metadata
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:80860
- loss:CachedMultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget:
- source_sentence: >-
title:
Akedo Ultimate Arcade Warriors Starter Pack Legendary Kick Attack Mini
Battling Action Figures Ready Fight Split Strike
sentences:
- >-
description
Product Description
Young 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
Amazoncom
Art of Murder Cards of Destiny
is 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
Classic crimesolving gameplay
View larger
Interactive play abilities
View larger
FBI evidence analysis
View larger
Story
A 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
Gameplay
Art of Murder Cards of Destiny
is 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
Key Game Features
Crimesolving actionadventure PC gameplay suitable for teen through adult
players
Crimesolving actionadventure PC gameplay suitable for teen through adult
players
Dark plot full of twists and turns
Dark plot full of twists and turns
Challenging puzzles that require logical thinking
Challenging puzzles that require logical thinking
Pieces of evidence that need to be found and analyzed
Pieces of evidence that need to be found and analyzed
Detailed locations from various places in the United States
Detailed locations from various places in the United States
System Requirements
Minimum
OS 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
Crimesolving actionadventure PC gameplay suitable for teen through adult
players
Dark plot full of twists and turns
Challenging puzzles that require logical thinking
Pieces 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:
Unravel 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:
Grips 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:
Next 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:
RHOTALL 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
More convenient charging
Can be charged from PC laptop or other USB power source
Silicone antiskid pads are designed at the bottom to prevent the charging base from sliding
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
Compact and small design
It wont take up much space the 33ft cable gives you enough length small size and light weight easy to carry when traveling
Converting charging ports
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
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
Silicone dust plug
Soft silicone material completely fills gaps it is easy to put in and take out
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
content include
charging stand1
adapter1 usbc charging cable not included
silicone dust plug10
If 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
Placed 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
Interface 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
Silicone 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
Convenient 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 google/embeddinggemma-300m
This is a sentence-transformers model finetuned from google/embeddinggemma-300m on the amazon_2023_items_processed_filtered dataset. 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: google/embeddinggemma-300m
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 768 dimensions
- Similarity Function: Cosine Similarity
- Training Dataset:
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'Gemma3TextModel'})
(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})
(2): Dense({'in_features': 768, 'out_features': 3072, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
(3): Dense({'in_features': 3072, 'out_features': 768, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
(4): Normalize()
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("guyhadad01/EncodeRec_300M_Video_Games")
# Run inference
queries = [
"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",
]
documents = [
'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',
'description\nThis 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\nFeature\nSmooth and washable design ensures comfort and cleanliness\nSmooth and washable design ensures comfort and cleanliness\nSpecification\nColor White\nColor White\nMaterial Silicone\nMaterial Silicone\nCompatible with Sony Playstation 4 Controller\nCompatible with Sony Playstation 4 Controller\nAccessory ONLY controller NOT included\nAccessory ONLY controller NOT included\nPackage Content\n1x Silicone Cover Case for Sony Playstation 4 Controller\n1x Silicone Cover Case for Sony Playstation 4 ControllerMade by super soft silicone material and Easy to apply install in minutes\nProtect your controller from scratches dirt and grease caused by everyday use or paint chips\nKeep your Sony Playstation 4 Controller safe and protected in fashion style with this silicone skin case\nUnique design allows easy access to all buttons controls and ports without having to remove the skin\nNonslip surface is great for providing better grip to enhance gaming performance',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 768] [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[ 0.6327, 0.0447, 0.0001]])
Training Details
Training Dataset
amazon_2023_items_processed_filtered
- Dataset: amazon_2023_items_processed_filtered at 6b58dd1
- Size: 80,860 training samples
- Columns:
titleanddescription - Approximate statistics based on the first 1000 samples:
title description type string string details - min: 7 tokens
- mean: 21.14 tokens
- max: 79 tokens
- min: 17 tokens
- mean: 245.33 tokens
- max: 512 tokens
- Samples:
title description title:
Dash 8300 Professional AddOndescription
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 toolstitle:
NBA 2K17 Early Tip Off Edition PlayStation 4description
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 Wiidescription
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:
CachedMultipleNegativesRankingLosswith these parameters:{ "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: 512num_train_epochs: 1warmup_ratio: 0.1bf16: Truepush_to_hub: Truehub_model_id: guyhadad01/EncodeRec_300M_Video_Gameshub_strategy: checkpointprompts: {'question': 'task: search result | query: ', 'passage_text': 'title: none | text: '}
All Hyperparameters
Click to expand
overwrite_output_dir: Falsedo_predict: Falseeval_strategy: noprediction_loss_only: Trueper_device_train_batch_size: 512per_device_eval_batch_size: 8per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 1eval_accumulation_steps: Nonetorch_empty_cache_steps: Nonelearning_rate: 5e-05weight_decay: 0.0adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1.0num_train_epochs: 1max_steps: -1lr_scheduler_type: linearlr_scheduler_kwargs: {}warmup_ratio: 0.1warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falsebf16: Truefp16: Falsefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Falsedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Falseignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}parallelism_config: Nonedeepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torchoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthproject: huggingfacetrackio_space_id: trackioddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Trueresume_from_checkpoint: Nonehub_model_id: guyhadad01/EncodeRec_300M_Video_Gameshub_strategy: checkpointhub_private_repo: Nonehub_always_push: Falsehub_revision: Nonegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseinclude_for_metrics: []eval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: Nonepush_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: noneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falseeval_on_start: Falseuse_liger_kernel: Falseliger_kernel_config: Noneeval_use_gather_object: Falseaverage_tokens_across_devices: Trueprompts: {'question': 'task: search result | query: ', 'passage_text': 'title: none | text: '}batch_sampler: batch_samplermulti_dataset_batch_sampler: proportionalrouter_mapping: {}learning_rate_mapping: {}
Training Logs
| Epoch | Step | Training Loss |
|---|---|---|
| 0.3165 | 50 | 0.3713 |
| 0.6329 | 100 | 0.25 |
| 0.9494 | 150 | 0.2071 |
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
@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
@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}
}