last-checkpoint/README.md

---
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) <!-- at revision c9745ed1d9f207416be6d2e6f8de32d1f16199bf -->
- **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)
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### 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]])
```

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## 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: <code>title</code> and <code>description</code>
* Approximate statistics based on the first 1000 samples:
  |         | title                                                                             | description                                                                         |
  |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                              |
  | details | <ul><li>min: 5 tokens</li><li>mean: 17.51 tokens</li><li>max: 58 tokens</li></ul> | <ul><li>min: 13 tokens</li><li>mean: 235.0 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | title                                                                    | description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
  |:-------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>title: <br>Dash 8300 Professional AddOn</code>                     | <code>description<br>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<br>Airlines  US Airways South African Express Bahamasair Augsburg Airways Lufthansa Cityline British Airways Union Jack British European FlyBe Intersky Wideroe Iberia Tyrolean QantasLink BWIA<br>Airports include  London City Frankfurt Milan and Amsterdam Schipol<br>Includes PSS PanelConfig and LoadEdit tools</code>                                                                                                                                                            |
  | <code>title: <br>NBA 2K17  Early Tip Off Edition  PlayStation 4</code>   | <code>description<br>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<br>The 1 selling NBA video game simulation series for the last 9 years NPD<br>Over 85 awards and nominations since the launch of PlayStation 4  Xbox One<br>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<br>THE PRELUDE  Begin your MyCAREER on one of 10 licensed collegiate programs available for free download one week prior to launch<br>MyCAREER  Its allnew and all about basketball in 2K17  and youre in control Yo...</code> |
  | <code>title: <br>Thrustmaster Elite Fitness Pack for Nintendo Wii</code> | <code>description<br>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<br>Pedometer<br>Wii Fit Balance Board Stepper<br>Floor Mat made from high density Woven Foam<br>2 flexible ArmLeg Wei...</code>    |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](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
<details><summary>Click to expand</summary>

- `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`: {}

</details>

### 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}
}
```

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