last-checkpoint/README.md

---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:552482
- loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget:
- source_sentence: "title: \nCreatto Flashy Fish  Silly Swimmers LightUp 3D Puzzle\
    \ Kit  Includes Creatto Puzzle Pieces to Make Illuminated Craft Creations Sting\
    \ Ray Turtle Crab Fish  DIY Activity  LED Lights"
  sentences:
  - 'description

    With 43 Creatto pieces and a string of 20 LED lights you can build a cute cartoony
    fish a crab a stingray and a turtle Batterypowered lights require 2 AA batteries
    Suitable for ages 8 and upMAKE Each Creatto kit consists of just two primary building
    components that easily piece together into countless different 3D creations

    PLAY Once your creation is complete enjoy it as you play It becomes a prop for
    carrying out infinite adventures and storylines

    DISPLAY Your Creatto doubles as a piece of artwork Display it in your room and
    let it showcase your creativity and individuality The string of LED lights makes
    for a particularly striking sight

    Building instructions are language independent just follow the visual steps to
    learn how the Creatto system worksand how easy it is to use

    Stepbystep building videos for the models included in the kit a cute cartoony
    fish a crab a stingray and a turtle are available online'
  - 'description

    Bring home your favorite characters from Middleearth The Lord of the Rings Frodo
    Baggins Pop Vinyl Figure steps right off the silver screen of Peter Jacksons The
    Lord of the Rings trilogy and into that familiar Funko format The Lord of the
    Rings Frodo Baggins Pop Vinyl Figure measures approximately 3 34inches tall and
    comes packaged in a window display box CHASE VERSIONFrom The Lord of the Rings
    Gandalf as a stylized POP vinyl from Funko'
  - 'description

    Specification

    Condition 100 Brand New

    Item Type RC Accessory

    Material Metal  Magnet

    Color Black

    Length Approx 120mm  472inch

    Diameter Approx 66mm  260inch Fins Not Included

    Shaft Diameter Approx 8mm  031inch

    Length of Extension Shaft Approx 30mm  118inch

    Weight Approx 18112g

    Power 10000W

    imum LiPo 814S

    imum Current 200A

    Pole 4

    IO 45A

    Resistance 00095

    KVRPMVolt 620

    RPM 35000

    Package List

    1  70120 620KV Brushless MotorLevel 4Brushless motor 4pole 12slot height design
    Design for maximum energy conversion

    UniversalUniversal RC car motor suitable for 15 scale brushless remote control
    car also suitable for electric skateboard

    ReliableThe Sensorless brushless motor precisely balances the rotor to ensure
    reliability and maximum speed

    High efficiency RC car engine starter kit highpurity copper winding maximizes
    efficiency

    StableRC brushless motor accessoryABEC5 bearing stability'
- source_sentence: "title: \nLEGO Friends Heartlake Surf Shop 41315 Building Kit 186\
    \ Pieces Discontinued by Manufacturer"
  sentences:
  - 'description

    Take one of the most popular games with you wherever you go The Coop Hydro Lacrosse
    game set is great for playing lacrosse at the pool beach or in the backyard The
    soft foam handles of this fun water toy make it easy for all skill levels to catch
    scoop cradle and throw the ball Coop Hydro Lacrosse is an excellent choice for
    encouraging young players who are not quite ready for a larger lacrosse stick
    Features quality construction for longlasting play and the colorful ontrend graphics
    add to the fun Two lacrosse sticks and one ball in each set Each set sold individuallyFUN
    OUTDOOR GAME Lacrosse game set is perfect for pool beach or backyard play

    EASY TO PLAY catch scoop throw and cradle with ease Great for young lacrosse players
    and the whole family

    DURABLE Plastic frame maintains shape for long time use The lacrosse stick is
    strong with a foam handle for comfort

    ALL PIECES INCLUDED Each set includes 2 lacrosse sticks and 1 soft ball'
  - 'description

    ACHIEVE TRUE RANDOM

    What makes a single die Casino Quality Casino dice must be manufactured with superlative
    care to exacting standards in order to meet stringent casino specifications Every
    die must be truly random which requires it to have razorsharp edges and flush
    pips so each face has equal weight A typical casino die is a perfect 19mm cube
    with an error margin of up to 3mm The error margin of our Grade AAA dice 05mm
    Thats thinner than 13 the thickness of an eyelash These dice look casino authentic
    are manufactured using the authentic process and with an authentic quality indistinguishable
    from the very same dice used on casino floors every day They make the perfect
    gift for any gaming enthusiast that wants to get as close to the Vegas tables
    as possible

