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---
language:
- en
license: apache-2.0
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:386737
- loss:CachedMultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget:
- source_sentence: "title: \nCar Wars Arena Game"
sentences:
- 'description
Cute Duck on Swing can not only be used in car mirrors but can also be hung in
your garden windowsill kitchen etc in your office or home
Drop your favorite perfume oil on the bottom
After absorbing the essential oil it will give off a charming fragrance
Cute car mirror trim ducks are easy to install Just fasten the lanyard and hang
it on the car rearview mirrorCute Duck on Swing Car Ornament is perfect for hanging
car mirrors beautiful decorations in car interior and home decoration The Swing
Duck reflects the owners personality and aesthetic and harmonises with the interior
Reliable material the Cute Duck on Swing car pendant with a lovely shape is mainly
made of gypsum material stable and smooth solid and sturdy offering a long service
life And you can also add some perfume to it which will make your driving tour
more relaxing
Quantity and dimension you will receive 1 piece of Cute Duck on Swing car hanging
ornament in the package The rope measures about 15 inches in length and the rope
is adjustable according to your needs
Safe and comfortable Small and exquisite does not affect the driving line of sight
The main body part is the right length to avoid hitting the glass when braking
The Swing Duck will shake when driving which can eliminate the drivers visual
fatigue very well
Aftersales guarantee The product is covered and packaged with bubble film which
is not easy to be damaged If you have any questions please contact us and we will
solve it within 24 hours'
- 'description
This new version of Spot It combines different characters from Marvel comics with
one of the most emblematic family games Players try to spot the single matching
symbol between two cards in a playful battle of speedy observation Featuring some
of the most iconic Marvel Super Heroes Iron Man Captain America Black WidowMARVEL
CARD GAME Spot It hones players observational skills and lightningfast reflexes
as the whole family enjoys five different games modes that test whos the fastest
to spot matching symbols and call them out Marvel fans will race to find some
of the most iconic Super Heroes Iron Man Captain America and Black Widow
FAMILY GAME NIGHT Fun symbols and pictures cover every card in a Spot It deck
making it the perfect game for family game night Each card has exactly one matching
symbol or picture in common with the other cards in the deck Spot it first and
you win
BEST KIDS GAME Spot It helps develop focus visual perception skills speechlanguage
skills and fine motor skills Players of all ages will enjoy the engaging tactile
gameplay
PERFECT TRAVEL GAME Spot It Is fast to learn and teach and its portable tin makes
it the perfect game to take anywhere
NUMBER OF PLAYERS AND AVERAGE PLAYTIME Spot It Marvel Emojis is designed for 2
to 8 players and is the perfect game for kids ages 6 and up The average playtime
is approximately 15 minutes'
- 'description
To be the best Youve got to beat the best and that means taking to the many
different autodueling arenas across the Car Wars world and testing yourself under
all kinds of conditions Car Wars Arenas gives hardcore autoduelists more exciting
locations to showcase their skills and blow away their opponents The boxed set
contains five onesided 22 x 34 arena maps and a booklet detailing the special
features of each arena The rules will also cover revised versions of popular variants
like corporate team dueling an AADA pro circuit and more The arena designs in
Car Wars Arenas have appeared in various Car Wars supplements including the Car
Wars Arena Book and The AADA Duel Circuit LOutrance but only as scaleddown maps
In this set they come out of the box ready to play in full Car Wars Classic scaleThe
most dangerous arenas in autoduelling history printed at full scale and ready
to play
Expansion for base game'
- source_sentence: "title: \nTrains Locomotives Railroad Fan Degree Custom Gag Diploma\
\ Doctorate Certificate Funny Customized Joke Gift Novelty Item"
sentences:
- 'description
