---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:1007606
- loss:CachedMultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
- source_sentence: "title: \nPhi Tee Tail Retractable Golf Towel Set Portable Golf\
\ Ball Washer 12X12"
sentences:
- 'description
Want to hold up to 50 rounds of ammo conveniently These flip top boxes are available
in five sizes to accommodate any type of handgun ammo They are stackable for storage
feature an easytogrip textured surface and come with a load label
All MTM CaseGards are MADE IN USA in our factory in Dayton OhioFor 45 ACP 10mm
Auto 40 SW 41 Action Express 357 Sig 44 Auto Mag 45 Auto Rim 45 GAP 38 Casull
400 CorBon 8mm Nambu
Scuffresistant textured surface
Maximum Overall Length 130
Stacking feet mechanical hinge and load labels
Snap lock latch 25 year guarantee Made in USA'
- 'description
Innovative Golf TowelBall Washer System for Every Golfer Cleverly solves the drawbacks
associated with golf towels Rare but if defective components are found free replacements
will be sent out upon request All of our products are HighQuality GUARANTEEDRetractable
Wearable Belt Loop dont forget or lose with 2 Quality Pocket Water Spray Pens
The Most Simple and Effective Portable Golf Ball Washer Set
Premium Microfiber Waffle Texture Towel Perfect 12X12 Size for Ball and Club
Head Cleaning
Easily Attached and Detached from the Durable Retractable Keyring for Frequent
Washing
All HighQuality Components Any Defects will be Replaced for Free'
- 'description
The Dura Outdoor Pickleballs also known as the Dura Fast 40 are a seamless plastic
whiffle ball specially designed for pickleball They like all outdoor pickleballs
have thick walls The purpose of using hard plastic for a pickleball is to increase
the life span of the ball in rough outdoor conditions The name of the ball is
short for durable and these balls live up to their name We are sure you will love
playing with them We certainly do So a little bit about the manufacturing process
To start the ball is made by injecting a single glob of hot plastic into a mold
The mold is closed and rotated to spread the plastic evenly around the walls of
the mold When the mold has stopped spinning it is opened and the new ball is removed
from the mold Sometimes there is a minor separation seam from excess plastic that
leaked out of the mold This excess plastic is sanded off Look inside the ball
and you will not see a seam We double dare you There are two sizes of holes drilled
into this ball The two sizes of holes and the hole configuration help make the
ball more aerodynamic The Dura Outdoor Pickleballs is a heavy ball weighing 092
ounces This weight helps keep the ball flying straight even in windy conditions
The weight also makes them a fast ball compared to the softer and lighter jugs
indoor pickleball The Dura are also a rather big the ball measures 29375 in diameter
The ball has an average bounce height of 32 promising lively response to every
hit Formerly called the Dura 56 the manufacturer changed the name several years
ago to the Dura Fast 40 We are happy with either of the names frankly For many
years this ball has been the official ball for the USA Pickleball Associations
National Pickleball Tournament so you know its got to be a great choice in the
pickleball world The Dura brand ball is the original pickleball although now there
are several companies making identical outdoor pickleballs such a'
- source_sentence: "title: \n47 NFL Atlanta Falcons Womens Trytop Cuff Knit Hat with\
\ Pom Red"
sentences:
- 'description
Show off your team spirit in style with officiallylicensed NFL team headwear apparel
from 47 Brand 47 provides the quality all true fans desire in their gear Known
for their vintage look and feel 47 has managed to also provide a new school spin
to this old school craze Their presentday success comes from never forgetting
their roots In 1947 twin brothers and Italian immigrants Arthur and Henry DAngelo
founded their company Twins Enterprises in Boston MA The DAngelos sold pennants
and other sports memorabilia on the streets around Fenway Park and through a combination
of hard work sound instincts and incredible passion the brothers were able to
grow their business from a single street cart to a premier sports lifestyle brand
that uniquely melds sport and style Now known as 47 Brand they produce a unique
mix of the finest headwear and apparel with an unparalleled attention to detail
