last-checkpoint/README.md

metadata

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: 

      Eyebrow Pencil Shaper 4 in 1 Eyebrow Pencil Sharpener Eyebrow Makeup
      Sharpening Tool DuckbillShape Sharpener Lip Liner Eyebrow and Eyeliner
      Pencils
    sentences:
      - "description\nSpecification 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\nSATE  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\nDOUBLE SIDEs  Both sides A1 and A2 are suitable for peeroff eyebrow pencils while sides B1 and B2 are suitable for wooden eyebrow pencils\nPREMIUM  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\nPORTABLE  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: 
      Lucky 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: 

      LANICE 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

        LANICE STORE

        Package Includes

        1 Wig  1 Wig Cap

        Product Details

        Length 12 inches

        Color Light blue Wigs

        Cap 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

        Occasions 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

        Including12 inch Short Length with the curly wave design in Blue Color
        matching suitable for Coser beginner Halloween costume cosplay party1
        wig  1 wig cap 

        Occasions Perfect for cosplay party Halloween concerts theme parties
        weddings dating and any other occasions

        Tips After receiving the goods shaking will make the shape more fluffy

        Excellent 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: 

      4Pieces 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: 
      Aussie 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 model finetuned from sentence-transformers/all-MiniLM-L6-v2 on the 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
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 384 dimensions
• Similarity Function: Cosine Similarity
• Training Dataset:
  • amazon_2023_items_processed_filtered

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': '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:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("guyhadad01/EncodeRec_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]])

Training Details

Training Dataset

amazon_2023_items_processed_filtered

• Dataset: amazon_2023_items_processed_filtered at 6b58dd1
• Size: 533,252 training samples
• Columns: title and description
• Approximate statistics based on the first 1000 samples:

  	title	description
  type	string	string
  details	min: 7 tokens mean: 23.96 tokens max: 57 tokens	min: 13 tokens mean: 197.32 tokens max: 512 tokens

• Samples:

  title	description
  title: Cathy Doll LGlutathione Magic Cream SPF 50 Whitening Sunscreen 138ml	description 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...
  title: LA COLORS 5 Color Matte Eyeshadow Brown Tweed 025 Oz Powder	description 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 Matte finish Silky texture
  title: izneet 300PCS Eyelash Mascara Brushes Multicolor Disposable Eyelash Mascara Brushes Wands Applicator Eyebrow Brush MIX	description 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 ...

• Loss: CachedMultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 64,
      "gather_across_devices": false
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 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

Click to expand

• 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: {}

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

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

CachedMultipleNegativesRankingLoss

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