last-checkpoint/README.md

---
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) <!-- at revision c9745ed1d9f207416be6d2e6f8de32d1f16199bf -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 384 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered)
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/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]])
```

<!--
### 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

#### 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: <code>title</code> and <code>description</code>
* Approximate statistics based on the first 1000 samples:
  |         | title                                                                             | description                                                                          |
  |:--------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                               |
  | details | <ul><li>min: 6 tokens</li><li>mean: 19.19 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 13 tokens</li><li>mean: 177.15 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | title                                                                         | description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
  |:------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>title: <br>SureGrip Zombie Wheels Low 59mm 4 Pack</code>                | <code>description<br>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...</code> |
  | <code>title: <br>NHL San Jose Sharks Team Logo Post Earrings</code>           | <code>description<br>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<br>Imported<br>Adorable Post Earrings Measures Approximately 1inch by 1inch<br>Decorated with Team Colored Logo<br>NHL Officially Licensed<br>Features Post Backings for Carefree Wear<br>Complete your Game Day Outfit with these Cute Earrings</code>                                                                                                                                                                                                                                                                                                                                  |
  | <code>title: <br>Team Golf Alamaba Crimson Tide Embroidered Towel from</code> | <code>description<br>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<br>Trifold golf towel is embroidered with your favorite collegiate teams logo<br>Hook and grommet<br>Dimensions W 16 in H 25 in<br>Officially licensed</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 64,
      "gather_across_devices": false
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `per_device_train_batch_size`: 512
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `bf16`: True
- `push_to_hub`: True
- `hub_model_id`: guyhadad01/EncodeRec_22M_Sports
- `hub_strategy`: checkpoint

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 512
- `per_device_eval_batch_size`: 8
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `bf16`: True
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `parallelism_config`: None
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `project`: huggingface
- `trackio_space_id`: trackio
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: True
- `resume_from_checkpoint`: None
- `hub_model_id`: guyhadad01/EncodeRec_22M_Sports
- `hub_strategy`: checkpoint
- `hub_private_repo`: None
- `hub_always_push`: False
- `hub_revision`: None
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`: 
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: no
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `liger_kernel_config`: None
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: True
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional
- `router_mapping`: {}
- `learning_rate_mapping`: {}

</details>

### Training Logs
| Epoch  | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.0254 | 50   | 1.3736        |
| 0.0508 | 100  | 0.9886        |
| 0.0762 | 150  | 0.7345        |
| 0.1016 | 200  | 0.6664        |
| 0.1270 | 250  | 0.6045        |
| 0.1524 | 300  | 0.5898        |
| 0.1778 | 350  | 0.5569        |
| 0.2033 | 400  | 0.5396        |
| 0.2287 | 450  | 0.5298        |
| 0.2541 | 500  | 0.5257        |
| 0.2795 | 550  | 0.5151        |
| 0.3049 | 600  | 0.5239        |
| 0.3303 | 650  | 0.5169        |
| 0.3557 | 700  | 0.4942        |
| 0.3811 | 750  | 0.4981        |
| 0.4065 | 800  | 0.4983        |
| 0.4319 | 850  | 0.4882        |
| 0.4573 | 900  | 0.4869        |
| 0.4827 | 950  | 0.4898        |
| 0.5081 | 1000 | 0.501         |
| 0.5335 | 1050 | 0.4843        |
| 0.5589 | 1100 | 0.496         |
| 0.5843 | 1150 | 0.4878        |
| 0.6098 | 1200 | 0.4892        |
| 0.6352 | 1250 | 0.4915        |
| 0.6606 | 1300 | 0.4868        |
| 0.6860 | 1350 | 0.4819        |
| 0.7114 | 1400 | 0.486         |
| 0.7368 | 1450 | 0.4875        |
| 0.7622 | 1500 | 0.4874        |
| 0.7876 | 1550 | 0.4725        |
| 0.8130 | 1600 | 0.4819        |
| 0.8384 | 1650 | 0.4808        |
| 0.8638 | 1700 | 0.4797        |
| 0.8892 | 1750 | 0.4836        |
| 0.9146 | 1800 | 0.4832        |
| 0.9400 | 1850 | 0.4945        |
| 0.9654 | 1900 | 0.4686        |
| 0.9909 | 1950 | 0.4889        |


### Framework Versions
- Python: 3.12.11
- Sentence Transformers: 5.1.0
- Transformers: 4.57.0
- PyTorch: 2.7.1+cu126
- Accelerate: 1.10.0
- Datasets: 3.6.0
- Tokenizers: 0.22.1

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

#### CachedMultipleNegativesRankingLoss
```bibtex
@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
```

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