    Why Youll Love It

    Our dice began as high quality raw materials cut into cubes with razorsharp edges
    Each of the 21 pips are drilled to identical depths and to ensure that all 6 sides
    maintain equal weight the holes are then filled with a special white epoxy with
    the precise weight and density of the material that was removed during the drilling
    process Pairs of opposite sides are then abraded and cut in sequence to ensure
    each side remains the same size The dice are then given a glossy polished finish
    before being professionally serialized to prevent tampering and preserve authenticityMAKE
    THE GRADE Our Fine Precision Dice meet or exceed all exacting casino dice specifications
    for the most professional gaming experience

    TRUE PRECISION Dice are cut with an exacting error margin of 05mm which is about
    13 the thickness of an eyelash

    RAZORS EDGE Real Casino Dice are known for having sharp razor edges and flush
    pips drilled to identical depths This ensures truly random rolls

    TAMPER PROOF All sets of Brybelly Casino Dice are professionally serialized as
    a set of 5 to prevent tampering

    GOOD AS GOLD These sets make the perfect gift for any gaming enthusiast Each set
    even comes wrapped in giftable golden foil'
  - 'description

    Your explorer can celebrate their summer excitement with all of the accessories
    in the LEGO Friends Heartlake Surf Shop set Kids can catch a wave and create stories
    about the adventures they have on their boards Builders will love to create summer
    memories with this set Multiple models and plenty of extras makes this set a great
    value and combine it with LEGO Friends Sunshine Catamaran and Andreas Speedboat
    Transporter to continue the summer funFeatures a surf shop with opening door beach
    area with sun lounger jetty with buoys surfboard stand buildable kayak and a rock
    for the seal

    Includes a Mia minidoll figure in a wetsuit plus a Velvet the seal figure

    Accessory elements include a paddle 2 surfboards waterproof camera sunglasses
    binoculars water bottles postcard and a cash register

    Surf shop measures over 4in 11cm high 5in 14cm wide and 6in 17cm deep

    Kayak measures over 4in 12cm long and under 1in 1cm high and 1in 2cm wide'
- source_sentence: "title: \nTerra by Battat  Horses Set  Detailed Miniature Horse\
    \ Toys and Farm Animals with Quarter Horse for Kids 3 6 pc"
  sentences:
  - 'description

    Princess Bride is the beloved fantasy adventure that celebrates true love and
    follows the adventures of one farmhandturnedpirate as he fights for his true love
    Featuring a memorable cast including Billy Crystal and Andre the Giant If youre
    a fan of Princess Bride you need these cool diecut vinyl stickers All our products
    are officially licensed and 100 authenticExclusive custom collectible and 100
    official vinyl diecut stickers

    Each one of our designs are officially licensed and 100 authentic

    Perfect to personalize Laptops MacBooks Surfaces iPads Lockers Bedroom and much
    more Great for DIY decoration a gift for your kids and friends

    Simply get the stickers clean the surface sticker on and enjoy 30 Day 100 Satisfaction
    is guarantee

    Sticker Sheet Size 4 x 7'
  - 'description

    Peppa Pig Tin Lunch Box With Puzzle Set  5 Pc Bundle with Peppa Lunch Box 24Piece
    Puzzle for Kids Stickers Flash Cards and More Peppa Pig Activity Set This Peppa
    Pig lunch and puzzle set comes with 1 Peppa Pig tin lunch box measuring 775 x
    3 x 62 with 1 24piece Peppa Pig jigsaw puzzle for kids and toddlers inside The
    Peppa Pig puzzle measures 15 x 125 inches when complete and features your favorite
    characters from Peppa Pig Ideal for kids ages 35 and 48 boys and girls alike This
    Peppa Pig activity set is great at home or around town Use the Peppa Pig tin lunch
    box for school lunch or keep it as your puzzle storage case Officially licensed
    Peppa Pig puzzles and games The Peppa Pig tin lunch box and puzzle activity also
    comes with 3 packs of Peppa Pig flash cards Peppa Pig stickers and a Barn Bots
    door hangerThis Peppa Pig lunch and puzzle set comes with 1 Peppa Pig tin lunch
    box measuring 775 x 3 x 62 with 1 24piece Peppa Pig jigsaw puzzle for kids and
    toddlers inside