One customized novelty certificate 85 x 11 inch printed on premium certificate
paper with official border Includes embossed Gold Seal on certificate Custom produced
with your own personalized information Any name and any date you chooseFully customized
with ANY NAME and ANY DATE of your choice
Great custom novelty gift with a personalized touch
Show your uniqueness or celebrate someones favorite interest talent or hobby
Top quality certificate also includes official embossed GOLD SEAL for added appeal
Personalized certificate makes a thoughtful gift for any occasion'
- 'description
Magic The Gathering Ashiok Nightmare Muse Theros Beyond DeathName Ashiok Nightmare
Muse
Set Theros Beyond Death
A single individual card from the Magic the Gathering MTG trading and collectible
card game TCGCCG'
- 'description
Air Dancers inflatable tube man 20ft blue custom embroidered with WINDOW TINT
down the center in white lettering This same message is embroidered on the second
side as well This Air Dancers inflatable tube man is compatible with all 18 diameter
Velcro mount blowers Blower not included Spend the extra money to let your customers
know what you are promotingDesigned to Grab Attention the dynamic waving motion
fringed hair eyes and iconic face attract customers to your business and bring
attention to whatever youre promoting
Long Lasting Durable Material LookOurWay Air Dancers are constructed with high
strength polyamide nylon silk with added tarpaulin ensuring a longlasting flexible
ripproof product
CostEffective Marketing Tool Promote your business or grand opening event with
our affordable dancing tube man Air Dancers are a great way to get your business
noticed at a low cost
Perfect Promotional Gift Is anyone close to you starting their new business or
hosting an event Surprise them with this innovative advertising gift and help
them attract new customers in style
Product Specifications Air Dancers inflatable tube man attachment height 20 Feet Attachment
diameter 18 inches Compatible with all 18 inch diameter velcro mount blowers Blower
Not Included'
- source_sentence: "title: \nHobbyPark Aluminum Axle Carriers Knuckle LR Replacement\
\ of 5334 for Traxxas 110 ERevo BrushlessRevo 33SummitEMaxxTMaxx RC Monster Truck\
\ 4Pack Blue"
sentences:
- 'description
Hunt for eggs with this fun LEGO BrickHeadz Easter Bunny construction character
Check out its cute cheeks and enormous movable ears This perfect seasonal gift
also comes with a detachable carrot and bucket plus 2 Easter eggs and flowers
and stands on a buildable collectors baseplate with a seasonal calendar and BrickHeadz
logo for easy display in the home office or anywhere they likeBuildable LEGO BrickHeadz
Easter Bunny construction character features decorated eyes movable ears and a
detachable carrot and bucket
Also includes 2 buildable Easter eggs and flowers
Each LEGO BrickHeadz construction character comes with its own buildable collectors
baseplate featuring a seasonal calendar and BrickHeadz logo
Have fun growing your LEGO BrickHeadz collection with other characters from your
favorite films TV series games and comics
Mash up your LEGO BrickHeadz construction characters to create supercool hybrids
or your own amazing characters
Stands over 4inch 12cm tall without baseplate and baseplate measures over 4inch
12cm wide and 1inch 5cm deep'
- 'description
LITTLE RETRO TOYS THAT PROMISE LOTS OF FUN
Ol School Entertainment
Simple yet addictively fun uncomplicated yet thoroughly entertaining these rubber
ball poppers keep sparking smiles over and over again Inspired by their 90s counterparts
these retro popup toys fuel the fun with a simple action Just flip them inside
out place them on a flat surface wait for a second or two and watch them let out
a delightful pop and jump off the ground Little ones will love the fun assortment
of color and superhero terms such as BAM POW BOP sayings among others Theyre perfect
for fun indoors outdoors and away from home
Great for Gifting
Whether youre looking for party favors for your little ones birthday party unique
party supplies prizes for that kids carnival or contest or good behavior incentives
for your star students these rubber poppers are guaranteed to be a hit Every set
