last-checkpoint/README.md

---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:533252
- loss:CachedMultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
- source_sentence: "title: \nEyebrow Pencil Shaper 4 in 1 Eyebrow Pencil Sharpener\
    \ Eyebrow Makeup Sharpening Tool DuckbillShape Sharpener Lip Liner Eyebrow and\
    \ Eyeliner Pencils"
  sentences:
  - 'description

    Specification Condition100 Brand New  Item Type Eyebrow Pencil Sharpener Material
    PP Size Approx4 x 2 x 2cm  16 x 08 x 08in Apply to Personal beauty salon Applicable
    Eyebrow Pencil Wooden eyebrow pencil drawing eyebrow pencil  Package List 1 x
    Eyebrow Pencil SharpenerCUSTOMIZE YOUR BROW PENCIL  Using a pencil sharpener can
    make the eyebrow pencil into a flat and pointed shape making it easier to use

    SATE  With the help of the eyebrow sharpening pen base you wont hurt your hands
    while sharpening the eyebrow pencil This brow pencil sharpener will be an indispensable
    makeup tool

    DOUBLE SIDEs  Both sides A1 and A2 are suitable for peeroff eyebrow pencils while
    sides B1 and B2 are suitable for wooden eyebrow pencils

    PREMIUM  Dual Pencil Sharpener is made of high quality PP material stable and
    durable can be used for a long time to help with eyebrow mapping outlining and
    markings

    PORTABLE  Our makeup sharpener is lightweight and portable you can easily put
    it in your pocket and use it whenever you want'
  - 'description

    Hide your bra straps with the amazing bra strap clipper and get a beautiful cleavage
    Custom fit that flatters you in any outfit Guides your shoulders and back for
    more perfect posture  Specifications Double Hearts Shape Size 15L  216W 3pcspack
    Roundness Shape Size 15L  216W 3pcspack Hshaped Shape Size 15L  2 16W 3pcspack
    Butterfly Shape Size 236L  2W 2pcspack Heart Shape Size 236L  2W 2pcspackConceal
    Bra Strap

    Instant Lift  Support

    Improve Posture

    Comfortable  Easy To Use

    Add a Full Cup Size Instantly'
  - 'description

    Size 18 inchColor 1B Passion twist hair soft and lightEasy to install and style
    save your money and time Highquality synthetic fiber Looks tural and stylish Suitable
    for All Occasions Water wave crochet passion twist hair Water waves that look
    tural and beautifulwarm twisting is a musthave for ladies water wave passion twist
    crochet hair Is super soft and light wight No itching No smell Not easy tangle
    and to separate Tips Combing The Passion Twist Hair Please Always Comb Bottom
    Of Hair First And Work Your Way Up To The Root Washing Passion Twist Crochet Hair
    Use Gently Running Water And Do Not Rub Vigorously To Maintain Curly Wet Look
    Lightly Apply Gel Mousse Or Oil Sheen Right Care Will Help You To Extend Using
    Time Style water wave passion twist crochet hair Material Highquality synthetic
    fibers Color Natural Black Quantity 18 inch22 shares  lot 8 packsbatchSOFT and
    EASY TO INSTALL Passion Twist Hair Can be used wrap different hairstyle such as
    butterfly hair distressed hair soft hair and so on Crochet Passion Twist Hair
    soft and light easy and quick to crochet Breathable Hold The Texture Well Easy
    to Install and style save your money and time

    NATURAL and MULTI  OCCASION WEAR Passion twist crochet braiding hair you can wear
    it for party Halloween Birthday party daily use and any time you like to show
    your charm Water waves that look natural and beautiful texture are highly similar
    to real hair looks just like real hair warm twisting is a musthave for ladies

    HIGHQUALITY SYNTHETIC FIBER Our passion twist hair is made of highquality lowtemperature
    synthetic fibers Hot Water Setting water wave passion twist crochet hair It is
    the best fiber material Is super soft and light weight No itching No smell Not
    easy tangle and to separate Looks natural and stylish

    WASHING INSTRUCTION When Washing Passion twist crochet hair Use Gently Running
    Water and Do not Rub Vigorously To Maintain Fresh Curly and Wet Look Lightly Apply
    Gel Mousse or Oil Sheen When Combing the water wave for passion twist hair Always
    Comb Bottom of Hair First and Work Your Way Up To The Root

