last-checkpoint/README.md

---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:122875
- loss:CachedMultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
- source_sentence: "title: \nBaby Formula Dispenser Portable Milk Powder Dispenser\
    \ Snack Storage Container for Travel Bedroom Outdoor Large Pink"
  sentences:
  - 'description

    Unique Design Protable handle Child Lock Hollow Scraper  Scoop Features Compact
    Size Lightweight Package included 1 x Formula DispenserSize of 4x4x42 this formula
    container can hold about 30 scoops formula for your baby BPAFree

    Compact Size the formula carrier is small and compact but holds a lot It fits
    in your diaper bag organizer perfectly

    Easy for OntheGo this baby formula holder makes feeding time easier when you and
    baby are out and about

    Unique ChildLock and silicone sealing ring ensure airtightness and does not leak
    in any time

    Multipurpose  it also can be used as snack cups or container for storing oatmeal
    cornflour nuts candy fruit'
  - 'description

    Stay on top of diaper odor and cleanup with the upup 1Pack Diaper Pail Refills
    Theyre compatible with Genie Elite Diaper Genie II Elite Diaper Genie Essentials
    and Diaper Genie II pails The refills are made with a 7layer film that keeps odor
    at bay so the nursery stays fresh Holds up to 272 newborn diapers  Quality needs
    priced to please With up  up your satisfaction is 100 guaranteed or your money
    back  Features 7layer Plastic Material Plastic Care and Cleaning Does Not Apply
    Dimensions 1950H x 6550W x 6550L Imported'
  - 'description

    This super soft wearable blanket replaces loose blankets in the crib for a safer
    sleeping environment65 Cotton 35 Polyester

    Imported

    Machine Wash

    Includes 1 zipup wearable blanket neck widths 36 mos 3 618 mos 35 1824 mos 4

    Certified free from over 100 harmful chemicals by OekoTex Standard 100

    An Amazon Brand

    Fill is made from 100 polyester

    Handmedown lasting quality

    Prewashed fabric for added softness and minimal shrinkage'
- source_sentence: "title: \nDream On Me 2in1 Folding Birch Portable Crib Cherry"
  sentences:
  - 'description

    Clean and pamper your baby with the Lil Luxuries Whirlpool Bubbling Spa and Shower
    in a luxurious spa experience at home With a calming whirlpool and massaging bubbles
    keeping your little one entertained and soothed during bath time has never been
    easier The innovative design of this baby bathtub keeps baby warm during bath
    time with the insulated double wall tub For added convenience and comfort the
    deluxe newborn sling with plush bolster can be used in the sink infant tub or
    adult bathtub Keep baby entertained with the motorized water jet by creating bubbles
    and vibrations for the ultimate spa effect This baby tubs convenient design grows
    with your little one as the removable clean rinse spashower unit can be used in
    adult tub for extended useLUXURIOUS BABY BATHTUB Clean and pamper your baby with
    the Lil Luxuries Whirlpool Bubbling Spa and Shower in a luxurious spa experience
    at home Keep baby soothed with the calming circulating water jets

    KEEPS NEWBORNS SUPPORTED The deluxe newborn sling with plush bolster can be used
    in the sink infant tub or adult bathtub

    KEEPS BABY WARM The innovative design of this baby bathtub keeps baby warm during
    bath time with the insulated double wall tub

    KEEP BABY ENTERTAINED The motorized water jet keeps baby entertained by creating
    bubbles and vibrations for the ultimate spa effect

    GROWS WITH BABY This baby tubs convenient design grows with your little one The
    removable clean rinse spashower unit can be used in adult tub for extended use'
  - 'description

    The Dream On Me 2in1 Folding Birch Portable Crib is a must for todays urban onthego
    parents and designed to make the most of small spaces The crib assembles in a
    jiffy and the US patented rail design easily helps convert the crib into a playpen
    in seconds It makes for the perfect spacesaver with the unique hinge system allowing
    it to fold flat for compact storage Its lightweight portable frame with wheels
    makes it easy for you to move it around the house Take it on your travels or to
    grandmas house Safety is a top priority at Dream On Me The stationary non drop
    side rail system and heavy duty locking commercial size wheels provide the utmost
    in product safety It meets the ASTM standards It features a solid birchwood frame
    Its clean minimalist design and four beautiful finish options allow it to blend
    into any room decor Crib dimensions are 40L x 26W x 38H Comes with a twoposition
    mattress support One inch crib mattress and tools for easy assembly includedUSEFUL
    CONVERTIBILITY Perfect for todays urban parents with its dualfunctionality Crib
    assembly is quick and the US patented rail design easily helps convert crib into
    a playpen in seconds