which has helped established them as a premium global sportswear brand wellknown
by fans the world over 47 is proud to be an Officially Licensed partner with the
four key professional American sports leaguesMLB NFL NBA NHLas well as over 650
NCAA colleges universitiesImported
Support your favorite team in style comfort
Officially licensed product of the National Football League
47 Brand produces only the finest sportswear for the fashionconscious fan
Widely known and loved by sports fans for its vintage look feel
Check out all new 47 caps knits tshirts hoodies pullovers socks scarves and more available
for all your favorite teams'
- 'description
3 Pair Lenses Black Ice Blue Mirror Coating Titanium Mirror Coating
Features
1 Made of premium quality which offers 100 UV Protection 100 Polarized 2 Precision
Cut and Guaranteed to fit with the original Oakley Eyepatch 2 Sunglasses frame
extremely seamless 3 Optional Mirror Coatings optimize usable light for specific
environment and activities 4 Easy to install 5 Reduces glare and enhances contrast
perfectly 6 Comes with fibre cleaning cloth and compatible size of hard protection
case
Not include the Frame
Disclaimer Our lenses are not affiliated with Oakley in any aspects
This Lenses Fit Oakley Model
Eyepatch 1 Not Fit
Eyepatch 2 Fit
Make sure the oakley model and lenses is the right one you need If you are not
sure please search the SKU which is marked on your frame
Fit SKU OO91363 Pair Lenses Black Ice Blue Mirror Coating Titanium Mirror Coating
This Lenses Only Fit Oakley Eyepatch 2 Sunglasses if you are not sure please search
the SKU which is marked on your frame OO9136
100 Polarized and 100 UV Protection on all lenses
Suitable for cycling running driving and other outdoor sports and activities
Precision Cut and Guaranteed to Fit
Reduces glare and enhances contrast perfectly'
- 'description
NCAA Alabama Crimson Tide Neoway Cap MediumLarge100 Cotton
39Thirty stretch fit 100 Cotton front with Spacer Mesh mids and rear of cap
Primary Team logo in raised embroidery on the front of the cap
Secondary Team logo in flat embroidery on back of cap
SmMed fits sizes 7 thru 7 38 MedLg fits sizes 7 14 thru 7 58'
- source_sentence: "title: \nDV8 Thug Bowling Ball"
sentences:
- 'description
Product name No Storage Swimming Lifesaving Drift Bag Size4829cm Material035mm
Ecofriendly PVC BuoyancyMax 10KG FeaturesEquipped with inflatable gas nozzlewithout
storage spaceIt can not put anything Note 11Befor you swimmingYou can blow air
through the air mouth and then ensure there is no leakage by submerging the buoy
2 Do not let sharp objects damage the air bag after entering the water 3 Be careful
not to let the connection rope entangle the body 4 In case of emergency use in
the water keep calm and relaxed Hold fast and dont panic And quickly to a safe
area shallow water shore or call for help Package included 1Pcs Swim bouy without
storage spacePatron Saint of Swimming Safety With bright appearance eyecatching
in the water it is easy to be found in distress and can quickly use the buoyancy
of independent air bags for selfrescue and a short rest it is your guardian angel
of water safety
Easily Inflatable Storable and Easy to UseIt only takes 10 seconds to inflate
by blowing with the mouth very simple and convenient to use It has independent
storage space and can be used for personal belongings
UltraPortable and Easy to Store It is light and small after being deflated so
it is easy to store and carry Material is PVC its environmental protection safe
durable
As a Thoughtful Gift For relatives and friends who like swimming or water sports
Guarantee of water safety One of the necessary equipment for open water swimming
In the water can be used as a lifesaving sign Swimming float it can also remind
passing vessels'
- 'description
Featuring the new Class 13F Hybrid Reactive coverstock wrapped around the Thug
core the Thug skids easily through the front and midlane flipping on the backend
for the most breakpoint potential of any DV8 ever on medium to oily lane conditions
The DV8 Thug can be drilled using the standard drilling techniques developed for
bowling balls with asymmetric cores Core Type Thug Low RG Coverstock Class 13F
Reactive Finishing Steps 500 Siaair Micro Pad Royal Compound Weights 1216 Asymmetrical
Diff 0015 at 15 lbs RG Max 2557 at 15 lbs RG Min 2505 at 15 lbs RG Differential
