boxing Game 2 Packs Blue and\ \ Red" sentences: - 'description Switch Boxing Accessories Switch fitness boxing grips If you want to maximize your workout benefits and beat the air within an inch of its lifeit will certainly have you in your max ranges This boxing grip goes great with the switch boxing workout Compatible with Fitness Boxing Nintendo Switch Knockout Home Fitness Nintendo Switch Nintendo Switch Sports Nintendo Switch Fitness Boxing 2 Rhythm Exercise Nintendo Switch Nintendo Fitness Boxing Nintendo Switch Switch Big Rumble Boxing Creed Champions Nintendo SwitchSPECIAL DESIGN Grip Compatible with Fitness Boxing game for switch Different Color choices for your Switch joycon COMFORTABLE and SECURE The wavy design of the outer ring is specially designed for the fingers It is more comfortable to hold and not easy to slip off The lock on the joycon is secure making the game process safer EASY TO ATTACH Insert the JoyCons in the gripIt prevents the joycon from dropping while playing You can immerse yourself in the gameIt will reach the goals more quickly EASY TO CARRY It is light and portable It helps you enjoy the game better Great for kids and adults They are portable and you can put them in the carry case It does not take up space INCREASE THE FUNThe switch boxing grip makes the experiences more streamline It makes the experience feel better your grasping of the controller feels less awkward with the knuckles and also makes the punches feel more authentic and weighted in an appropriate way' - 'description From TV Animation One Piece Grand Battle 3 Japanese Format NTSCJ Boxpackage' - 'description Introducing Textured Carbon Fiber Skins With Printed Hd Designs Only From Mightyskins we are proud to introduce the new textured carbon fiber skin line which feature a full HD printed design with a textured carbon fiber finish Do You Want Your PlayStation 5 Digital Edition Bundle To Look Different Than The Rest Youre in the right place because weve got exactly what youre looking for This Blue Modern Camo skin is the perfect way to show off your style Or with hundreds of other MightySkins designs you can be sure to find one that youll love and that will show off your unique style Do You Want To Protect Your PlayStation 5 Digital Edition Bundle With MightySkins your PlayStation 5 Digital Edition Bundle is protected from scratches dings dust fingertips and the wearandtear of everyday use Cover your PlayStation 5 Digital Edition Bundle with a beautiful stylish decal skin and keep it protected at the same time Easy to apply and easy to remove without any sticky residue Make your favorite gear look like new and stand out from the crowd Order With Confidence Satisfaction Guaranteed MightySkins are durable reliable made in our stateoftheart production facility in the USA and backed by our satisfaction guarantee Product Details Vinyl decal sticker NOT A HARD CASE Glossy Glitter Finish UltraThin UltraDurable Stain Resistant Hundreds of different designs PlayStation 5 Digital Edition Bundle is not includedCARBON FIBER FINISH with the same vibrant color and durability as our matte finish This stylish carbon fiber texture will have your gear looking and feeling like one of a kind SET THE TREND Show off your own unique style with MightySkins for your PlayStation 5 Digital Edition Bundle will be as unique as you are DURABLE PROTECTION FOR YOUR DEVICE Manufactured with ultrathin ultradurable stainresistant laminate vinyl in order to effectively protect your gear from dings scrapes dust and the wear and tear of everyday use MightySkins a SOFT vinyl skin cover is not made of rubber silicone or plastic it is NOT a HARD case GOES ON AND COMES OFF EASY Apply your MightySkins vinyl decal easily with precision on your PlayStation 5 Digital Edition Bundle thanks to a patented low grip air release adhesive thats built to last but removes easily and leaves no sticky residue when youre ready to switch to a different design PROUDLY MADE IN THE USA Buy with confidence from an American owned and operated company MightySkins are produced in our stateoftheart facility in West Palm Beach Florida proudly made in the USA' - source_sentence: "title: \nNext Level Racing FGT Elite Keyboard and Mouse Tray Carbon\ \ Grey NLRE010 PC" sentences: - 'description The Next Level Racing Elite Keyboard and Mouse Tray is the perfect addon for Elite Series cockpits giving sim racers easier and ergonomic access to their controls whilst in the drivers seat Assembled from aluminum and Carbon steel components the Elite Keyboard and Mouse Tray offer height angle and articulation adjustability making it the perfect upgrade for the FGT Elite and GT Elite cockpits It features the full spectrum of adjustability with 60 degrees of tilt on the mounting arm 30 degrees front and 30 degrees back and 150 degrees for the keyboard plate The anodized aluminum