    COMPACT  PORTABLE The perfect spacesaver  unique hinge system allows it to fold
    flat for compact storage making it ideal for small space Lightweight portable
    frame with wheels make it the ideal portable travel companion

    SAFETY MATTERS The stationary non drop side rail system and heavy duty locking
    commercial size wheels provide the utmost in product safety It meets the ASTM
    standards

    CLEAN DESIGN Comes with a solid birchwood frame Clean minimalist design and four
    beautiful finish options allow it to blend into any room decor One inch crib mattress
    and tools for easy assembly included

    PRODUCT SPECS Crib dimensions are 40L x 26W x 38H Comes with a twoposition mattress
    support system'
  - 'description

    Johnsons Cotton Swabs

    are made from only 100 pure nonchlorine bleached cotton  Pure cotton is naturally
    soft absorbent and gentle  Give your skin the gentle natural care of Johnsons
    Cotton productOur 100 pure high quality cotton has just the right combination
    of softness and strength

    Here are some ways you can use JOHNSONS Pure Cotton Swabs Beauty Care Baby Care
    Crafts  Household Tasks'
- source_sentence: "title: \nEUBEST Baby Mosquito Net Baby Toddler Bed Crib Canopy\
    \ Netting White"
  sentences:
  - 'description

    Product Description

    A customized fit is always better than a standard one especially when it comes
    to babyproofing If you need to extend your Munchkin safety gate you can do so
    with standard gate extensions available in a variety of sizes and colors to give
    you the perfect fit These extensions work with pressurefit safety gates and can
    be combined to span a variety of opening sizes up to 54 wide Available in 275
    55 and 11 sizes For use with the AutoClose Metal Gate MK0006 Easy Close Metal
    Gate MK0002 and Safe Step with TripGuard Gate MK0096

    From the Manufacturer

    Add extra width to your Munchkin AutoClose or Easy Close gate Simply measure the
    narrowest point of your opening often at the base board and select the dimensions
    that correspond to your measurements

    Manufacturer Contact Information

    Phone 1800344BABY 2229 Email cservmunchkincom

    See moreExtends the AutoClose Metal Gate MK0006 Easy Close Metal Gate MK0002 and
    Safe Step with TripGuard Gate MK0096

    Dimensions 11 W x 295 H

    Steel extensions can be combined to span a variety of openings up to 54

    Material Steel'
  - 'description

    Your baby deserves the best

    We believe that there is nothing more precious delicate and beautiful than your
    baby Qz creation with children AND families in mind Whether you are looking for
    a baby gift a birthday present or family gift hope you find the perfect baby Muslin
    Burp Cloths that will grow with your family

    Carefully made from GOTS verified organic cotton

    The Global Organic Textile Standard GOTS is recognised as the worlds leading processing
    standard for textiles made from organic fibres Organic cotton is grown without
    the use of chemical fertilizers herbicides or pesticides It is hypoallergenic
    and soft next to babys sensitive skin

    Muslin is a finely woven cotton open weave cotton that is lightweight breathable
    and softens with every wash

    Qz Baby Guarantee

    Offering the very best for your baby is the most important thing in the world
    right We are confident that we can do exactly that for you If you are unsatisfied
    for any reason contact us for a refund Get this ultrasoft organic cotton muslin
    burp cloth today You will not regret investing in a highquality burp cloth for
    your baby

    Click the Add to Cart button NOW and get your very own Qz Organic Cotton Muslin
    Burp Cloth TODAY FOR 32 OFFOrganic Cotton

    SAFER 100 Organic materials with GOTS certified Muslin in natural white and ultimately
    packed in the premium muslin bag our baby burp bibs are free from harmful chemicals
    dyes which makes them safer to baby and our planet Labels are sewn appropriately
    so that babys skin doesnt get hurts Made with fully certified organic cotton that
    is grown and manufactured in an environmentally responsible way NO AZO NICKEL
    FORMALDEHYDE on all our muslin burp cloth

    BEST BURP CLOTHS BABY BIBS BABY CAPE A bib burp cloth and cape in one our 4 pack
    of soft burp cloths keeps you and your little one clean Drape it over your babys
    shoulders and snap it at the back for a fullcoverage bib or using as a cape when
    in aircondition and windy day or place it over your shoulder for a noslip burp
    cloth Perfect for teething or drooling babies