not only comes with 12 poppers to give you enough to dish around but also a 100
moneyback guarantee to give you total peace of mind Inspire a rush of smiles and
giggles without having anything to lose
Heres why youll love these popper toys
Come in a pack of 12 to give you great value
Includes a fun assortment of superhero terms for even more fun
Very easy to use by kids as young as 3
Great for keeping little ones occupied when traveling
Make great party favors for boys and girls
Backed by a nohassle 100 moneyback guarantee
Spread smiles and delight with these superfun retro poppersBULK PACK OF 12 Get
the best bang for your buck as you treat the kiddos to a total blast Every set
comes with 12 superhero themed poppers They include terms such as BAM POW BOP
sayings among others Assortment may vary
AWESOME RETRO FUN A blast from the past that the little ones will simply love
These half rubber ball poppers are simple but oh so fun Flip them inside out place
them on a flat surface and watch them pop Just what you need to spark instant
smiles
TAKE THEM ON THE GO Pocketsized fun to make time away from home less of a drag
These popup rubber ball toys measure 175 in diameter Slip one in your pocket whip
it out whenever boredom starts to set in and brighten up any slow day with old
school fun
COOL PARTY FAVORS Looking for birthday party favors for boys and girls Goodie
treat bag fillers that suit just about any theme The jumping ball toys are guaranteed
to be a hit Theyre also great as piata fillers good behavior incentives and stocking
stuffers For kids 3
BUY RISKFREE We fully stand behind our products with a best satisfaction and 100
moneyback guarantee Not satisfied with these superhero sayings poppers Well send
you a replacement or issue a full refund Click Add to Cart now to get your set
riskfree'
- 'description
Note The color of the item may vary slightly due to photography and your own computer
Theres some little error from human measuring
Customer Satisfaction Guarantee
If you are not 100 completely satisfied with our products please do not hesitate
to contact us to request a refund or exchange
Item
Aluminum Axle Carriers Knuckle LR
Package Include
4 pieces 2x Right 2xLeft
Features
Made Of Quality Aluminum AlloyReplacement of Part 53345334R CNC machined for precision
Compatible with
Traxxas 110 EMaxx Brushless EMaxx ERevo Brushless ERevo TMaxx RC Monster Truck
Car
Note
Check your specific models manual for compatibilityor Contact usCNC machined for
precisionIncreased strength and precisionEasy upgrade from the original part
Compatible with Traxxas 110 EMaxx Brushless EMaxx ERevo Brushless ERevo TMaxx
RC Monster Truck Car
Replacement of Part 53345334R
Package Include 4 pieces As shown in the picture
Produced By HobbyPark Well made and durable100 New'
- source_sentence: "title: \nSkyrocket Beastie Buds Interactive Electronic Toy for\
\ Boys and Girls Snap Dragon Dancing Slug Chomping Plant with Attitude"
sentences:
- "description\nSpecification\nMaterial metal Color as shown Quantity 1x dollhouse\
\ coffee pot\nNote\n Keep the miniatures dry and cool avoid sunlight Small parts\
\ please use under the supervision of adults Customer Service We have a 100 satisfaction\
\ guarantee If you have any question before or after purchasing please feel free\
\ to contact us\nOdoria Miniature\nMeet more miniatures in our shop\nOdoria\n\
\ Youve never seen these beforeScale 112 miniature dollhouse accessories\nPackage\
\ Included 1x miniature coffee pot Not Including Other Items\nDimension LxWxH\
\ 11x06x11 inch\nApplication Suitable for 112 scale miniature kitchen decoration\
\ delicate ornaments for dollhouse additional items to make your dollhouse more\
\ complete\nHigh Quality Exquisite details perfect as gift for friends It will\
\ bring more fun to your dollhouse decoration"
- 'description
From the anime series Demon Slayer Kimetsu no Yaiba comes a DX figma of Inosuke
Hashibira Using the smooth yet poseable joints of figma you can create a variety
of poses from the series A flexible plastic is used for important areas allowing
proportions to be kept without compromising posability He comes with three face
plates including a standard face an unmasked face and an angry face Optional parts
include his Nichirin Blade expression effect stickers his boar mask and attacking