finish and highquality powder coat of the 6063 aluminum and carbon steel construction not only offers unmatched rigidity for zero flex but also boasts quality standards for the perfectionist sim racerHighstrength post anodized Aluminum Extrusion and Carbon Steel construction Anodized Carbon Grey and powder coat finish completes the perfect Elite cockpit appearance Maximum versatility with height width and tilt adjustment options for the perfect steering position Next Level Racing proprietary end caps and bespoke black powder coated hardware included Features Next Level Racing custom cable management solution Ergonomic Keyboard and Mouse placement for easy reach whilst driving Fits fullsized keyboard and mouse setups' - 'description Travel in style with your favorite Skylanders figures Colorful artwork featuring popular figures wraps around this multilayer case Includes carrying handle and removable shelf so you can stack figures or carry them all in one compartment Stores up to 20 figuresStores up to 20 figures Pullout tray keeps figures organized Zipper closure and carrying handle make it easy to transport and store your Skylanders figures Features vibrant Skylanders figures all around the case Some Skylanders Giants figures will need to lay flat to allow the tray to fit Figures sold separately' - 'description Features The headset with 35mm audio jacks is compatible with any device that accepts a 35mm output allowing use across multiple devices Delivers clear sound and Deep Bass for Real Game Fashionable Look LED lights are designed on the earcups 35mm plugs USB Port Two 35mm plugs are for mic and headset audio USB plug is for led light Soft cushion headpad earpad and adjustable length hinges Made of the new skin PU breathable earmuffs can effectively emit the hot gas inside the earmuffs It can avoid the sweat and hot phenomenon which caused by longtime wearing or wearing this product in the high temperature condition Integrated headset with wirecontrol shuttletype adjustable volume key This headset directly places the volume modulated scroll button on the headset shell you just raise your hand to adjust the volume as you need very simple and fast operation is better for gaming Nickel plated double plugs usb external power supply system Not only ensure the better signal transmission and reduce the loss of signal Specifications Model Sades SA738 Loudhailer diameter 40mm Frequency range 2020000HZ Sensitivity 1183Db at 1 kHz Max Input power 30Mw Mic Sensitivity 38dB3dB Mic Frequency Range 5010KHz Mic Impedance 22KO at 1 kHz Headset interface USB 35mm plugs Cable length Approx 20m Headphone size 20 8 21cm Package included1 SADES Gaming headset SA738 In order to improve the timeliness of transmission and actively participate in the environmental protection now we use environmental protection zipper bag to improve the recovery rate and using rateSincerely hope all of customers could understand itBest wishPrimary kind of gaming headset perfect for playing pc games listening music etcDelivers clear sound and Deep Bass for Real Game Light weight and Comfortable wearing Soft skin PU Leather cushions headpad earpad and adjustable length hinges for wearing comfort and long time use Headset integrated mic with super noisereduction function can pick up sounds with great sensitivity and remove the noise Headset interface USB 35mm stereo Note The USB interface is only used for power supply to LED light Style 35mm Games Gaming Headset for PC Laptop' - source_sentence: "title: \nRHOTALL Round Charger Compatible with Garmin Fenix 7\ \ 7X Fenix 6 6S 6X Vivoactive 4 4S Venu 2 Forerunner 945955 Replacement Cable\ \ Charging Base with Adapter and 10 Dust Plug" sentences: - 'description This soft case cover will add a splash of color to your Playstation 4 controller and provide an instant all around protection from scratches dirt and grease caused by everyday use and abuse Nonslip surface is great for providing better grip to enhance gaming performance Manufactured using premium virgin silicone material Smooth and washable design ensures comfort and cleanliness Unique design allows easy access to all buttons controls and ports without having to remove the skin Feature Smooth and washable design ensures comfort and cleanliness Smooth and washable design ensures comfort and cleanliness Specification Color White Color White Material Silicone Material Silicone Compatible with Sony Playstation 4 Controller Compatible with Sony Playstation 4 Controller Accessory ONLY controller NOT included Accessory ONLY controller NOT included Package Content 1x Silicone Cover Case for Sony Playstation 4 Controller 1x Silicone Cover Case for Sony Playstation 4 ControllerMade by super soft silicone material and Easy to apply install in minutes Protect your controller from scratches dirt and grease caused by everyday use or paint chips Keep