    EIGHT ABSORBENT THICK and THIRSTY LAYERS are generously sized noslip to absorb
    dribbles lightweight and yet breathable to keep baby cozy dry and comfy Babys
    skin will feel soft and smooth next to organically grown cotton Muslin Burp Cloths

    REUSABLE Most Absorbent and Most Durable burp cloth Better than cotton or terry
    cloth they actually get SOFTER after each wash Reusable so you can use them Over  Over
    Again It can save your money More economical and environmental Lets Use as a burp
    cloth now and as a wonderfully soft washcloth later

    OVERSIZED Our prewashed burp cloths come in a generous 25x58cm size  2cm providing
    greater shoulder coverage and less outfit changes for Mom and Dad'
  - 'description

    Pacakge1pcsThis mosquito net fits playpens bassinets cribs smaller beds etc It
    would add elegance to the room and at the same time protect your baby from mosquitoes
    and bugs

    Perfect choice for your babys room So cute

    Easier match for the bed  L  W 150  80 cm  59  315 inch

    Lightweight in good condition and in great shape

    shipping from Uhome'
- source_sentence: "title: \nLittle Seeds Rowan Valley Flint 6Drawer Dresser BlackWhite"
  sentences:
  - 'description

    BisphenolA BPA is used in hard clear plastics such as baby bottles to prevent
    breakage In 2006 when we learned that BPA also disrupts reproductive functions
    and causes other developmental problems we discontinued all BPA from our feeding
    items We know that lugging around everything parents need for their little ones
    can be a real chore We have a collection of spillproof easy to carry feeding items
    to make life simpler when onthegoCute lunchbox with locking lid

    Nesting divided tray and bowl

    Dimensions 6x 475x 275152 x 12 x 7 cm

    BPA Free'
  - 'description

    Add a modern look to your childs bedroom with the Little Seeds Rowan Valley Flint
    6 Drawer Dresser Made from sturdy MDF the nontoxic painted matte black finish
    on the chassis contrasts the white finish of the drawer fronts for a clean sleek
    look The solid wood angled feet give the Dresser a stable base and adds a decorative
    touch The metal slides on each drawer have builtin stops for safety and can withstand
    years of use Keep your childs sweaters folded shirts and pants and seasonal coats
    and gloves stored away and organized in the 6 drawers This 6 Drawer Dresser can
    convert to a changing table by adding our optional changing station top sold separately
    The 6 Drawer Dresser meets or exceeds the CPSIA Juvenile testing requirements
    and comes with a wall anchor kit to ensure your childs safety The Little Seeds
    Rowan Valley Flint 6 Drawer Dresser ships flat to your door and requires assembly
    upon opening Two adults are recommended for assembly Once assembled the Dresser
    measures to be 32625H x 47625W x 17875D Little Seeds not only creates this and
    many more on trend baby to teen furniture pieces we also partner with various
    environmental protection programs to protect pollinator and other wildlife habitats
    for future generationsThe Little Seeds Rowan Valley Flint 6 Drawer Dresser gives
    your childs bedroom a modern updated look

    Made from sturdy MDF the painted nontoxic finish gives the Dresser an updated
    clean look The solid wood angled feet offer a decorative touch that adds stability
    Each drawer has metal slides with builtin stops for safety

    The Dresser can convert to a Changing Table by adding the changing station topper
    sold separately The 6 Drawer Dresser meets or exceeds the CPSIA Juvenile testing
    requirements and comes with a wall anchor kit to ensure your childs safety

    Complete your childs bedroom with the Rowan Valley Flint Crib or mix and match
    with other Rowan Valley collections for an eclectic look

    The Little Seeds Rowan Valley Flint 6 Drawer Dresser ships flat to your door and
    2 adults are recommended for assembly The Dresser top can hold up to 75 lbs and
    each drawer will hold 35 lbs Assembled dimensions 32625H x 47625W x 17875D'
  - 'description

    Born Free BPAFree Drinking Cups are designed to help baby smoothly transition
    from bottle to cup  The cups are completely compatible and interchangeable with
    Born Free bottles Mix and match cup handles bottle nipples and soft spouts to
    help baby make and easier transition  The patented ActiveFlow Venting Technology
    is clinically designed to help reduce colic symptoms such as gas and fussiness
    and can help extend breastfeeding by mimicking mothers natural flow which is controlled
    by baby while nursingNatural transition from bottle to cup with a teething friendly
    durable soft spout