effect parts for recreating his Beast Breathing techniques An articulated figma
stand is included to display the figma in a variety of posesA Max Factory import
From the hit anime Demon Slayer Kimetsu no Yaiba
Comes with three face plates including a standard expression unmasked face and
an angry face
Optional parts include his Nichirin Blade expression effect stickers his boar
mask and attacking effect parts
Articulated figma stand is included for multiple posing options'
- 'description
Feeeeed Me These arent your mommas spring flowers Beastie Buds are alive Theyre
snarky theyre cantankerous and theyre HUNGRY These funny interactive plants are
real beasts to take care of Pet their heads and they rise from the dirt Rub the
wrong wayLook outthey might bite Beastie Buds dont like sun and water they prefer
eating slugs and bugs Gross They mumble and grunt but music can soothe these savage
beasts Plug in a boom box and theyll dance to the beat of their favorite tunes
Beastie Buds the plants with attitudeInteractive plant creature that reacts to
your touch
Feed him slug balls again and again
Includes boom box to make him dance
50 sounds reactions'
- source_sentence: "title: \nHatchimal Pixies Riders Lilac Luna Pixie and Swanling\
\ Glider Set with Mystery Feature"
sentences:
- 'description
From the Manufacturer
A fun and girly way to liven up your wallssatin soft sculpture for wall or ceiling
decoration5 color striped satin rainbowSatin soft sculpture for wall or ceiling
decoration
5 color striped satin rainbow
Blue satin clouds with heart pattern
Satin flower and heart motifs with Satin ribbons
Crystal beaded fringe'
- 'description
Introducing an allnew mystical connection between Hatchimals and Pixies Pixies
Riders These beautiful Pixies feature fluttery wings poseable heads and legs and
come with a matching Glider they can really ride When these stunning Hatchimals
duos ride together they measure 35 inches tall Pixies Riders have a magical unboxing
experience First hatch the heart to reveal your perfect Pixie Next slide the box
out of its sleeve and open the enchanted castle inside Discover your gorgeous
Hatchimals Glider necklaces and tiaras for your Pixie and Glider a display stand
and an exclusive Hatchtopia Life code to use in the free app compatible on iOS
and Android devices Once youve unboxed your fantastical Pixie and Glider the box
becomes a palace playset unique to your Pixies Riders duo You can also flip the
heart over and use it to display your new friends in front of their castle When
youre finished playing close up the box and take it with you anywhere you go With
10 Pixies Riders to collect including two special editions each sold separately
which mystical pair will be your favorite Each Pixies Riders duo has a unique
feature like metallic glowinthedark color change and more Add all of the majestic
Pixies Riders to your collection and ride into adventurePIXIES RIDER AND HATCHIMALS
GLIDER This Pixie has fluttery wings poseable legs and comes with a matching Glider
she can really ride Both have beautiful mystical details and poseable heads
MYSTERY FEATURES AND MATCHING ACCESSORIES Each duo includes 4 matching accessories
and 1 of 10 unique features to discover like fuzzy color change metallic and more
What feature will you reveal
MAGICAL UNBOXING The box becomes a playset and a beautiful display for your Pixies
Riders Each box has different artwork to enhance your magical Hatchimals storytelling
Collect all 10 castles
Includes 1 Hatchimals Pixie 1 Hatchimals Glider 4 Accessories 1 Display Stand
1 Checklist 1 Instruction Sheet 1 Hatchtopia Life App Token'
- 'description
The CRIMSON GUARD are the elite shock troops of the COBRA legions All Sieges must
hold a degree in either law or accounting and must be in top physical condition
Final stages of training take place in the deepest recesses of COBRA Headquarters
and are purported to involve an initiation ceremony too hideous to describeBuilding
the perfect army just got a little easier Great for the real GI Joe collectorCelebrate
25 years of the ultimate action team with these articulated action figures Figures
also comes with interchangeable weaponsGI Joe 25th Anniversary 3 34 Action Figure
Collection from Hasbro