    The Peppa Pig puzzle measures 15 x 125 inches when complete and features your
    favorite characters from Peppa Pig Ideal for kids ages 35 and 48 boys and girls
    alike

    This Peppa Pig activity set is great at home or around town Use the Peppa Pig
    tin lunch box for school lunch or keep it as your puzzle storage case

    Officially licensed Peppa Pig puzzles and games The Peppa Pig tin lunch box and
    puzzle activity also comes with 3 packs of Peppa Pig flash cards and 1 Peppa Pig
    play pack containing stickers coloring pages and coloring utensils

    Skill level Kids Children Girls Boys Toddlers'
  - 'description

    Theres no horsing around with this set of 6 classic Horse toys for toddlers from
    Terra by Battat Little ones and collectors alike will love the adorable and realistic
    miniature animals Each plastic horse has individual characteristics and details
    from the speedy quarter Horse to the graceful pizzas and the hardworking Shire
    The carefullycrafted horses are made from safe and durable plastic that looks
    great in any animal figure collection Your pony toy will be proud to share the
    toy horse stable with these gorgeous Fillies Saddle up this collection of farm
    animal toy figures from Terra by Battat6 detailed horse toy figurines with natural
    poses that stand on their own hooves

    Beautifully crafted lifelike toys with realistic details

    Includes 1 quarter Horse 1 Friesian 1 falabella 1 lipizzan 1 spotted saddle and
    1 Shire horse toy

    Educational toys provide information about horses and encourage compassion for
    animals

    Imaginative play reduces screen time while improving social skills

    Size horse toys approximately 4 05 0 inches long

    Recommended for children ages 3 and up

    This set of small animals is made of worryfree materials We make toys that are
    safe and sturdy at terra

    Discover the entire Terra by Battat family of toy animal figures'
- source_sentence: "title: \nDisguise Costumes Sequin Eye Mask Bright Red"
  sentences:
  - "description\nMagic the Gathering is a collectible card game created by Richard\
    \ Garfield In Magic you play the role of a planeswalker who fights other planeswalkers\
    \ for glory knowledge and conquest Your deck of cards represents all the weapons\
    \ in your arsenal It contains the spells you know and the creatures you can summon\
    \ to fight for you\nCard Name\n Grand Arbiter Augustin IV\nCost\n 2WU\nColor\n\
    \ MultiColor\nCard Type\n Legendary Creature  Human Advisor\nPowerToughness\n\
    \ 23\nCard Text\n White spells you play cost 1 less to play Blue spells you play\
    \ cost 1 less to play Spells your opponents play cost 1 more to playA single individual\
    \ card from the Magic the Gathering MTG trading and collectible card game TCGCCG\n\
    This is of Rare rarity\nFrom the Dissension set"
  - 'description

    Disguise Costumes has been making fun interactive costumes for children and adults
    for decades Trusted in the industry for its creativity ingenuity and amazing price
    for the value Disguise wont let you down when it comes to fun dress up timeQuality
    materials used to make Disguise products

    Fun Colorful Inventive designs to put you in the world of role play

    Whether its Halloween birthday parties or even a fun filled night disguise is
    good for everything'
  - 'description

    A colourful coffee maker set from New Classic Toys Who wants a coffee Everything
    you need for a good coffee This coffee machine set includes  two coffee pods to
    insert in the removable filter  a milk carton  two brightly painted coffee cups
    with saucers This article is part of the New Classic Toys Bon Appetit productline
    Cutting baking cooking and ready for dinner Our little pots pans cuttings sets
    and kitchens are absolute must haves for little master chefs100 wood

    Safety we want to challenge excite and enjoy children with high quality toys All
    products comply with the strictest safety requirements conform the standards Our
    products last for generations And we are very proud of this

    Fun this beautiful toy is colourful and has many fun options to play with The
    color is very bright Children would spend lot of time playing and parents finally
    could get some rest

    Learning Playing is not just fun it is also very important While playing kids
    get familiar with the world Building stacking making music or imitating playing
    contributes to the development of insight talent and motor skills

    Age Designed for anyone aged 3 and up this imagination toy can be enjoyed by every
    child in the family

    Bon Appetit This toy set is part of the Bon Appetit collection of New Classic
    Toys Cutting baking cooking and ready for dinner Our little pots pans cuttings
    sets and kitchens are absolute must haves for little master chefs'
- source_sentence: "title: \nDH top bottom main gear for 910108 or 905308 or 905008"
  sentences:
  - 'description