    ABSOLUTE SATISFACTION  Our Passion twist crochet hair 18 inches long 22 shares
    per lot 8 packs per batch You can buy highquality Passion Twist Braids Hair Extensions
    at a very favorable price If it doesnt meet your expectations just contact us
    at once

    Skin type Oily'
- source_sentence: "title: \nLucky Brand Lucky Number 6 Eau De Parfum Spray for Women\
    \ 05 Ounce"
  sentences:
  - 'description

    LUCKY NUMBER 6 by Lucky Brand for WOMEN EAU DE PARFUM SPRAY 5 OZ Launched by the
    design house of Lucky Brand in 2006 LUCKY NUMBER 6 by Lucky Brand possesses a
    blend of Peony Tigerlily Jasmine Tea Casheran Lotus Leaf Musk Liquid Amber Lychee
    It is recommended for casual wearDesign House Lucky Brand

    Fragrance Notes Peony Tigerlily Jasmine Tea Casheran Lotus Leaf Musk Liquid Amber
    Lychee

    Recommended Use casual'
  - 'description

    True Pride  Mens AntiAging Cream Tightens  Smooths  Hydrates With DMAE Red Ginseng
    Hyaluronic Acid  Avocado Oil Packed full of antiaging ingredients the True Pride
    Revitalizing AntiAging moisturizer helps to improve the appearance of even the
    deepest wrinkles and fine lines for youngerlooking skin Designed for men looking
    to implement the first line of defense against signs of aging this fastabsorbing
    cream is specially formulated to nourish mens thicker skin typeTRUE PRIDE Revitalizing
    AntiAging moisturizer helps to improve the appearance of even the deepest wrinkles
    and fine lines for youngerlooking skin Designed for men looking to implement the
    first line of defense against signs of aging this fastabsorbing cream is specially
    formulated to nourish mens thicker skin type

    HOW IT WORKS Hyaluronic Acid This gellike waterholding molecule retains over 1000
    times its weight in water making it the ultimate moisturizer Red Ginseng No matter
    what your skin type chances are ginseng can probably assist you Thats because
    ginseng is a natural skin balancer DMAE Relaxes fine lines and wrinkles and assists
    in firming sagging and aging skin resulting in an overall more tightened toned
    and youthful appearance

    FAST PROFESSIONAL RESULTS At True Pride we know that all men value real results
    True Prides powerful formula mens antiaging with Hyaluronic Acid Red Ginseng Retinol
    DMAE and Vitamins A  E helps to keep your skin hydrated all day long and reduce
    the depth of wrinkles and fine lines

    SCIENCE  NATURE  LOVE  We care about every jar of antiaging cream we sell and
    thats why each batch undergoes independent ThirdParty tests for the accordance
    to safety and purity We make our revitalizing antiaging cream with a combination
    of SCIENCE  NATURE  LOVE  When you buy our cream you can be sure that youre getting
    an exceptional product of a perfect real high quality

    BENEFITS  Packed full of antiaging ingredients the True Pride Revitalizing AntiAging
    moisturizer helps to improve the appearance of even the deepest wrinkles and fine
    lines for youngerlooking skin Designed for men looking to implement the first
    line of defense against signs of aging this fastabsorbing cream is specially formulated
    to nourish mens thicker skin type'
  - 'description

    Reveal softer glowing skin using exfoliating Argan nut shell with natures two
    super moisturizing ingredients Argan Oil and Shea Butter for a creamy cleansing
    lather The warm sweet orange oil will awaken your senses and add a burst of sunshine
    and Vitamin C to your day with every use This soap gently reveals smoother skin
    and will leaving you glowing It gently exfoliates while deeply moisturizing your
    skin with Argan Oil and Shea ButterARGAN SOAP BAR Double the hydrating nourishing
    protective benefits of argan oil while also cleansing your skin Enriched with
    argan oil and shea butter for the ultimate skin indulgence while gently exfoliating
    any dry skin with crushed argan nut shell

    PLEASANT FRAGRANCE Warm sweet orange oil will awaken your senses adding a burst
    of sunshine and vitamin C to your day Use our argan exfoliating bar soap daily
    This soap bar is not just for bathing but also for washing your hands throughout
    the day

    NO ANIMAL TESTING Free of Parabens Ethyl Alcohol Phenoxyethanol DEA Feel safe
    incorporating Pre de Provence argan oil products into your daily beauty routine
    Use our argan and shea butter bar soaps while bathing or hand washing throughout
    your day