This Toys R Us exclusive trooper builder set includes 5 Crimson Guard action figures
For Ages 5 Up'
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---
# EmbeddingGemma-300m trained on toys and games
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m). 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](https://huggingface.co/google/embeddinggemma-300m) <!-- at revision 57c266a740f537b4dc058e1b0cda161fd15afa75 -->
- **Maximum Sequence Length:** 256 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
- **Language:** en
- **License:** apache-2.0
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 256, 'do_lower_case': False, '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:
```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("rabaevn/EncodeRec_Toys")
# Run inference
queries = [
"title: \nHatchimal Pixies Riders Lilac Luna Pixie and Swanling Glider Set with Mystery Feature",
]
documents = [
'description\nIntroducing an allnew mystical connection between Hatchimals and Pixies Pixies Riders These beautiful Pixies feature fluttery wings poseable heads and legs and come with a matching Glider they can really ride When these stunning Hatchimals duos ride together they measure 35 inches tall Pixies Riders have a magical unboxing experience First hatch the heart to reveal your perfect Pixie Next slide the box out of its sleeve and open the enchanted castle inside Discover your gorgeous Hatchimals Glider necklaces and tiaras for your Pixie and Glider a display stand and an exclusive Hatchtopia Life code to use in the free app compatible on iOS and Android devices Once youve unboxed your fantastical Pixie and Glider the box becomes a palace playset unique to your Pixies Riders duo You can also flip the heart over and use it to display your new friends in front of their castle When youre finished playing close up the box and take it with you anywhere you go With 10 Pixies Riders to collect including two special editions each sold separately which mystical pair will be your favorite Each Pixies Riders duo has a unique feature like metallic glowinthedark color change and more Add all of the majestic Pixies Riders to your collection and ride into adventurePIXIES RIDER AND HATCHIMALS GLIDER This Pixie has fluttery wings poseable legs and comes with a matching Glider she can really ride Both have beautiful mystical details and poseable heads\nMYSTERY FEATURES AND MATCHING ACCESSORIES Each duo includes 4 matching accessories and 1 of 10 unique features to discover like fuzzy color change metallic and more What feature will you reveal\nMAGICAL UNBOXING The box becomes a playset and a beautiful display for your Pixies Riders Each box has different artwork to enhance your magical Hatchimals storytelling Collect all 10 castles\nIncludes 1 Hatchimals Pixie 1 Hatchimals Glider 4 Accessories 1 Display Stand 1 Checklist 1 Instruction Sheet 1 Hatchtopia Life App Token',
'description\nThe CRIMSON GUARD are the elite shock troops of the COBRA legions All Sieges must hold a degree in either law or accounting and must be in top physical condition Final stages of training take place in the deepest recesses of COBRA Headquarters and are purported to involve an initiation ceremony too hideous to describeBuilding the perfect army just got a little easier Great for the real GI Joe collectorCelebrate 25 years of the ultimate action team with these articulated action figures Figures also comes with interchangeable weaponsGI Joe 25th Anniversary 3 34 Action Figure Collection from Hasbro\nThis Toys R Us exclusive trooper builder set includes 5 Crimson Guard action figures\nFor Ages 5 Up',
'description\nFrom the Manufacturer\nA fun and girly way to liven up your wallssatin soft sculpture for wall or ceiling decoration5 color striped satin rainbowSatin soft sculpture for wall or ceiling decoration\n5 color striped satin rainbow\nBlue satin clouds with heart pattern\nSatin flower and heart motifs with Satin ribbons\nCrystal beaded fringe',
]
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([[ 0.5900, -0.1375, 0.2649]])
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 386,737 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: 8 tokens</li><li>mean: 26.17 tokens</li><li>max: 70 tokens</li></ul> | <ul><li>min: 14 tokens</li><li>mean: 163.64 tokens</li><li>max: 256 tokens</li></ul> |