    Lord of the Fries is the followup to Give Me the Brain another game in the Fast
    Food Restaurant of the Damned The mechanic is simple combine the ingredients in
    your hand to build combo meals with dishes like the Cowabunga the Meat Munch and
    of course the Lord of the Fries This is the fourth edition of Lord of the Fries
    It was introduced in 1998 and has been updated and improved in every edition The
    game returns to Cheapass Games after a brief vacation at Steve Jackson Games This
    time the game is designed to expand The core box contains the original restaurant
    menu 55 cards plus a completely new Coffee Shop menu with allnew art and ingredients
    also 55 cards Each deck can support up to 6 players and there is a third menu
    using ingredients from both decks which supports up to 8 players Also arriving
    on the scene will be four standalone restaurant decks Mexican Chinese Italian
    and Irish Each deck plays alone for up to 6 players fits into the core game box
    and can combine with the core deck for up to 8 playersLightweight funny card game
    make combo meals from random ingredients

    Zombies All new card art by Brian Snoddy

    Includes a complete Coffee Shop expansion

    Designed by awardwinning game designer James Ernest

    All new card art by Brian Snoddy'
  - 'description

    From the Manufacturer

    Round 2s Polar Lights brings back another popular movie car the Time Machine made
    famous in Back to the Future The kit features every detail to be expected in a
    Polar Lights kit from the flux capacitor to its gullwing doors A lightning rod
    hook power assembly is also included as an option The car body features a new
    authentic looking brushed metal look that captures the brushed aluminum of the
    real car The tires roll and the snap assembly means the kit can be assembled in
    no time with great results With this model kit youre sure to hit 88 miles an hour
    and be outta timeOfficially licensed from the classic film

    Features every detail including the Flux Capacitor

    Authentic brushedmetal look

    Features rolling tires

    Snap assembly'
  - 'description

    top bottom main gear for 910108 or 905308 or 9050081 set top bottom main geartop
    bottom main gear for 910108 or 905308 or 905008'
datasets:
- guyhadad01/Amazon_2023_items_processed_filtered
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---

# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) on the [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered) dataset. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) <!-- at revision c9745ed1d9f207416be6d2e6f8de32d1f16199bf -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 384 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - [amazon_2023_items_processed_filtered](https://huggingface.co/datasets/guyhadad01/Amazon_2023_items_processed_filtered)
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'BertModel'})
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("guyhadad01/EncodeRec_Toys")
# Run inference
sentences = [
    'title: \nDH top bottom main gear for 910108 or 905308 or 905008',
    'description\ntop bottom main gear for 910108 or 905308 or 9050081 set top bottom main geartop bottom main gear for 910108 or 905308 or 905008',
    'description\nFrom the Manufacturer\nRound 2s Polar Lights brings back another popular movie car the Time Machine made famous in Back to the Future The kit features every detail to be expected in a Polar Lights kit from the flux capacitor to its gullwing doors A lightning rod hook power assembly is also included as an option The car body features a new authentic looking brushed metal look that captures the brushed aluminum of the real car The tires roll and the snap assembly means the kit can be assembled in no time with great results With this model kit youre sure to hit 88 miles an hour and be outta timeOfficially licensed from the classic film\nFeatures every detail including the Flux Capacitor\nAuthentic brushedmetal look\nFeatures rolling tires\nSnap assembly',
]
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, 0.8355, 0.0051],
#         [0.8355, 1.0000, 0.0522],
#         [0.0051, 0.0522, 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: 552,482 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: 21.46 tokens</li><li>max: 61 tokens</li></ul> | <ul><li>min: 13 tokens</li><li>mean: 193.18 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | title                                                                                                                                                                                             | description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
  |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>title: <br>Gothic Mothman Plushie Doll with Bright Red Eyes Medieval Style Attractive Evil Moth Stuffed Plush Doll Toy Magical Home Decor for Bedroom for Kids Boyfriend Classmate A</code> | <code>description<br> Description Mothmans bright red eyes could stare you down in an instant and his huge dark figure cast fear and doubt in so many residents He is perfect to join you on your vast adventures This Mothman plushie is looking for a loving and magical home right now A great gift for your cryptid lover friend or that friend who likes a dark in their home decor It would look great resting on your bed sitting on your dresser or on the shelf with your other plushies Material Plush Size Approx Height 8 inches x Width 9 inches  Package included 1x Gothic Mothman Plushie Mothmans bright red eyes could stare you down in an instant and his huge dark figure cast fear and doubt in so many residents He is perfect to join you on your vast adventures<br> This Mothman plushie is looking for a loving and magical home right now A great gift for your cryptid lover friend or that friend who likes a dark in their home decor<br> It would look great resting on your bed sitting on your dresser or on the shel...</code>       |
  | <code>title: <br>Traxxas Stampede 4X4 110 Scale 4wd Monster Truck Red</code>                                                                                                                      | <code>description<br>Stampede 4X4 is built Traxxas Tough to withstand all the 4WD mayhem you can dish out Its high ground clearance and longarm suspension make Stampede 4X4 feel nearly indestructible Chrome AllStar 28 wheels give Stampede 4X4 aggressive style and soft Chevron Maxx tires deliver allterrain capability Its all waterproof so the fun keeps going through wet conditions No other truck offers Stampede 4X4s style capability and durability Stampede 4X4 is perfect for almost any age and comes fully assembled painted and ReadytoDrive Stampede 4x4 features a shaftdriven 4WD system and modular design of the Slash 4X4 Stampedes highly efficient drivetrain offers optimum performance and easy maintenance A single center driveshaft connects the front and rear drive assemblies for maximum power transfer The modular design allows the entire front or rear section to be removed with just a few screws for easy service The extra ground clearance increases the offroad versatility allowing you to tackle...</code>             |
  | <code>title: <br>Hot Wheels Monster Truck 124 Scale 2022 Bone Shaker It All Vehicle with Giant Wheels for Kids Age 3 to 8 Years Old Great Gift Toy Trucks Large Scale</code>                      | <code>description<br>The Hot Wheels Monster Trucks 124 scale diecast trucks are THE baddest trucks ever built for competition and ultimate dominance The outrageous vehicles are ready to square off in headtohead battles with an oversized body and GIANT wheels Every toy truck package includes fun stats for the monster truck inside including name truck type strength unique crash attack and motorvation for great storytelling fun Each sold separately subject to availability Colors and decorations may varyDesigned in 124 scale with durable diecast metal bodies Hot Wheels Monster Trucks are ready to for outrageous action<br>Giant wheels and rad details amp up the collecting and crashing smashing and stunt play<br>The vehicle package features cool stats on back giving details about strength crash attack motorvation and more<br>Rev up imagination and storytelling with unique toy Monster Trucks that deliver mindblowing features  fans will want them all<br>Makes a great gift for kids and Monster Trucks fans ages 3 ye...</code> |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "gather_across_devices": false
  }
  ```

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

- `per_device_train_batch_size`: 512
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `fp16`: True
- `push_to_hub`: True
- `hub_model_id`: guyhadad01/EncodeRec_Toys
- `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
- `use_ipex`: False
- `bf16`: False
- `fp16`: True
- `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}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `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_Toys
- `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`: False
- `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`: False
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional
- `router_mapping`: {}
- `learning_rate_mapping`: {}

</details>

### Training Logs
| Epoch  | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.0463 | 50   | 0.6644        |
| 0.0926 | 100  | 0.3737        |
| 0.1389 | 150  | 0.3271        |
| 0.1852 | 200  | 0.309         |
| 0.2315 | 250  | 0.2706        |
| 0.2778 | 300  | 0.2587        |
| 0.3241 | 350  | 0.2629        |
| 0.3704 | 400  | 0.2518        |
| 0.4167 | 450  | 0.2492        |
| 0.4630 | 500  | 0.228         |
| 0.5093 | 550  | 0.2267        |
| 0.5556 | 600  | 0.2222        |
| 0.6019 | 650  | 0.2283        |
| 0.6481 | 700  | 0.2233        |
| 0.6944 | 750  | 0.2239        |
| 0.7407 | 800  | 0.2107        |
| 0.7870 | 850  | 0.2205        |
| 0.8333 | 900  | 0.2087        |
| 0.8796 | 950  | 0.2129        |
| 0.9259 | 1000 | 0.2103        |
| 0.9722 | 1050 | 0.2077        |


### Framework Versions
- Python: 3.12.11
- Sentence Transformers: 5.1.0
- Transformers: 4.55.2
- PyTorch: 2.7.1+cu126
- Accelerate: 1.10.0
- Datasets: 3.6.0
- Tokenizers: 0.21.4

## 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",
}
```

#### MultipleNegativesRankingLoss
```bibtex
@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
```

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