    MORACCAN ARGAN OIL Used for centuries in beauty rituals by women in Morocco this
    ultramoisturizing beauty oil provides multiple benefits and healthy radiance to
    skin Our argan oil soap bar moisturizes and exfoliates nourishes and brightens
    skin

    DISCOVER FRENCH ARTISANAL SKINCARE AND BATH PRODUCTS  Click the Pre de Provence
    link at the top of the page to explore more of our natural and gentle products
    from lotions and balms to hand creams body butter and oils to soaps and cleansers'
- source_sentence: "title: \nLANICE Light blue Short Bob Wigs with Bangs for Women\
    \ Loose Wavy Hair Shoulder Length Wigs Synthetic Colorful Wigs for Cosplay Daily\
    \ PartyUseLight blue12inch"
  sentences:
  - "description\nLANICE STORE\nPackage Includes\n1 Wig  1 Wig Cap\nProduct Details\n\
    Length 12 inches\nColor Light blue Wigs\nCap Size This wig has soft adjustable\
    \ straps to fit most sizeshape heads an average fit of 205  225 inches head circumference\
    \ It also fits some kids If you are not sure please measure the head size before\
    \ ordering\nOccasions This wig was designed for costume Halloween parties events\
    \ and various showMaterial LANICE short wavy wigs are made of the Best Imported\
    \ synthetic fiber natural as real hair super soft and skin friendly\nIncluding12\
    \ inch Short Length with the curly wave design in Blue Color matching suitable\
    \ for Coser beginner Halloween costume cosplay party1 wig  1 wig cap \nOccasions\
    \ Perfect for cosplay party Halloween concerts theme parties weddings dating and\
    \ any other occasions\nTips After receiving the goods shaking will make the shape\
    \ more fluffy\nExcellent Customer ServiceLANICE provide 30 Days Noreason to return\
    \ Please feel free to contact us if you have any questions its my honor to serve\
    \ youso you can feel free to purchase and use"
  - 'description

    An intensive hydrating foot mask that helps remove rough dry skin and calluses
    A precision blend of alpha hydroxy acids and rich humectants leaves feet smoother
    softer and more hydratedSanitas Skincare

    Formally Callus Cream

    Smoothes and softens callused cracked hard skin feet

    Exfoliating ingredients help to retexturize skin surface

    Regular use helps prevent further development of calluses'
  - 'description

    These stylish headbands will ensure you look your best when going out on the town
    or to an elegant party The black satin covered headbands will be the perfect addition
    to your outfit for an upcoming party wedding or date night These comfortable womens
    headbands are a necessary hair accessory to have in your collection convenient
    for those bad hair days and comfortable enough to wear while simply lounging around
    Each black headband is 10 mm wide or 039 inches wide You will receive 60 headbands
    in this bulk setSATIN COVERED HEADBANDS Includes 60 pieces of kids satincovered
    hair accessories in black with this 60pack you can create group craft projects
    or just share the bulk pack with your family and friends

    COMFORT AND STYLE The black headband does not have teeth and is comfortable to
    wear especially on long days perfect for kids

    PERFECT FOR DIY These plain satin covered headbands are perfect for crafting and
    kids art projects decorate the headbands with ribbon rhinestone sequins or any
    embellishments to create a unique accessory

    ALL OCCASIONS Adorable everyday wear for school playtime or special occasions
    such as weddings cheerleading holiday events photoshoots and prom the perfect
    accessory for completing your outfits

    DIMENSIONS Each headband measures 10mm 039 inches wide'
- source_sentence: "title: \n4Pieces 169oz Empty Hand Sanitizer Bottles Travel Plastic\
    \ Bottle Set Refillable Empty Spray Bottle Reusable Squeezable Leak Proof Toiletries\
    \ Container with Keychain  Stretchable Lanyard 4x50ml"
  sentences:
  - 'description

    Feature

    1These empty squeeze bottles are all made of PET material 2Clear bottles can show
    the color of the content in them so you dont have to worry about confusion when
    using them 3The bottle capacity is 17oz which is large enough for a 7day trip
    4Convenient Travel Accessories allow you to lighten your load while still being
    able to bring your necessities such as shampoo conditioner and lotion 5Each leakproof
    small container bottle adopts the spray top design which is good to create fine
    mist and not easy to leak safe to store in your bag or pocket 6Package Contents
    Travel Plastic Bottles X 4 Spray Head X 4 Squeeze Head X 4 Keychain X 4 Stretchable
    Lanyard X 4