* Samples:
| title | description |
|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>title: <br>Meeruz 5Pcs Magic Butterfly Flying in The Book Fairy Rubber Band Powered Wind Up Butterfly Toy Great Surprise for Wedding and Birthday Gifts</code> | <code>description<br>Wind up this clever little device and hide it inside a book or greeting card When it is set free the butterfly will spin and fly up to 20 feet in the air Amazing These are made adorable stocking stuffers for the kids They are so much fun to use You can place one in a book a card or wherever you please and have it fly out when somebody opens it which is very fun and a cute surpriseMagic flying butterflies small and flexible watch their face as heshe opens the wish card there will be a beautiful butterfly flying out which can gives her eyes a bright and pleasant surprise<br>You can put it in cards books letters you name it<br>Flies a great distance in the air<br>Prank your parents kids colleagues and more<br>NOTE Designs will come at random</code> |
| <code>title: <br>GDOOL 12010 Wheel Hex Accessories Spare Parts for 116 16890A 16890 16889 16889A RC Cars</code> | <code>description<br>12010 Wheel Hex Accessories Spare Parts for 116 16889 16890 RC CarsOriginal Accessories and Qaulity GuaranteeIt work with any 116 4WD 16889 16890 RC Monster Trucks<br>100 Brand NewIt is perfect for vehicle type cars practical and durable for longterm use<br>Item No12010 Wheel Hex<br>High QualityIt made of High Quality ABS Plastic 100 environmentfriendly and it is a good choice of your truck<br>Good Aftersales service30Day Money Back Guarantee and Ready to respond within 24 hours</code> |
| <code>title: <br>Turnigy 2700mAh 3S 20C Lipo Pack Suitable for Quanum Nova Phantom QR X350</code> | <code>description<br>Turnigy batteries are known the world over for performance reliability and price Its no surprise to us that Turnigy Lipoly packs are the goto pack for those in the know Turnigy batteries deliver the full rated capacity at a price everyone can afford Turnigy batteries are equipped with heavy duty discharge leads to minimise resistance and sustain high current loads Turnigy batteries stand up to the punishing extremes of aerobatic flight and RC vehicles Each pack is equipped with gold plated connectors and JSTXH style balance connectors All Turnigy Lipoly batteries packs are assembled using IR matched cellsYou wont find a better deal in Lipoly batteries anywhereSpecMinimum Capacity 2700mAhConfiguration 3S1P 111v 3CellConstant Discharge 20CPeak Discharge 10sec 40CPack Weight 205gPack Size 105 x 35 x 29mmCharge Plug JSTXHDischarge plug XT60Note For use with Walkera QR X350 a battery plug adapter is required See related items below</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": 8,
"gather_across_devices": false
}
```
### Evaluation Dataset
#### Unnamed Dataset
* Size: 82,872 evaluation 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: 9 tokens</li><li>mean: 25.53 tokens</li><li>max: 77 tokens</li></ul> | <ul><li>min: 16 tokens</li><li>mean: 163.11 tokens</li><li>max: 256 tokens</li></ul> |
* Samples:
| title | description |
|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>title: <br>Blue and Black Silver Balloon garland kit 140pcs Royal blue and silver starburst Disco ball balloons for men 30th Birthday Party graduation 80s 90s Disco theme Decorations</code> | <code>description<br> Blue Black silver Balloon Dark Blue Chrome Silver Disco Theme Balloons garland KIT including 130Pcs balloons in 4 sizes 5101218 inchand Large 27inch silver starburst 5pcs 22inch Silver Disco Balloons 4 balloon toolsenough for 1216FT Garland Classics color theme For 80s90sY2k Disco Music theme PartyLets lose yourself to Dance One more timeDisco Blue Black silver Balloon Dark Blue Chrome Silver Disco Theme Balloons garland KIT including 130Pcs balloons in 4 sizes 5101218 inchand Large 27inch silver starburst 5pcs 22inch Silver Disco Balloons 4 balloon toolsenough for 1216FT Garland Classics color theme For 80s90sY2k Disco Music theme PartyLets lose yourself to Dance One more time<br>Kozee Reliable Color We insist on 100 real photography by using Color Correction CardProviding True Color of every single balloonswhat you have to do is trust your color insprition and ideaReliable Consistent Color Balloons to Make your Party Decor Perfect<br>Create your own Themed decorcan be used fo...</code> |