your Sony Playstation 4 Controller safe and protected in fashion style with this silicone skin case Unique design allows easy access to all buttons controls and ports without having to remove the skin Nonslip surface is great for providing better grip to enhance gaming performance' - 'description Brand new in factory sealed packagingPlay your way with the Nintendo Switch gaming system Whether youre at home or on the go solo or with friends the Nintendo Switch system is designed to fit your life Dock your Nintendo Switch to enjoy HD gaming on your TV Heading out Just undock your console and keep playing in handheld mode This model includes battery life of approximately 45 to 9 hours The battery life will depend on the games you play For instance the battery will last approximately 55 hours for The Legend of Zelda Breath of the Wild games sold separately Model number HAC 001 01 Model number HAC 001 01' - "description\nMore convenient charging\n Can be charged from PC laptop or other\ \ USB power source\n Silicone antiskid pads are designed at the bottom to prevent\ \ the charging base from sliding\n After connecting the charging stand the surface\ \ of the watch can be placed upwards you can check the charging status at any\ \ time providing a reliable charging dock for your watch\nCompact and small design\n\ \ It wont take up much space the 33ft cable gives you enough length small size\ \ and light weight easy to carry when traveling\nConverting charging ports\n Adapter\ \ can convert the charging port of the watch into a typec interface and the special\ \ design allows it to keep the watch in lay flat charging state after connecting\ \ the watch to the charging cable\n There is a small opening at the top it can\ \ be strung with a small string or hung on a key chain convenient for daily use\ \ or travel\nSilicone dust plug\n Soft silicone material completely fills gaps\ \ it is easy to put in and take out\n 10 replacement silicone dust plugs to keep\ \ your watch charging port clean protect charging port from being corroded by\ \ sweat and extend the service life\n content include \ncharging stand1\nadapter1\ \ usbc charging cable not included\nsilicone dust plug10\nIf you have any questions\ \ please feel free to contact usCompatibility Round smart watch charging stand\ \ compatible with Garmin Fenix 7 7X Fenix 6 6S 6X Vivoactive 4 4S Forerunner\ \ 245 645 935 945 Venu 2 Sq Music and Approach S62S60S42S40 smart watch\nPlaced\ \ Stable There is a silicone pad on the bottom to prevent the charging stand from\ \ sliding Surface of the watch can be placed upwards and the charging status of\ \ the watch can be checked at any time providing a reliable docking place for\ \ your watch when charging\nInterface Conversion Adapter converts the charging\ \ port of the watch into a typec interface The special design allows the watch\ \ to remain in lay flat charging state after connecting the watch to the charging\ \ cable\nSilicone Dustproof Soft silicone dustproof plug can be easily put in\ \ and taken out protect the charging port of the watch from being corroded by\ \ sweat prolong the service life and keep the charging port clean\nConvenient\ \ Charging Can be charged from PC computer and other USB power sources The package\ \ includes charging stand1 adapter1 usbc charging cable not included silicone\ \ dust plug10 If you have any questions please feel free to contact us" datasets: - guyhadad01/Amazon_2023_items_processed_filtered pipeline_tag: sentence-similarity library_name: sentence-transformers --- # SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2 This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) on the [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) dataset. It maps sentences & paragraphs to a 384-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-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) - **Maximum Sequence Length:** 512 tokens - **Output Dimensionality:** 384 dimensions - **Similarity Function:** Cosine Similarity - **Training Dataset:** - [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) ### Model Sources - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) - **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/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': 512, 'do_lower_case': False, 'architecture': 'BertModel'}) (1): Pooling({'word_embedding_dimension': 384, '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}) (2): Normalize() ) ``` ## 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("guyhadad01/EncodeRec_22M_Video_Games") # Run inference sentences = [ 'title: \nRHOTALL Round Charger Compatible with Garmin Fenix 7 7X Fenix 6 6S 6X Vivoactive 4 4S Venu 2 Forerunner 945955 Replacement Cable Charging Base with Adapter and 10 Dust Plug', 'description\nMore convenient charging\n Can be charged from PC laptop or other USB