    About products and services

    If you are dissatisfied for any reason return your order within 30Days for full
    refund we will always go above and beyond to ensure you are happy with your customer
    experiencePractical design the refillable plastic bottles come with spray heads
    and caps which can prevent leaking during traveling spray heads are easy to control
    consumption clear design is convenient to check the rest volume and distinguish
    the liquids inside

    Convenient to carry the clear plastic travel bottles are about 50 ml 2 oz in capacity
    and can meet your shortterm needs they are lightweight and portable with retractable
    holders and buckles you can easily attach them to key chains key rings and bags
    easy to carry around and get what you need in time

    Compact and portable the transparent travel bottles are made of quality PET material
    the metal lanyard holders are made of metal alloy durable and odorless safe and
    harmless to use the lanyard holder is approx

    Durable to use the mini travel bottles are made of quality plastic safe and durable
    to use odorless and nontoxic they are reusable and easy to clean can serve you
    for a long time the Dshaped clips are made of alloy sturdy and not easy to rust
    or deform

    Wide applications the mini portable spray bottle set can be widely applied for
    home office business trip traveling camping shopping and other outdoor activities
    they are also practical gifts for your family members friends colleagues and other
    people'
  - 'description

    Why We Love It Zum Bar Soaps are made from whiffable essential oil blends infused
    into olive coconut and castor oils and goats milk Handcrafted with ingredients
    you can say spell and love to smell A favorite ingredient goats milk is a naturally
    homogenized silkysoft moisturizer Its full of the good fats that help your skins
    pH levels lock in extra hydration Boost your mood and try this Lavender Zum Bar
    Goats Milk Soap Zum Bars contain natural mineral pigments that may stain when
    rubbed directly on fabrics washcloths or clothingLavender Essential Oil

    Very Mild

    A mainstay of aromatherapy Lavender

    Country of Origin United States'
  - 'description

    Name

    Leeven Wig Caps Stretchable Dome Caps for Women Black

    Color

    Black the black color is more appropriate for customers who have black complexion

    Wig Caps Size

    Three SizesS size20522 inch M size22235 inch L size23525 inchplease take time
    to measure your size to get the right size

    Desgin

    Stocking Wig Cap Design Thin stocking and soft fabric makes it very breathable
    for scalp Great choice for summer timeand the thick and wide elastic band can
    prevent wig cap and wig from slippage

    Determining Head Size

    This can be easier having somebody to do it for you Using a soft measuring tape
    measure around the crown the Largest diameter around your head Start approx 2cm
    above your eyebrows keeping the tape above your ears and around the back of your
    head at the largest point Compare the measurement to the table below to determine
    which size will be best1Comfortable and stretchable hair wig cap is made of soft
    breathabledurable and stretchy nylon material which makes you feel comfortable

    2Wig Cap SizeS size20522 inch M size22235 inch L size23525 inch High elasticity
    make it super stretchable and not easy to deform

    3 Stocking Wig Cap Design Thin stocking and soft fabric makes it very breathable
    for scalp Great choice for summer time

    4 Thick and Wide Elastic Band Not easy to stretch out and prevent wig cap and
    wig from slippage'
- source_sentence: "title: \nAussie Daily Clean Shampoo With Pump 292 Fl Oz"
  sentences:
  - 'description

    Aussie Men

    view larger

    Check Out Our Other Collections

    view larger

    Go Time in No Time Find Your Perfect Product

    Aussie Men Daily 2in1

    One step clean

    Available in 135 oz 292 oz

    Aussie Men Daily Clean Shampoo

    Basic clean

    Available in 135 oz 292 oz

    Aussie Men Deep Clean Shampoo

    Serious clean

    Available in 135 oz 292 oz

    Aussie Men Maximum Hold Gel

    Strong hold

    Available in 7 oz

    Aussie Men Texturizing Wax

    Flexible hold

    Available in 17 oz

    Ingredients

    Water sodium lauryl sulfate sodium laureth sulfate cocamidopropyl betaine glycol
    distearate fragranceparfum sodium citrate sodium chloride cocamide mea sodium
    xylenesulfonate guar hydroxypropyltrimonium chloride citric acid tetrasodium edta
    sodium benzoate methylchloroisothiazolinone methylisothiazolinoneDiscontinued
    by Manufacturer