| <code>title: <br>Brown Resin Hand Painted Basketball Shaped Piggy Bank</code> | <code>description<br>Brown resin hand painted basketball shaped piggy bank Includes gift box 3 12H X 3 34Diameter3 12H X 3 34Diameter<br>basketball shaped piggy bank<br>Burton Burton<br>Sports Champ<br>Resin</code> |
| <code>title: <br>Epic ProRaw Wired Video AdapterPart 94 Drone Flyer</code> | <code>description<br>This gorgeous DJI osmo proraw wired video adapter part 94 has the finest details and highest quality you will find anywhere DJI osmo proraw wired video adapter part 94 is truly remarkable Product details condition brand newPerfect purchase for any hobby<br>Great craftsmanship<br>Must buy item</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": 8,
"gather_across_devices": false
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `per_device_train_batch_size`: 128
- `per_device_eval_batch_size`: 128
- `learning_rate`: 2e-05
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `fp16`: True
- `push_to_hub`: True
- `hub_model_id`: rabaevn/EncodeRec_Toys
- `hub_strategy`: checkpoint
- `prompts`: {'title': 'task: search result | query: ', 'description': 'title: none | text: '}
- `batch_sampler`: no_duplicates
- `router_mapping`: {'title': 'query', 'description': 'document'}
#### 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`: 128
- `per_device_eval_batch_size`: 128
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 2e-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
- `use_ipex`: False
- `bf16`: False
- `fp16`: True
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch_fused
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: True
- `resume_from_checkpoint`: None
- `hub_model_id`: rabaevn/EncodeRec_Toys
- `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`: False
- `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`: False
- `prompts`: {'title': 'task: search result | query: ', 'description': 'title: none | text: '}
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
- `router_mapping`: {'title': 'query', 'description': 'document'}
- `learning_rate_mapping`: {}
</details>
### Training Logs
| Epoch | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.0165 | 50 | 0.411 |
| 0.0331 | 100 | 0.1448 |
| 0.0496 | 150 | 0.1364 |
| 0.0662 | 200 | 0.1064 |
| 0.0827 | 250 | 0.119 |
| 0.0993 | 300 | 0.1209 |
| 0.1158 | 350 | 0.1335 |
| 0.1324 | 400 | 0.122 |
| 0.1489 | 450 | 0.1231 |
| 0.1655 | 500 | 0.1147 |
| 0.1820 | 550 | 0.1224 |
| 0.1985 | 600 | 0.1113 |
| 0.2151 | 650 | 0.1054 |
| 0.2316 | 700 | 0.1013 |
| 0.2482 | 750 | 0.1019 |
| 0.2647 | 800 | 0.0964 |
| 0.2813 | 850 | 0.0961 |
| 0.2978 | 900 | 0.0927 |
| 0.3144 | 950 | 0.0946 |
| 0.3309 | 1000 | 0.0988 |
| 0.3475 | 1050 | 0.091 |
| 0.3640 | 1100 | 0.091 |
| 0.3805 | 1150 | 0.0802 |
| 0.3971 | 1200 | 0.0824 |
| 0.4136 | 1250 | 0.0845 |
| 0.4302 | 1300 | 0.09 |
| 0.4467 | 1350 | 0.0866 |
| 0.4633 | 1400 | 0.0826 |
| 0.4798 | 1450 | 0.0735 |
| 0.4964 | 1500 | 0.0801 |
| 0.5129 | 1550 | 0.0694 |
| 0.5295 | 1600 | 0.0681 |
| 0.5460 | 1650 | 0.0741 |
| 0.5625 | 1700 | 0.0855 |
| 0.5791 | 1750 | 0.0789 |
| 0.5956 | 1800 | 0.061 |
| 0.6122 | 1850 | 0.077 |
| 0.6287 | 1900 | 0.085 |
| 0.6453 | 1950 | 0.0661 |
| 0.6618 | 2000 | 0.0676 |
| 0.6784 | 2050 | 0.0598 |
| 0.6949 | 2100 | 0.0734 |
| 0.7114 | 2150 | 0.0653 |
| 0.7280 | 2200 | 0.0751 |
| 0.7445 | 2250 | 0.064 |
| 0.7611 | 2300 | 0.0624 |
| 0.7776 | 2350 | 0.064 |
| 0.7942 | 2400 | 0.0584 |
| 0.8107 | 2450 | 0.0577 |
| 0.8273 | 2500 | 0.0536 |
| 0.8438 | 2550 | 0.0562 |
| 0.8604 | 2600 | 0.0546 |
| 0.8769 | 2650 | 0.0551 |
| 0.8934 | 2700 | 0.0619 |
| 0.9100 | 2750 | 0.0501 |
| 0.9265 | 2800 | 0.0488 |
| 0.9431 | 2850 | 0.0596 |
| 0.9596 | 2900 | 0.0514 |
| 0.9762 | 2950 | 0.0556 |
| 0.9927 | 3000 | 0.0395 |
### Framework Versions
- Python: 3.12.7
- Sentence Transformers: 5.1.0
- Transformers: 4.55.2
- PyTorch: 2.8.0+cu126
- Accelerate: 1.10.0
- Datasets: 4.1.1
- Tokenizers: 0.21.4
## 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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