power source\n Silicone antiskid pads are designed at the bottom to prevent the charging base from sliding\n After connecting the charging stand the surface of the watch can be placed upwards you can check the charging status at any time providing a reliable charging dock for your watch\nCompact and small design\n It wont take up much space the 33ft cable gives you enough length small size and light weight easy to carry when traveling\nConverting charging ports\n Adapter can convert the charging port of the watch into a typec interface and the special design allows it to keep the watch in lay flat charging state after connecting the watch to the charging cable\n There is a small opening at the top it can be strung with a small string or hung on a key chain convenient for daily use or travel\nSilicone dust plug\n Soft silicone material completely fills gaps it is easy to put in and take out\n 10 replacement silicone dust plugs to keep your watch charging port clean protect charging port from being corroded by sweat and extend the service life\n content include \ncharging stand1\nadapter1 usbc charging cable not included\nsilicone dust plug10\nIf you have any questions please feel free to contact usCompatibility Round smart watch charging stand compatible with Garmin Fenix 7 7X Fenix 6 6S 6X Vivoactive 4 4S Forerunner 245 645 935 945 Venu 2 Sq Music and Approach S62S60S42S40 smart watch\nPlaced Stable There is a silicone pad on the bottom to prevent the charging stand from sliding Surface of the watch can be placed upwards and the charging status of the watch can be checked at any time providing a reliable docking place for your watch when charging\nInterface Conversion Adapter converts the charging port of the watch into a typec interface The special design allows the watch to remain in lay flat charging state after connecting the watch to the charging cable\nSilicone Dustproof Soft silicone dustproof plug can be easily put in and taken out protect the charging port of the watch from being corroded by sweat prolong the service life and keep the charging port clean\nConvenient Charging Can be charged from PC computer and other USB power sources The package includes charging stand1 adapter1 usbc charging cable not included silicone dust plug10 If you have any questions please feel free to contact us', 'description\nBrand new in factory sealed packagingPlay your way with the Nintendo Switch gaming system Whether youre at home or on the go solo or with friends the Nintendo Switch system is designed to fit your life Dock your Nintendo Switch to enjoy HD gaming on your TV Heading out Just undock your console and keep playing in handheld mode\nThis model includes battery life of approximately 45 to 9 hours\nThe battery life will depend on the games you play For instance the battery will last approximately 55 hours for The Legend of Zelda Breath of the Wild games sold separately\nModel number HAC 001 01\nModel number HAC 001 01', ] embeddings = model.encode(sentences) print(embeddings.shape) # [3, 384] # Get the similarity scores for the embeddings similarities = model.similarity(embeddings, embeddings) print(similarities) # tensor([[ 1.0000, 0.5733, -0.0578], # [ 0.5733, 1.0000, -0.0429], # [-0.0578, -0.0429, 1.0000]]) ``` ## Training Details ### Training Dataset #### amazon_2023_items_processed_filtered * Dataset: [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) at [6b58dd1](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered/tree/6b58dd18854109aac31652e941c667725f6352f0) * Size: 80,860 training samples * Columns: title and description * Approximate statistics based on the first 1000 samples: | | title | description | |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------| | type | string | string | | details | | | * Samples: | title | description | |:-------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | title:
Dash 8300 Professional AddOn | description
The Dash 8300 Professional AddOn lets you pilot a real commuter special Fly two versions of the popular Dash 8300 in a total of 17 different liveries The Dash 8300 is one of the most popular shorthaul aircraft available and this superbly modelled version from acclaimed aircraft developers PSS is modelled in two versions with a total of 17 different liveries The package also includes scenery for three European airports tutorials tutorial flights and utilities together in one fantastic packageFeatures Dash 8300 and 8Q300 Q rollout livery
Airlines US Airways South African Express Bahamasair Augsburg Airways Lufthansa Cityline British Airways Union Jack British European FlyBe Intersky Wideroe Iberia Tyrolean QantasLink BWIA
Airports include London City Frankfurt Milan and Amsterdam Schipol
Includes PSS PanelConfig and LoadEdit tools | | title:
NBA 2K17 Early Tip Off Edition PlayStation 4 | description