    No frills No nonsense Just clean

    No bells and whistles Cos what guy wants bells and whistles in his hair

    Shampoo for Men

    No Worries Guarantee Satisfaction guaranteed or your money back Call within 30
    days of purchase Requirements include sending unused product and original dated
    cash receipts This offer is limited to one per name household or address'
  - 'description

    Specifications

    Material glitter paper

    Colorpurple

    Sizeabout 27222

    Weight210g

    Package included

    1pc x eyelash storage book

    Note

    1 Due to the light and screen difference the items color may be slightly different
    from the pictures

    2 Please allow 052 cm differences due to manual measurementHigh QualityOur flashing
    eyelash storage box is made of highquality paper and the eyelash tray is made
    of durable plastic which will not harm your body or false eyelashes

    Storage EyelashesThis eyelash storage book can help you store eyelashes prevent
    false eyelashes from being crushed or damaged hold eyelashes firmly and keep them
    beautiful

    High CapacityIt can hold 16 pairs of false eyelashes to keep the shape keep it
    clean and in a safe place

    Beautiful LookThe eyelash storage box has an exquisite cover The empty false eyelash
    storage box can be used as a gift for girlfriendmotherdaughter or other female
    friends on birthday mothers day anniversary etc It is suitable for women and girls

    Widely UsageThis eyelash book can can be used as a tool for storing eyelashes
    at home travel to help you manage your eyelashes and also to be a good tool for
    professional beauty salons to display eyelashes better'
  - 'description

    The France Luxe Large Cutout Oval Barrette  Classic lets you easily create elegant
    sophisticated hairstyles Ideal for most hair types this stunning hair accessory
    is made of luxurious cellulose acetate and features a sturdy French barrette clasp
    that securely holds hair in place The barrette is crafted in France and polished
    for an exquisite shineBarrette creates classic timeless hairstyles