0052 at 15 lbs To reduce oil absorption and remove dirt from the surface of the
ball clean your ball with a cleaner designed for reactive bowling balls after
each session Look We dont screw around DV8 bowling balls have been manufactured
to the highest standards of workmanship and material We warrant that theyll be
free of defects in materials and workmanship for a period of two years from the
date of purchase We agree to repair or replace the ball you bought if at any time
during the warranty period its found to be defective in material or workmanshipFeaturing
the new Class 13F Hybrid Reactive coverstock wrapped around the Thug core the
Thug skids easily through the front and midlane flipping on the backend for the
most breakpoint potential of any DV8 ever on medium to oily lane conditions
The DV8 Thug can be drilled using the standard drilling techniques developed for
bowling balls with asymmetric cores
Core Type Thug Low RG Coverstock Class 13F Reactive Finishing Steps 500 Siaair
Micro Pad Royal Compound Weights 1216 Asymmetrical Diff'
- 'description
If you havent tried it yet ultralight fishing can be one of the most enjoyable
ways to fish The Shakespeare Micro Series rods have a variety of actions and lengths
to fit any species and are perfect for fishing with lighter lures and linesMicro
Series Spinning Rod 7
Micro Series Spinning Rod 7
Micro Series Spinning Rod 7
Micro Series Spinning Rod 7
Micro Series Spinning Rod 7
Graphite composite rods with perfect light and ultra light actions
Full cork handles
Conventional reel seat with cushioned hoods
Stainless Steel guides with stainless steel inserts'
- source_sentence: "title: \nAltus Athletic 4Inch Premium Padded Lifting Belt Large"
sentences:
- 'description
Premium padded leather weight lifting belt is competition approved 4 inch size
and offers added support to the core muscle groups during heavy exerciseTraditional
Leather Belt
4 in Wide Belt Saddle Stitched
TwoTongue Steel Buckle With Oval Belt Holes
Padded Suede Lining'
- 'description
NYX Lightning combines cutting edge performance and classic stylingNylon frame
Nylon lens
NonPolarized
Amber lens filters blue light and increases contrast
Italian made frame has smooth clean lines
8 base Lens optimizes sun protection
TR90 Memory Nylon Frame and Polycarbonate Lens
Complete with carrying case and microfiber pouch'
- 'description
The Yoga Mat is made with high quality imported TPE materialhealthgreen soft odorlessit
comes with carry stripgift packingwe focus on the quality onlyit cant be compared
with the price for the normal exercise mat pilatespadif you want the best yoga
mateours are your best choice Remember No NBR PVC Only TPE Cleanng method Do
not use a washing machine or dryer Method 1 Please wipe the mat with cloth depped
in suds or laundry powder solution Then rinse with water and wipe it off from
mat with towel or cloth Method 2 Please soak yoga mat in warm water with some
vinegar for 30 minlay out the whole mat in bath tube with some warm water the
water must cover the mat and put some200ml white vinegar with itThen wipe the
water off from mat with towel or cloth72 x 24Inches14 thicky yoga mats ensure
comfortable for youeasy carry for travel
Health Fitness Non toxic Odorless Phthalate FreeThis pilates mat is safe for stretching
and toning workouts
TPE material lake blue rosered grassgreen violetgreen black bluegrey blackgreen
8 color for choiceblackgreen and bluegray are doublesidememory foam protects your
knees and joints which allow you to grip the floor for balance
Ribbed surface on one side with a smooth surface on the other nonslip surface
grips the floor to prevent injuries
Elegant easytoclean durable and long lasting material Features an integrated carry
strap'
- source_sentence: "title: \niGreely Trolling Motor Plug and Receptacle Male Plug\
\ Female Panel Mount Socket Waterproof IP67 2Pin Connector 12V 24V 36V 48V Plug\
\ for Trolling Motor Marine Boat RV Solar Panel"
sentences:
- 'description
Miniature padded halter made of 34 inch webbing Features padded nose and crown
Snap at throat with adjustable nose and crownItem Package Dimensions 58 L X 188
W X 244 H Cm
Product Type Sporting Goods
Item Package Weight 0272 kgs
Country Of Origin China'
- 'description
Note The terminals are small its a little difficult to solder 12 or 10 gauge cable
but its easy for 14 gauge
Product Parameter
Wire specification25M5M1412AWG