    Natural flow with ActiveFlow Venting Technology

    Naturally free from BPA and PVC

    Top rack dishwasher safe

    All handles collars nipples and spouts are completely interchangeable between
    any Born Free bottle or transition cup'
- source_sentence: "title: \nDream On Me 4 Piece Toddler Bedding Set Spring Garden"
  sentences:
  - 'description

    The Baby Jogger City Mini GT2 Stroller Barre Collection has an allnew design with
    forever air rubber tires and allwheel suspension providing uncompromised agility
    on any terrain This special edition fashion includes premium leatherette detailing
    on the canopy and harness covers and an upgraded seat pad for a sleek modern look
    Plus the included belly bar gives your child a safe and comfortable area to hold
    onto while strolling The signature onehand compact fold adjustable handlebar and
    handoperated parking brake provide you the ultimate convenience while the adjustable
    calf support and nearflat seat recline allow you to find the most comfortable
    position for your child Create a travel system using the included Baby Jogger
    infant car seat adapters car seat sold separately or customize your ride with
    a variety of accessoriesNylon

    Stroller has forever air rubber tires with allwheel suspension providing uncompromised
    agility on any terrain

    Lift a strap with one hand and the City Mini GT2 stroller folds itself simply
    and compactlyDo not use bleach solvents or abrasive cleaning materials

    Premium leatherette detailing on the canopy and harness covers and an upgraded
    seat pad for a sleek modern look

    Included belly bar gives your child a safe and comfortable area to hold onto while
    strolling

    Add a Baby Jogger Infant Car Seat using the included infant car seat adapters
    car seat sold separately and go anywhere from day one'
  - 'description

    Let the little one in your home settle down to sleep in this incredible Toddler
    Bed set This girl bedding set features stunning floral print with a butterfly
    combined with bright solid microfiber fabrics This collection uses the stylish
    colors of purple green and purple This set includes comforter fitted Sheet flat
    sheet Pillow caseCottonPolyester

    4piece crib bedding set includes a Comforter Flat Sheet Fitted Sheet and Pillowcase

    Flat Sheet Fitted Sheet and Pillowcase has 35 percent cotton and 65 percent polyester
    fabrics Comforter has 100 percent polyester fiber fill

    Measures 52 X 28 inches Sheets fit a standard 52 X 28 cribToddler Mattress

    Machine wash 4piece Toddler Bedding set in cold water gentle cycle

    Use only nonchlorine bleach when needed tumble dry low heat iron on low heat when
    needed'
  - 'description

    Hudson Baby plush security blanket set is soft and cuddly and perfect to aid in
    child development Hudson Baby animal face security blanket will keep baby calm
    and content with their favorite animal friend Our security blanket features super
    soft and luxurious fabric with a fun animal creature to play and snuggle to their
    little hearts desire Our security blanket will surely become a baby favorite The
    larger blanket is generously sized perfect for snuggling cuddling swaddling or
    as a car seat or stroller coverSet includes security blanket and plush blanket

    Made with 100 cozy plush fabric  Blanket 30x36 inches and security blanket 14x14
    inches