    Compatible with most hair types

    Made of durable cellulose acetate

    Handmade in France

    Measures 2 inches wide by 312 inches long'
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_Beauty")
# Run inference
sentences = [
    'title: \nAussie Daily Clean Shampoo With Pump 292 Fl Oz',
    'description\nAussie Men\nview larger\nCheck Out Our Other Collections\nview larger\nGo Time in No Time Find Your Perfect Product\nAussie Men Daily 2in1\nOne step clean\nAvailable in 135 oz 292 oz\nAussie Men Daily Clean Shampoo\nBasic clean\nAvailable in 135 oz 292 oz\nAussie Men Deep Clean Shampoo\nSerious clean\nAvailable in 135 oz 292 oz\nAussie Men Maximum Hold Gel\nStrong hold\nAvailable in 7 oz\nAussie Men Texturizing Wax\nFlexible hold\nAvailable in 17 oz\nIngredients\nWater sodium lauryl sulfate sodium laureth sulfate cocamidopropyl betaine glycol distearate fragranceparfum sodium citrate sodium chloride cocamide mea sodium xylenesulfonate guar hydroxypropyltrimonium chloride citric acid tetrasodium edta sodium benzoate methylchloroisothiazolinone methylisothiazolinoneDiscontinued by Manufacturer\nNo frills No nonsense Just clean\nNo bells and whistles Cos what guy wants bells and whistles in his hair\nShampoo for Men\nNo Worries Guarantee Satisfaction guaranteed or your money back Call within 30 days of purchase Requirements include sending unused product and original dated cash receipts This offer is limited to one per name household or address',
    'description\nSpecifications\nMaterial glitter paper\nColorpurple\nSizeabout 27222\nWeight210g\nPackage included\n1pc x eyelash storage book\nNote\n1 Due to the light and screen difference the items color may be slightly different from the pictures\n2 Please allow 052 cm differences due to manual measurementHigh QualityOur flashing eyelash storage box is made of highquality paper and the eyelash tray is made of durable plastic which will not harm your body or false eyelashes\nStorage EyelashesThis eyelash storage book can help you store eyelashes prevent false eyelashes from being crushed or damaged hold eyelashes firmly and keep them beautiful\nHigh CapacityIt can hold 16 pairs of false eyelashes to keep the shape keep it clean and in a safe place\nBeautiful LookThe eyelash storage box has an exquisite cover The empty false eyelash storage box can be used as a gift for girlfriendmotherdaughter or other female friends on birthday mothers day anniversary etc It is suitable for women and girls\nWidely UsageThis eyelash book can can be used as a tool for storing eyelashes at home travel to help you manage your eyelashes and also to be a good tool for professional beauty salons to display eyelashes better',
]
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,  0.6601, -0.0455],
#         [ 0.6601,  1.0000, -0.0708],
#         [-0.0455, -0.0708,  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: 533,252 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: 7 tokens</li><li>mean: 23.96 tokens</li><li>max: 57 tokens</li></ul> | <ul><li>min: 13 tokens</li><li>mean: 197.32 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | title                                                                                                                                          | description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>title: <br>Cathy Doll LGlutathione Magic Cream SPF 50 Whitening Sunscreen 138ml</code>                                                   | <code>description<br>Extend the flawless smooth complexion from face to the whole body This super magic cream is formulated with an additional 30 LGluthathione to brighten skin tones and hydrate skin LGluthathione is known to effectively repair and restore skin and prevent premature aging Your body can now enjoy the full benefits of BB cream just like your face To create a flawless beautiful skin Cathy Doll LGluthathione Magic Cream provides high permeability with miraculous charm Natural plant extracts in an ultra soft formula can be used to hide and modify skin defects to make pores instantly disappear This cream intercepts ultra violet rays U B and C It protects the skin with its ultrahigh SPF 50 PA protection Ingredients Aqua Paraffinum Liquidum LGlutathione Glycerin Polyglyceryl2 Dipolyhydroxystearate Polyglyceryl3 Disostearate Titanium Dioxide Hydrogenated Polyisohutene Dimenthiconol Cyclomethicone Methyparaben Diazolidinyl Urea Propylparaben Fragrance CI77891 CI77491 CI77492 Directions A...</code> |
  | <code>title: <br>LA COLORS 5 Color Matte Eyeshadow Brown Tweed 025 Oz Powder</code>                                                            | <code>description<br>Wrap yourself in soft cozy color These matte palettes are full of five silky soft and blendable shades Applies on smooth and each palette is perfectly color coordinated to shade and highlight eyes An array of shades from neutrals and bolds to create any look you desireIntense color<br>Matte finish<br>Silky texture</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
  | <code>title: <br>izneet 300PCS Eyelash Mascara Brushes Multicolor Disposable Eyelash Mascara Brushes Wands Applicator Eyebrow Brush MIX</code> | <code>description<br>FEATURES  1Brand izneet  2Size Total Length393 inchBrush Length1 inch  3Package include 300 PCS MIX Eyelash Brushes Were Here For You  These disposable mascara wands head is elastic can be bent slightly according to your daily needs  Easy portability with compact sizefit in with most of the make up case and you can carry it in various occasions such as business tripsholidaysproms wedding performance etc  Sanitary and clean constant use of same mascara brush may build up germs and lead to itchy eyes but these disposable mascara wands effectively prevent you from having itchy eyes   We are Here For You Exclusive handmade black cotton band super soft flexible and easy to wear Can be reused more than 20 times with proper care More environmentally friendly Easy portability with compact size fit in with most of the make up case and you can carry it in various occasions such as business tripsholidaysproms wedding performance etc put on these thin and long false eyelashes and your ...</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_Beauty
- `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_Beauty
- `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 |
|:------:|:----:|:-------------:|
| 0.0480 | 50   | 1.1543        |
| 0.0960 | 100  | 0.6884        |
| 0.1440 | 150  | 0.5902        |
| 0.1919 | 200  | 0.5362        |
| 0.2399 | 250  | 0.5196        |
| 0.2879 | 300  | 0.4757        |
| 0.3359 | 350  | 0.477         |
| 0.3839 | 400  | 0.4604        |
| 0.4319 | 450  | 0.4363        |
| 0.4798 | 500  | 0.4291        |
| 0.5278 | 550  | 0.4192        |
| 0.5758 | 600  | 0.4287        |
| 0.6238 | 650  | 0.4093        |
| 0.6718 | 700  | 0.4118        |
| 0.7198 | 750  | 0.3923        |
| 0.7678 | 800  | 0.4183        |
| 0.8157 | 850  | 0.3991        |
| 0.8637 | 900  | 0.3947        |
| 0.9117 | 950  | 0.3777        |
| 0.9597 | 1000 | 0.3942        |


### 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}
}
```

<!--
## Glossary

*Clearly define terms in order to be accessible across audiences.*
-->

<!--
## Model Card Authors

*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->

<!--
## Model Card Contact

*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
-->