Line diameter range812
Diameternumber274
Rated currentA20A
Operation voltageACVRMS500V
Contact resistance1m
Temperature rise20A per contact at 3025A4030A50
Withstand voltage ACV1minute2500V
Insulation resistance500M
Protection levelIP65IP67
Mating cycle500 times
Working temperature4080
Connection modeQuick plug connection
Wiring modeWelding Crimping
Material
Insulation componentsHighperformance engineering plastics
HardwareZinc alloyNickel Plating
PINCopper alloy gold plated
Waterproof circleSilica gel
Flame retardant gradeUL94V02 pin power industrial circular connector is used for
power and signal perfectly fits Furrion solar port that many RVs come with eg
Grand Design Forrest River
Rated current 20A operation voltage 500VAC outdoor waterproof IP67Goldplated contacts
high strength corrosion resistance good electrical conductivity effective response
to current temperature changes
Protected against solids liquids provide a secure and reliable connection in
the harsh environment
PBT material of the protective housing with characters of fire safety compression
antiexplosion and antideformation
Widely used in data acquisition systems inclinometer computer automation measurement
and control systems mechnical equipment audiovideo communications automotive and
other industries
Trolling Motor Plug and Receptacle Male Plug Female Panel Mount Socket Waterproof
IP67 2Pin Connector 12V 24V 36V 48V Plug for Trolling Motor Marine Boat RV Solar
Panel
Note The terminals are small its a little difficult to solder 12 or 10 gauge cable
but its easy for 14 gauge'
- 'description
Full leather construction perforated palm and fingers for breathability an optifeel
closure and bright colors make Callaways Opticolor glove the best choice for performance
and fashion
Opti Feel Leather
Premium Feel Fit and Comfort
Premium Feel Fit and Comfort
Perforations on Palm Top of Hand and Fingers
Moisture Reduction Increased Breathability
Moisture Reduction Increased Breathability
Opti Fit Adjustable Closure
Thin Light and Secure Fit
Thin Light and Secure FitLeather
LeftWorn on Left Hand
Opti feel plus leather premium feel fit and comfort
Perforations on palm fingers and thumb moisture reduction and increased breathability
Opti fit adjustable closure thin light and secure fit'
datasets:
- guyhadad01/Amazon_2023_items_processed_filtered
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---
# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) on the [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) dataset. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 384 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
- [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered)
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/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': 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_Sports")
# Run inference
sentences = [
'title: \niGreely Trolling Motor Plug and Receptacle Male Plug Female Panel Mount Socket Waterproof IP67 2Pin Connector 12V 24V 36V 48V Plug for Trolling Motor Marine Boat RV Solar Panel',
'description\nNote\xa0The terminals are small its a little difficult to\xa0solder 12 or 10 gauge cable but its easy for 14 gauge\nProduct Parameter\nWire specification25M5M1412AWG\nLine diameter range812\nDiameternumber274\nRated currentA20A\nOperation voltageACVRMS500V\nContact resistance1m\nTemperature rise20A per contact at 3025A4030A50\nWithstand voltage ACV1minute2500V\nInsulation resistance500M\nProtection levelIP65IP67\nMating cycle500 times\nWorking temperature4080\nConnection modeQuick plug connection\nWiring modeWelding Crimping\nMaterial\nInsulation componentsHighperformance engineering plastics\nHardwareZinc alloyNickel Plating\nPINCopper alloy gold plated\nWaterproof circleSilica gel\nFlame retardant gradeUL94V02 pin power industrial circular connector is used for power and signal perfectly fits Furrion solar port that many RVs come with eg Grand Design Forrest River\nRated current 20A operation voltage 500VAC outdoor waterproof IP67Goldplated contacts high strength corrosion resistance good electrical conductivity effective response to current temperature changes\nProtected against solids liquids provide a secure and reliable connection in the harsh environment\nPBT material of the protective housing with characters of fire safety compression antiexplosion and antideformation\nWidely used in data acquisition systems inclinometer computer automation measurement and control systems mechnical equipment audiovideo communications automotive and other industries\nTrolling Motor Plug and Receptacle Male Plug Female Panel Mount Socket Waterproof IP67 2Pin Connector 12V 24V 36V 48V Plug for Trolling Motor Marine Boat RV Solar Panel\nNote The terminals are small its a little difficult to solder 12 or 10 gauge cable but its easy for 14 gauge',