    Soft and gentle on babys skin

    Optimal for everyday use

    Affordable high quality nursery blanket set'
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/huggingface/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_Baby")
# Run inference
sentences = [
    'title: \nDream On Me 4 Piece Toddler Bedding Set Spring Garden',
    'description\nLet the little one in your home settle down to sleep in this incredible Toddler Bed set This girl bedding set features stunning floral print with a butterfly combined with bright solid microfiber fabrics This collection uses the stylish colors of purple green and purple This set includes comforter fitted Sheet flat sheet Pillow caseCottonPolyester\n4piece crib bedding set includes a Comforter Flat Sheet Fitted Sheet and Pillowcase\nFlat Sheet Fitted Sheet and Pillowcase has 35 percent cotton and 65 percent polyester fabrics Comforter has 100 percent polyester fiber fill\nMeasures 52 X 28 inches Sheets fit a standard 52 X 28 cribToddler Mattress\nMachine wash 4piece Toddler Bedding set in cold water gentle cycle\nUse only nonchlorine bleach when needed tumble dry low heat iron on low heat when needed',
    'description\nHudson Baby plush security blanket set is soft and cuddly and perfect to aid in child development Hudson Baby animal face security blanket will keep baby calm and content with their favorite animal friend Our security blanket features super soft and luxurious fabric with a fun animal creature to play and snuggle to their little hearts desire Our security blanket will surely become a baby favorite The larger blanket is generously sized perfect for snuggling cuddling swaddling or as a car seat or stroller coverSet includes security blanket and plush blanket\nMade with 100 cozy plush fabric  Blanket 30x36 inches and security blanket 14x14 inches\nSoft and gentle on babys skin\nOptimal for everyday use\nAffordable high quality nursery blanket set',
]
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,  0.5313, -0.0115],
#         [ 0.5313,  1.0000,  0.0888],
#         [-0.0115,  0.0888,  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: 122,875 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: 23.22 tokens</li><li>max: 51 tokens</li></ul> | <ul><li>min: 17 tokens</li><li>mean: 237.75 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | title                                                                                                                                                                             | description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>title: <br>Chicco Viaro Travel System Teak</code>                                                                                                                           | <code>description<br>Product Description<br>For ultimate convenience the Chicco Viaro QuickFold Stroller has a sleek threewheel design lightweight aluminum frame and onehand quick fold A pullstrap and button are conveniently tucked under the seat and easy to activate simultaneously for a compact freestanding fold The stroller is even easier to open again after closingFor infants the Viaro Stroller functions as a travel system with easy clickin attachment for the KeyFit 30 Infant Car Seat For older riders the Viaro Stroller includes a detachable tray with two cup holders adjustable canopy and multiposition backrest A swiveling front wheel and suspension help maintain a smooth ride from surface to surface Toetap rear brakes keep the stroller in place when parked For parents the Viaro Stroller features a padded pushhandle parent tray with two cup holders and a large basket that is easily accessible from the front or back  The Viaro Travel System includes the 1rated Chicco KeyFit 30 Infant Car Seat wh...</code>                                              |
  | <code>title: <br>Kisbaby Four Layers Muslin Lightweight Unisex Toddler Wearable Blanket Early Walker Sleeping Sack Footed Sleep Sack for Baby Girls and Boys Blue Star 12M</code> | <code>description<br>You can choose bigger size If you confuse about size<br>Medium Age 612 months Height up to 32inches Weight up to 24lbs<br>Large Age 1218 months Height up to 35inches Weight up to 28lbs<br>Kids Cant Kick Off and Stay Covered All Night<br>Super soft draped muslin fabric<br>Lightweight and breathable keep baby warm and reduces the risk of overheating<br>Tuck feet in at night for warmth<br>A blanket your little one cant kick off ensuring better more comfortable sleep<br>Foot opening for easy mobility<br>Foot opening provide greater mobility when your little one is awake<br>Easy bathroom visits<br>Inverted zipper for easy bathroom visits or diaper changing95 Cotton 4 Layer Muslin Hand Wash in Cold Water is Recommended<br>Imported<br>Draped muslin softer touch lightweight breathable and friendly to baby TOG 10<br>Use over regular sleepwear to replace loose blankets cannot be kicked off so baby stays warm all night<br>Short sleeve for ease of dressing and freedom of movement reduces the risk of overheating<br>Unzips from the bo...</code> |
  | <code>title: <br>Nuby iMonster Toddler Bowl</code>                                                                                                                                | <code>description<br>When babies begin to show interest in feeding themselves having the right equipment is a must Nuby feeding accessories are made to withstand the challenges of daily use and retain their bright color This Toddler Bowl is ideal for children who are beginning to feed themselves Suitable for warm or cold foods Microwave safe BPA FreeMakes feeding fun for baby and easier for parent<br>Easy Grip design makes it easy for baby to hold<br>Bright color captures your babys attention Fun character inspires your childs imagination<br>Wash prior to initial use and after subsequent uses Easy clean with warm soapy water Rinse and dry thoroughly Also safe for top rack of dishwasher<br>18 Months   BPA Free  Microwave safe</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_Baby
- `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_Baby
- `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 |
|:------:|:----:|:-------------:|
| 0.2083 | 50   | 1.1163        |
| 0.4167 | 100  | 0.6972        |
| 0.625  | 150  | 0.6743        |
| 0.8333 | 200  | 0.6641        |


### Framework Versions
- Python: 3.12.11
- Sentence Transformers: 5.1.2
- 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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