Training in progress, step 200, checkpoint

.gitattributes

@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 tokenizer.json filter=lfs diff=lfs merge=lfs -text
+last-checkpoint/tokenizer.json filter=lfs diff=lfs merge=lfs -text

last-checkpoint/1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+    "word_embedding_dimension": 768,
+    "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
+}

last-checkpoint/2_Dense/config.json

@@ -0,0 +1,6 @@
+{
+    "in_features": 768,
+    "out_features": 3072,
+    "bias": false,
+    "activation_function": "torch.nn.modules.linear.Identity"
+}

last-checkpoint/2_Dense/model.safetensors

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+oid sha256:de12e48bdc50878c6f9ffd24faec3c5ec998d3710bce93d36165dd035779bb76
+size 4718680

last-checkpoint/3_Dense/config.json

@@ -0,0 +1,6 @@
+{
+    "in_features": 3072,
+    "out_features": 768,
+    "bias": false,
+    "activation_function": "torch.nn.modules.linear.Identity"
+}

last-checkpoint/3_Dense/model.safetensors

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last-checkpoint/README.md

@@ -0,0 +1,711 @@
+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- dense
+- generated_from_trainer
+- dataset_size:122875
+- loss:CachedMultipleNegativesRankingLoss
+base_model: google/embeddinggemma-300m
+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 google/embeddinggemma-300m
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m) on the [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) dataset. It maps sentences & paragraphs to a 768-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:** [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m) <!-- at revision 57c266a740f537b4dc058e1b0cda161fd15afa75 -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 768 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': 'Gemma3TextModel'})
+  (1): Pooling({'word_embedding_dimension': 768, '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): Dense({'in_features': 768, 'out_features': 3072, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
+  (3): Dense({'in_features': 3072, 'out_features': 768, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
+  (4): 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_300M_Baby")
+# Run inference
+queries = [
+    "title: \nDream On Me 4 Piece Toddler Bedding Set Spring Garden",
+]
+documents = [
+    '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',
+    'description\nThe 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\nStroller has forever air rubber tires with allwheel suspension providing uncompromised agility on any terrain\nLift a strap with one hand and the City Mini GT2 stroller folds itself simply and compactlyDo not use bleach solvents or abrasive cleaning materials\nPremium leatherette detailing on the canopy and harness covers and an upgraded seat pad for a sleek modern look\nIncluded belly bar gives your child a safe and comfortable area to hold onto while strolling\nAdd a Baby Jogger Infant Car Seat using the included infant car seat adapters car seat sold separately and go anywhere from day one',
+]
+query_embeddings = model.encode_query(queries)
+document_embeddings = model.encode_document(documents)
+print(query_embeddings.shape, document_embeddings.shape)
+# [1, 768] [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(query_embeddings, document_embeddings)
+print(similarities)
+# tensor([[ 0.6684,  0.0510, -0.0376]])
+```
+
+<!--
+### 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: 9 tokens</li><li>mean: 26.59 tokens</li><li>max: 109 tokens</li></ul> | <ul><li>min: 18 tokens</li><li>mean: 243.21 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_300M_Baby
+- `hub_strategy`: checkpoint
+- `prompts`: {'question': 'task: search result | query: ', 'passage_text': 'title: none | text: '}
+
+#### 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_300M_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`: {'question': 'task: search result | query: ', 'passage_text': 'title: none | text: '}
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: proportional
+- `router_mapping`: {}
+- `learning_rate_mapping`: {}
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss |
+|:------:|:----:|:-------------:|
+| 0.2083 | 50   | 0.396         |
+| 0.4167 | 100  | 0.243         |
+| 0.625  | 150  | 0.2026        |
+| 0.8333 | 200  | 0.1774        |
+
+
+### 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}
+}
+```
+
+<!--
+## 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.*
+-->

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