'description\nFull leather construction perforated palm and fingers for breathability an optifeel closure and bright colors make Callaways Opticolor glove the best choice for performance and fashion\nOpti Feel Leather\nPremium Feel Fit and Comfort\nPremium Feel Fit and Comfort\nPerforations on Palm Top of Hand and Fingers\nMoisture Reduction Increased Breathability\nMoisture Reduction Increased Breathability\nOpti Fit Adjustable Closure\nThin Light and Secure Fit\nThin Light and Secure FitLeather\nLeftWorn on Left Hand\nOpti feel plus leather premium feel fit and comfort\nPerforations on palm fingers and thumb moisture reduction and increased breathability\nOpti fit adjustable closure thin light and secure fit',
]
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, 0.5476, -0.0452],
# [ 0.5476, 1.0000, -0.0572],
# [-0.0452, -0.0572, 1.0000]])
```
## Training Details
### Training Dataset
#### amazon_2023_items_processed_filtered
* Dataset: [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) at [6b58dd1](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered/tree/6b58dd18854109aac31652e941c667725f6352f0)
* Size: 1,007,606 training samples
* Columns: title and description
* Approximate statistics based on the first 1000 samples:
| | title | description |
|:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string |
| details |
title:
SureGrip Zombie Wheels Low 59mm 4 Pack | description
All Zombie wheels are made in the USA Zombie wheels feature anodized aluminum hubs for maximum durability and precise feel while maintaining rock solid stability This allows our unique urethane compounds to deliver all your power to the floor Choose the Zombie combination that fits your skating style and surface Zombie Aluminum Core Designed in house and manufactured using state of the art machining technology What makes this different from other aluminum cores The Zombie core is machined from a solid billet of aluminum using the same manufacturing processes as we use to make our famous Power Trac racing plates This increases strength and allows us to machine the hub to a tighter tolerance than any other hub on the market Creating the perfect fit between bearing and inner core Cores are then treated with a special anodizing process to increase hub durability and urethane bonding This technology is unique to the Zombie wheel line Zombie Insane Urethane Specially formulated... |
| title:
NHL San Jose Sharks Team Logo Post Earrings | description
Complete your game day outfit with these cute earrings and showcase your team spirit all year round with these NHL Team Logo Post Earrings by Aminco These adorable earrings measure approximately 1inch by 1inch and is decorated with your favorite team colored logo The earrings feature post backings for carefree wear and are NHL officially licensed These would make a great gift for the loyal sports fan in your life100 Synthetic
Imported
Adorable Post Earrings Measures Approximately 1inch by 1inch
Decorated with Team Colored Logo
NHL Officially Licensed
Features Post Backings for Carefree Wear
Complete your Game Day Outfit with these Cute Earrings |
| title:
Team Golf Alamaba Crimson Tide Embroidered Towel from | description
Keep your clubs clean while supporting your favorite collegiate team with this officially licensed NCAA embroidered golf towel from Team Golf The trifold embroidered towel features a hook and grommet and measures 16in x 25inCotton
Trifold golf towel is embroidered with your favorite collegiate teams logo
Hook and grommet
Dimensions W 16 in H 25 in
Officially licensed |
* Loss: [CachedMultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim",
"mini_batch_size": 64,
"gather_across_devices": false
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `per_device_train_batch_size`: 512
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `bf16`: True
- `push_to_hub`: True
- `hub_model_id`: guyhadad01/EncodeRec_22M_Sports
- `hub_strategy`: checkpoint
#### All Hyperparameters