Following the recordbreaking launch of NBA 2K16 the NBA 2K franchise continues to stake its claim as the most authentic sports video game with NBA 2K17 As the franchise that all sports video games should aspire to be GamesRadar NBA 2K17 will take the game to new heights and continue to blur the lines between video game and realityThe 1 rated NBA video game simulation series for the last 15 years Metacritic
The 1 selling NBA video game simulation series for the last 9 years NPD
Over 85 awards and nominations since the launch of PlayStation 4 Xbox One
BEST IN CLASS GAMEPLAY 2K puts shot making in your hands like never before Advanced Skill Shooting gives you complete control over the power and aim of your perimeter shots as well as your ability to finish inside the paint
THE PRELUDE Begin your MyCAREER on one of 10 licensed collegiate programs available for free download one week prior to launch
MyCAREER Its allnew and all about basketball in 2K17 and youre in control Yo... | | title:
Thrustmaster Elite Fitness Pack for Nintendo Wii | description
The Thrustmaster Motion Plus Elite Fitness Pack for Wii is Ideal for Nintendo Wii Fit Wii Fit Plus games such as EA Active EA U Shape My Fitness Coach UbiSoft Ultimate pack with 9 accessories for the Nintendo Wii Fit Balance Board including 1 floor mat made from woven foam Size inches 70x20 2 flexible ankle or wrist weights 1 stepper for the Wii Balance Board 1 pedometer to count your steps during each ingame exercise or train without games 1 armband for Wiimote or Wiimote with MotionPlus for use in menus without stepping away from the training area 1 leg band for the Nunchuck controller 1 lanyard to your MP3 player around your neck and 1 carry bag featuring trendy sport design with two internal pockets ideal for storing protecting and transporting your Wii Balance Board with one game and ALL Elite Fitness pack accessories 2 Year WarrantyIncludes 9 Total Accessories
Pedometer
Wii Fit Balance Board Stepper
Floor Mat made from high density Woven Foam
2 flexible ArmLeg Wei... | * Loss: [CachedMultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters: ```json { "scale": 20.0, "similarity_fct": "cos_sim", "mini_batch_size": 64, "gather_across_devices": false } ``` ### Training Hyperparameters #### Non-Default Hyperparameters - `per_device_train_batch_size`: 512 - `num_train_epochs`: 1 - `warmup_ratio`: 0.1 - `bf16`: True - `push_to_hub`: True - `hub_model_id`: guyhadad01/EncodeRec_22M_Video_Games - `hub_strategy`: checkpoint #### All Hyperparameters
Click to expand - `overwrite_output_dir`: False - `do_predict`: False - `eval_strategy`: no - `prediction_loss_only`: True - `per_device_train_batch_size`: 512 - `per_device_eval_batch_size`: 8 - `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`: 1.0 - `num_train_epochs`: 1 - `max_steps`: -1 - `lr_scheduler_type`: linear - `lr_scheduler_kwargs`: {} - `warmup_ratio`: 0.1 - `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 - `bf16`: True - `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} - `parallelism_config`: None - `deepspeed`: None - `label_smoothing_factor`: 0.0 - `optim`: adamw_torch - `optim_args`: None - `adafactor`: False - `group_by_length`: False - `length_column_name`: length - `project`: huggingface - `trackio_space_id`: trackio - `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`: True - `resume_from_checkpoint`: None - `hub_model_id`: guyhadad01/EncodeRec_22M_Video_Games - `hub_strategy`: checkpoint - `hub_private_repo`: None - `hub_always_push`: False - `hub_revision`: None - `gradient_checkpointing`: False - `gradient_checkpointing_kwargs`: None - `include_inputs_for_metrics`: False - `include_for_metrics`: [] - `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 - `include_tokens_per_second`: False - `include_num_input_tokens_seen`: no - `neftune_noise_alpha`: None - `optim_target_modules`: None - `batch_eval_metrics`: False - `eval_on_start`: False - `use_liger_kernel`: False - `liger_kernel_config`: None - `eval_use_gather_object`: False - `average_tokens_across_devices`: True - `prompts`: None - `batch_sampler`: batch_sampler - `multi_dataset_batch_sampler`: proportional - `router_mapping`: {} - `learning_rate_mapping`: {}
### Training Logs | Epoch | Step | Training Loss | |:------:|:----:|:-------------:| | 0.3165 | 50 | 1.1056 | | 0.6329 | 100 | 0.7998 | | 0.9494 | 150 | 0.7622 | ### Framework Versions - Python: 3.12.11 - Sentence Transformers: 5.1.2 - Transformers: 4.57.0 - PyTorch: 2.7.1+cu126 - Accelerate: 1.10.0 - Datasets: 3.6.0 - Tokenizers: 0.22.1 ## 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", } ``` #### CachedMultipleNegativesRankingLoss ```bibtex @misc{gao2021scaling, title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup}, author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan}, year={2021}, eprint={2101.06983}, archivePrefix={arXiv}, primaryClass={cs.LG} } ```